diff --git a/.github/actions/install/branch-diff/action.yml b/.github/actions/install/branch-diff/action.yml
index 21803f8c7c8..87a2865f308 100644
--- a/.github/actions/install/branch-diff/action.yml
+++ b/.github/actions/install/branch-diff/action.yml
@@ -7,7 +7,7 @@ inputs:
 runs:
   using: composite
   steps:
-    - uses: actions/cache@5a3ec84eff668545956fd18022155c47e93e2684 # v4.2.3
+    - uses: actions/cache@0400d5f644dc74513175e3cd8d07132dd4860809 # v4.2.4
       with:
         path: ~/.npm
         key: ${{ github.workflow }}-branch-diff-3.1.1
diff --git a/.github/actions/instrumentations/test/action.yml b/.github/actions/instrumentations/test/action.yml
index c22a0f95fe6..ae958e3760f 100644
--- a/.github/actions/instrumentations/test/action.yml
+++ b/.github/actions/instrumentations/test/action.yml
@@ -7,7 +7,7 @@ runs:
     - uses: ./.github/actions/install
     - run: yarn test:instrumentations:ci
       shell: bash
-    - uses: ./.github/actions/node/active-lts
+    - uses: ./.github/actions/node/latest
     - run: yarn test:instrumentations:ci
       shell: bash
     - uses: codecov/codecov-action@18283e04ce6e62d37312384ff67231eb8fd56d24 # v5.4.3
diff --git a/.github/actions/plugins/test-and-upstream/action.yml b/.github/actions/plugins/test-and-upstream/action.yml
index 113346baec2..54d598b3764 100644
--- a/.github/actions/plugins/test-and-upstream/action.yml
+++ b/.github/actions/plugins/test-and-upstream/action.yml
@@ -10,7 +10,7 @@ runs:
       shell: bash
     - run: yarn test:plugins:upstream
       shell: bash
-    - uses: ./.github/actions/node/active-lts
+    - uses: ./.github/actions/node/latest
     - run: yarn test:plugins:ci
       shell: bash
     - run: yarn test:plugins:upstream
diff --git a/.github/actions/plugins/test/action.yml b/.github/actions/plugins/test/action.yml
index 36bb3c8daa8..71bf4735fda 100644
--- a/.github/actions/plugins/test/action.yml
+++ b/.github/actions/plugins/test/action.yml
@@ -8,7 +8,7 @@ runs:
     - uses: ./.github/actions/install
     - run: yarn test:plugins:ci
       shell: bash
-    - uses: ./.github/actions/node/active-lts
+    - uses: ./.github/actions/node/latest
     - run: yarn test:plugins:ci
       shell: bash
     - uses: codecov/codecov-action@18283e04ce6e62d37312384ff67231eb8fd56d24 # v5.4.3
diff --git a/.github/actions/plugins/upstream/action.yml b/.github/actions/plugins/upstream/action.yml
index 6c0d4783282..87370e5f73d 100644
--- a/.github/actions/plugins/upstream/action.yml
+++ b/.github/actions/plugins/upstream/action.yml
@@ -8,7 +8,7 @@ runs:
     - uses: ./.github/actions/install
     - run: yarn test:plugins:upstream
       shell: bash
-    - uses: ./.github/actions/node/active-lts
+    - uses: ./.github/actions/node/latest
     - run: yarn test:plugins:upstream
       shell: bash
     - uses: codecov/codecov-action@18283e04ce6e62d37312384ff67231eb8fd56d24 # v5.4.3
diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index ec4d91db1b5..b9b15ac9b18 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -10,6 +10,7 @@ updates:
       - "/"
       - "/.github/actions/*"
       - "/.github/actions/*/*"
+      - "/.github/workflows/*"
     schedule:
       interval: "weekly"
     groups:
diff --git a/.github/workflows/apm-capabilities.yml b/.github/workflows/apm-capabilities.yml
index 7b898dae897..3079c321b55 100644
--- a/.github/workflows/apm-capabilities.yml
+++ b/.github/workflows/apm-capabilities.yml
@@ -19,7 +19,7 @@ jobs:
     runs-on: macos-latest
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - uses: ./.github/actions/install
       - run: yarn test:trace:core:ci
       - uses: codecov/codecov-action@18283e04ce6e62d37312384ff67231eb8fd56d24 # v5.4.3
@@ -43,7 +43,7 @@ jobs:
     runs-on: windows-latest
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - uses: ./.github/actions/install
         with:
           cache: 'true'
diff --git a/.github/workflows/apm-integrations.yml b/.github/workflows/apm-integrations.yml
index e942d051da9..ddc030076a7 100644
--- a/.github/workflows/apm-integrations.yml
+++ b/.github/workflows/apm-integrations.yml
@@ -26,7 +26,7 @@ jobs:
         test-image: [ubuntu-22.04]
         include:
           - node-version: 18
-            range: '>=5.2.0'
+            range: '>=5.2.0 <6.3.0'
             range_clean: gte.5.2.0
             aerospike-image: ce-6.4.0.3
             test-image: ubuntu-latest
@@ -50,7 +50,7 @@ jobs:
       aerospike:
         image: aerospike:${{ matrix.aerospike-image }}
         ports:
-          - "127.0.0.1:3000-3002:3000-3002"
+          - '127.0.0.1:3000-3002:3000-3002'
     env:
       PLUGINS: aerospike
       SERVICES: aerospike
@@ -166,15 +166,18 @@ jobs:
       - run: yarn test:plugins:ci
       - uses: ./.github/actions/node/latest
       - run: yarn test:plugins:ci
-        env:
-          OPTIONS_OVERRIDE: 1
       - uses: codecov/codecov-action@18283e04ce6e62d37312384ff67231eb8fd56d24 # v5.4.3
 
   confluentinc-kafka-javascript:
     strategy:
       matrix:
         # using node versions matrix since this plugin testing fails due to install differences between node versions
-        node-version: ['18', '20', '22']
+        node-version: [18, 20, 22]
+        range: ['>=1.0.0']
+        include:
+          - node-version: 24
+            range: '>=1.4.0'
+            range_clean: gte.1.4.0
     runs-on: ubuntu-latest
     services:
       kafka:
@@ -197,6 +200,7 @@ jobs:
     env:
       PLUGINS: confluentinc-kafka-javascript
       SERVICES: kafka
+      PACKAGE_VERSION_RANGE: ${{ matrix.range }}
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
       - uses: ./.github/actions/testagent/start
@@ -287,7 +291,7 @@ jobs:
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
       - uses: ./.github/actions/testagent/start
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - uses: ./.github/actions/install
       - run: yarn test:plugins:ci
       - if: always()
@@ -302,7 +306,10 @@ jobs:
       PLUGINS: express
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
-      - uses: ./.github/actions/plugins/test
+      - uses: ./.github/actions/testagent/start
+      - uses: ./.github/actions/node/active-lts # TODO: change this to latest once we figure out the `fresh` bug
+      - uses: ./.github/actions/install
+      - run: yarn test:plugins:ci
 
   fastify:
     runs-on: ubuntu-latest
@@ -624,7 +631,15 @@ jobs:
         version:
           - 18
           - latest
-        range: ['>=10.2.0 <11', '>=11.0.0 <13', '11.1.4', '>=13.0.0 <14', '13.2.0', '>=14.0.0 <=14.2.6', '>=14.2.7 <15', '>=15.0.0 <15.4.1']
+        range:
+          - '>=10.2.0 <11'
+          - '>=11.0.0 <13'
+          - '11.1.4'
+          - '>=13.0.0 <14'
+          - '13.2.0'
+          - '>=14.0.0 <=14.2.6'
+          - '>=14.2.7 <15'
+          - '>=15.0.0 <15.4.1'
         include:
           - range: '>=10.2.0 <11'
             range_clean: gte.10.2.0.and.lt.11
@@ -649,7 +664,7 @@ jobs:
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
       - uses: ./.github/actions/testagent/start
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - uses: ./.github/actions/install
       - run: yarn test:plugins:ci
       - if: always()
@@ -733,7 +748,7 @@ jobs:
       - uses: ./.github/actions/node/newest-maintenance-lts
       - uses: ./.github/actions/install
       - run: yarn test:plugins:ci
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - run: yarn test:plugins:ci
       # - run: yarn test:plugins:upstream
       - if: always()
@@ -825,13 +840,20 @@ jobs:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
       - uses: ./.github/actions/plugins/test
 
+  # Restify isn't compatible with Node.js v24 so we don't run against latest Node.js
+  # see: https://github.com/restify/node-restify/issues/1984
   restify:
     runs-on: ubuntu-latest
     env:
       PLUGINS: restify
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
-      - uses: ./.github/actions/plugins/test
+      - uses: ./.github/actions/testagent/start
+      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/install
+      - run: yarn test:plugins:ci
+      - uses: ./.github/actions/node/oldest-maintenance-lts
+      - run: yarn test:plugins:ci
 
   rhea:
     runs-on: ubuntu-latest
@@ -866,7 +888,7 @@ jobs:
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
       - uses: ./.github/actions/testagent/start
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - uses: ./.github/actions/install
       - run: yarn test:plugins:ci
       - if: always()
@@ -892,7 +914,7 @@ jobs:
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
       - uses: ./.github/actions/testagent/start
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - uses: ./.github/actions/install
       - run: yarn test:plugins:ci
       - run: yarn test:plugins:upstream
diff --git a/.github/workflows/appsec.yml b/.github/workflows/appsec.yml
index 1178217a473..7f3f46def9e 100644
--- a/.github/workflows/appsec.yml
+++ b/.github/workflows/appsec.yml
@@ -19,7 +19,7 @@ jobs:
     runs-on: macos-latest
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - uses: ./.github/actions/install
       - run: yarn test:appsec:ci
       - uses: codecov/codecov-action@18283e04ce6e62d37312384ff67231eb8fd56d24 # v5.4.3
@@ -43,7 +43,7 @@ jobs:
     runs-on: windows-latest
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - uses: ./.github/actions/install
         with:
           cache: 'true'
@@ -70,7 +70,7 @@ jobs:
       - uses: ./.github/actions/node/oldest-maintenance-lts
       - uses: ./.github/actions/install
       - run: yarn test:appsec:plugins:ci
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - run: yarn test:appsec:plugins:ci
       - uses: codecov/codecov-action@18283e04ce6e62d37312384ff67231eb8fd56d24 # v5.4.3
 
@@ -127,7 +127,7 @@ jobs:
       - uses: ./.github/actions/node/oldest-maintenance-lts
       - uses: ./.github/actions/install
       - run: yarn test:appsec:plugins:ci
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/active-lts # TODO: change this to latest once we figure out the `fresh` bug
       - run: yarn test:appsec:plugins:ci
       - uses: codecov/codecov-action@18283e04ce6e62d37312384ff67231eb8fd56d24 # v5.4.3
 
@@ -140,7 +140,7 @@ jobs:
       - uses: ./.github/actions/node/oldest-maintenance-lts
       - uses: ./.github/actions/install
       - run: yarn test:appsec:plugins:ci
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - run: yarn test:appsec:plugins:ci
       - uses: codecov/codecov-action@18283e04ce6e62d37312384ff67231eb8fd56d24 # v5.4.3
 
@@ -153,7 +153,7 @@ jobs:
       - uses: ./.github/actions/node/oldest-maintenance-lts
       - uses: ./.github/actions/install
       - run: yarn test:appsec:plugins:ci
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - run: yarn test:appsec:plugins:ci
       - uses: codecov/codecov-action@18283e04ce6e62d37312384ff67231eb8fd56d24 # v5.4.3
 
@@ -172,7 +172,7 @@ jobs:
       - uses: ./.github/actions/node/oldest-maintenance-lts
       - uses: ./.github/actions/install
       - run: yarn test:appsec:plugins:ci
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - run: yarn test:appsec:plugins:ci
       - uses: codecov/codecov-action@18283e04ce6e62d37312384ff67231eb8fd56d24 # v5.4.3
 
@@ -191,7 +191,7 @@ jobs:
       - uses: ./.github/actions/node/oldest-maintenance-lts
       - uses: ./.github/actions/install
       - run: yarn test:appsec:plugins:ci
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - run: yarn test:appsec:plugins:ci
       - uses: codecov/codecov-action@18283e04ce6e62d37312384ff67231eb8fd56d24 # v5.4.3
 
@@ -264,7 +264,7 @@ jobs:
       - uses: ./.github/actions/node/oldest-maintenance-lts
       - uses: ./.github/actions/install
       - run: yarn test:appsec:plugins:ci
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - run: yarn test:appsec:plugins:ci
       - uses: codecov/codecov-action@18283e04ce6e62d37312384ff67231eb8fd56d24 # v5.4.3
 
@@ -290,7 +290,7 @@ jobs:
       - uses: ./.github/actions/node/oldest-maintenance-lts
       - uses: ./.github/actions/install
       - run: yarn test:appsec:plugins:ci
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - run: yarn test:appsec:plugins:ci
       - uses: codecov/codecov-action@18283e04ce6e62d37312384ff67231eb8fd56d24 # v5.4.3
 
@@ -303,7 +303,7 @@ jobs:
       - uses: ./.github/actions/node/oldest-maintenance-lts
       - uses: ./.github/actions/install
       - run: yarn test:appsec:plugins:ci
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - run: yarn test:appsec:plugins:ci
       - uses: codecov/codecov-action@18283e04ce6e62d37312384ff67231eb8fd56d24 # v5.4.3
 
@@ -316,7 +316,7 @@ jobs:
       - uses: ./.github/actions/node/oldest-maintenance-lts
       - uses: ./.github/actions/install
       - run: yarn test:appsec:plugins:ci
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - run: yarn test:appsec:plugins:ci
       - uses: codecov/codecov-action@18283e04ce6e62d37312384ff67231eb8fd56d24 # v5.4.3
 
@@ -348,6 +348,6 @@ jobs:
       - uses: ./.github/actions/node/oldest-maintenance-lts
       - uses: ./.github/actions/install
       - run: yarn test:appsec:plugins:ci
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - run: yarn test:appsec:plugins:ci
       - uses: codecov/codecov-action@18283e04ce6e62d37312384ff67231eb8fd56d24 # v5.4.3
diff --git a/.github/workflows/audit.yml b/.github/workflows/audit.yml
index 083b2fe42b7..a2ac949b7f0 100644
--- a/.github/workflows/audit.yml
+++ b/.github/workflows/audit.yml
@@ -14,5 +14,5 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - run: yarn audit
diff --git a/.github/workflows/codeql-analysis.yml b/.github/workflows/codeql-analysis.yml
index 904c52e52a4..8725bf8b396 100644
--- a/.github/workflows/codeql-analysis.yml
+++ b/.github/workflows/codeql-analysis.yml
@@ -38,7 +38,7 @@ jobs:
 
     # Initializes the CodeQL tools for scanning.
     - name: Initialize CodeQL
-      uses: github/codeql-action/init@51f77329afa6477de8c49fc9c7046c15b9a4e79d # v3.29.5
+      uses: github/codeql-action/init@76621b61decf072c1cee8dd1ce2d2a82d33c17ed # v3.29.5
       with:
         languages: ${{ matrix.language }}
         config-file: .github/codeql_config.yml
@@ -48,7 +48,7 @@ jobs:
         # queries: ./path/to/local/query, your-org/your-repo/queries@main
 
     - name: Autobuild
-      uses: github/codeql-action/autobuild@51f77329afa6477de8c49fc9c7046c15b9a4e79d # v3.29.5
+      uses: github/codeql-action/autobuild@76621b61decf072c1cee8dd1ce2d2a82d33c17ed # v3.29.5
 
     - name: Perform CodeQL Analysis
-      uses: github/codeql-action/analyze@51f77329afa6477de8c49fc9c7046c15b9a4e79d # v3.29.5
+      uses: github/codeql-action/analyze@76621b61decf072c1cee8dd1ce2d2a82d33c17ed # v3.29.5
diff --git a/.github/workflows/debugger.yml b/.github/workflows/debugger.yml
index 0dab72f0638..04caa35f700 100644
--- a/.github/workflows/debugger.yml
+++ b/.github/workflows/debugger.yml
@@ -29,8 +29,6 @@ jobs:
       - uses: ./.github/actions/install
       - run: yarn test:debugger:ci
       - run: yarn test:integration:debugger
-        env:
-          OPTIONS_OVERRIDE: 1
       - if: always()
         uses: ./.github/actions/testagent/logs
         with:
diff --git a/.github/workflows/dependabot-automation.yml b/.github/workflows/dependabot-automation.yml
index 6a7bdfc0983..4ee0a37f0cd 100644
--- a/.github/workflows/dependabot-automation.yml
+++ b/.github/workflows/dependabot-automation.yml
@@ -1,6 +1,9 @@
 name: 'Dependabot Automation'
 
-on: pull_request_target
+on:
+  pull_request_target:
+    types:
+      - opened
 
 jobs:
   dependabot:
diff --git a/.github/workflows/eslint-rules.yml b/.github/workflows/eslint-rules.yml
index 2909c255cfd..2c616d18d8f 100644
--- a/.github/workflows/eslint-rules.yml
+++ b/.github/workflows/eslint-rules.yml
@@ -18,6 +18,6 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - uses: ./.github/actions/install
       - run: yarn test:eslint-rules
diff --git a/.github/workflows/flakiness.yml b/.github/workflows/flakiness.yml
index 5ad8a75f18f..845789af22e 100644
--- a/.github/workflows/flakiness.yml
+++ b/.github/workflows/flakiness.yml
@@ -1,6 +1,7 @@
-name: Flakiness Report
+name: '[Flakiness Report]'
 
 on:
+  workflow_dispatch:
   schedule:
     - cron: '0 6 * * 1'
 
@@ -25,3 +26,18 @@ jobs:
           version: ''
       - run: npm install octokit
       - run: node scripts/flakiness.mjs
+      - run: cat flakiness.md >> $GITHUB_STEP_SUMMARY
+      - id: slack
+        run: echo "report=$(cat flakiness.txt)" >> $GITHUB_OUTPUT
+      - uses: slackapi/slack-github-action@91efab103c0de0a537f72a35f6b8cda0ee76bf0a # v2.1.0
+        if: github.event_name == 'schedule'
+        with:
+          method: chat.postMessage
+          token: ${{ secrets.SLACK_BOT_TOKEN }}
+          payload: |
+            channel: ${{ secrets.SLACK_CHANNEL_ID }}
+            blocks:
+              - type: "section"
+                text:
+                  type: "mrkdwn"
+                  text: "${{ steps.slack.outputs.report }}"
diff --git a/.github/workflows/llmobs.yml b/.github/workflows/llmobs.yml
index e10eef3b348..b0dc865358e 100644
--- a/.github/workflows/llmobs.yml
+++ b/.github/workflows/llmobs.yml
@@ -46,7 +46,7 @@ jobs:
       - run: yarn test:plugins:ci
       - run: yarn test:llmobs:plugins:ci
         shell: bash
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - run: yarn test:plugins:ci
       - run: yarn test:llmobs:plugins:ci
         shell: bash
@@ -68,7 +68,7 @@ jobs:
       - run: yarn test:plugins:ci
       - run: yarn test:llmobs:plugins:ci
         shell: bash
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - run: yarn test:plugins:ci
       - run: yarn test:llmobs:plugins:ci
         shell: bash
@@ -89,7 +89,7 @@ jobs:
       - uses: ./.github/actions/install
       - run: yarn test:llmobs:plugins:ci
         shell: bash
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - run: yarn test:llmobs:plugins:ci
         shell: bash
       - uses: codecov/codecov-action@18283e04ce6e62d37312384ff67231eb8fd56d24 # v5.4.3
@@ -110,7 +110,29 @@ jobs:
       - run: yarn test:plugins:ci
       - run: yarn test:llmobs:plugins:ci
         shell: bash
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
+      - run: yarn test:plugins:ci
+      - run: yarn test:llmobs:plugins:ci
+        shell: bash
+      - uses: codecov/codecov-action@18283e04ce6e62d37312384ff67231eb8fd56d24 # v5.4.3
+      - if: always()
+        uses: ./.github/actions/testagent/logs
+        with:
+          suffix: llmobs-${{ github.job }}
+
+  ai:
+    runs-on: ubuntu-latest
+    env:
+      PLUGINS: ai
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+      - uses: ./.github/actions/testagent/start
+      - uses: ./.github/actions/node/oldest-maintenance-lts
+      - uses: ./.github/actions/install
+      - run: yarn test:plugins:ci
+      - run: yarn test:llmobs:plugins:ci
+        shell: bash
+      - uses: ./.github/actions/node/latest
       - run: yarn test:plugins:ci
       - run: yarn test:llmobs:plugins:ci
         shell: bash
diff --git a/.github/workflows/platform.yml b/.github/workflows/platform.yml
index 8776fac7dc7..b4cb8e0d0e7 100644
--- a/.github/workflows/platform.yml
+++ b/.github/workflows/platform.yml
@@ -24,7 +24,7 @@ jobs:
       - uses: ./.github/actions/node/oldest-maintenance-lts
       - uses: ./.github/actions/install
       - run: yarn test:core:ci
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - run: yarn test:core:ci
       - uses: codecov/codecov-action@18283e04ce6e62d37312384ff67231eb8fd56d24 # v5.4.3
 
@@ -298,7 +298,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - uses: ./.github/actions/install
       - run: yarn test:trace:guardrails:ci
       - uses: codecov/codecov-action@18283e04ce6e62d37312384ff67231eb8fd56d24 # v5.4.3
@@ -344,6 +344,6 @@ jobs:
       - uses: ./.github/actions/node/oldest-maintenance-lts
       - uses: ./.github/actions/install
       - run: yarn test:shimmer:ci
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - run: yarn test:shimmer:ci
       - uses: codecov/codecov-action@18283e04ce6e62d37312384ff67231eb8fd56d24 # v5.4.3
diff --git a/.github/workflows/profiling.yml b/.github/workflows/profiling.yml
index 80a21b93ea8..4d9bb3501bb 100644
--- a/.github/workflows/profiling.yml
+++ b/.github/workflows/profiling.yml
@@ -19,7 +19,7 @@ jobs:
     runs-on: macos-latest
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - uses: ./.github/actions/install
       - run: yarn test:profiler:ci
       - run: yarn test:integration:profiler
@@ -48,7 +48,7 @@ jobs:
     runs-on: windows-latest
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - uses: ./.github/actions/install
         with:
           cache: 'true'
diff --git a/.github/workflows/project.yml b/.github/workflows/project.yml
index 2369d884ee2..148d24bbe50 100644
--- a/.github/workflows/project.yml
+++ b/.github/workflows/project.yml
@@ -14,7 +14,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       # NOTE: Ok this next bit seems unnecessary, right? The problem is that
       # this repo is currently incompatible with npm, at least with the
       # devDependencies. While this is intended to be corrected, it hasn't yet,
@@ -47,7 +47,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - uses: ./.github/actions/install
       - run: yarn lint
 
@@ -57,7 +57,7 @@ jobs:
       pull-requests: write
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - uses: ./.github/actions/install
       - name: Compute module size tree and report
         uses: qard/heaviest-objects-in-the-universe@e2af4ff3a88e5fe507bd2de1943b015ba2ddda66 # v1.0.0
@@ -84,7 +84,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - uses: ./.github/actions/install
       - run: yarn type:test
       - run: yarn type:doc
@@ -94,7 +94,7 @@ jobs:
   #   runs-on: ubuntu-latest
   #   steps:
   #     - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
-  #     - uses: ./.github/actions/node/active-lts
+  #     - uses: ./.github/actions/node/latest
   #     - uses: ./.github/actions/install
   #     - run: node scripts/verify-ci-config.js
 
@@ -111,7 +111,7 @@ jobs:
           fetch-depth: 0
 
       - name: Setup Node.js
-        uses: ./.github/actions/node/active-lts
+        uses: ./.github/actions/node/latest
 
       - name: Install dependencies
         uses: ./.github/actions/install
diff --git a/.github/workflows/serverless.yml b/.github/workflows/serverless.yml
index 3e6bbfebefe..5190c981fc9 100644
--- a/.github/workflows/serverless.yml
+++ b/.github/workflows/serverless.yml
@@ -38,11 +38,7 @@ jobs:
   aws-sdk:
     strategy:
       matrix:
-        include:
-          - node-version: latest
-            node-opts: --no-async-context-frame
-          - node-version: oldest
-            node-opts: ''
+        node-version: [oldest, latest]
     runs-on: ubuntu-latest
     services:
       localstack:
@@ -86,8 +82,6 @@ jobs:
           version: ${{ matrix.node-version }}
       - uses: ./.github/actions/install
       - run: yarn test:plugins:ci
-        env:
-          NODE_OPTIONS: ${{ matrix.node-opts }}
       - if: always()
         uses: ./.github/actions/testagent/logs
         with:
@@ -97,6 +91,12 @@ jobs:
   azure-functions:
     runs-on: ubuntu-latest
     services:
+        azurite:
+          image: mcr.microsoft.com/azure-storage/azurite:3.34.0
+          ports:
+              - "127.0.0.1:10000:10000"
+              - "127.0.0.1:10001:10001"
+              - "127.0.0.1:10002:10002"
         azureservicebusemulator:
           image: mcr.microsoft.com/azure-messaging/servicebus-emulator:1.1.2
           ports:
@@ -118,7 +118,11 @@ jobs:
       SERVICES: azureservicebusemulator,azuresqledge
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
-      - uses: ./.github/actions/plugins/test
+      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/install
+      - run: npm install -g azure-functions-core-tools@4.1.0
+      - run: echo "$(dirname $(which func))" >> $GITHUB_PATH
+      - run: yarn test:plugins:ci
 
   azure-service-bus:
     runs-on: ubuntu-latest
diff --git a/.github/workflows/system-tests.yml b/.github/workflows/system-tests.yml
index 92ba0e32c9a..f1cc093e83e 100644
--- a/.github/workflows/system-tests.yml
+++ b/.github/workflows/system-tests.yml
@@ -31,10 +31,11 @@ jobs:
   main:
     needs:
       - build-artifacts
-    uses: DataDog/system-tests/.github/workflows/system-tests.yml@main
+    uses: DataDog/system-tests/.github/workflows/system-tests.yml@b2523d82a7fcffb5ca642ee7b76eb476fbef04fe
     secrets: inherit
     permissions:
       contents: read
+      id-token: write
       packages: write
     with:
       library: nodejs
diff --git a/.github/workflows/test-optimization.yml b/.github/workflows/test-optimization.yml
index c6cc276f334..744954db97e 100644
--- a/.github/workflows/test-optimization.yml
+++ b/.github/workflows/test-optimization.yml
@@ -178,7 +178,7 @@ jobs:
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
       - uses: ./.github/actions/testagent/start
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - uses: ./.github/actions/install
       - run: yarn test:plugins:ci
       - if: always()
@@ -195,7 +195,7 @@ jobs:
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
       - uses: ./.github/actions/testagent/start
-      - uses: ./.github/actions/node/active-lts
+      - uses: ./.github/actions/node/latest
       - uses: ./.github/actions/install
       - run: yarn test:plugins:ci
       - if: always()
diff --git a/.gitlab/one-pipeline.locked.yml b/.gitlab/one-pipeline.locked.yml
index 514056de50a..b8554f3ae89 100644
--- a/.gitlab/one-pipeline.locked.yml
+++ b/.gitlab/one-pipeline.locked.yml
@@ -1,4 +1,4 @@
 # DO NOT EDIT THIS FILE MANUALLY
 # This file is auto-generated by automation.
 include:
-  - remote: https://gitlab-templates.ddbuild.io/libdatadog/one-pipeline/ca/a0486057161f85a77e39ad2aa60ac66bb52414696d9b3dd87177df1057b11295/one-pipeline.yml
+  - remote: https://gitlab-templates.ddbuild.io/libdatadog/one-pipeline/ca/50d49f6898ce86e93326856210e8ab6526895273cb6341ac2d7d0e6c1c14e31e/one-pipeline.yml
diff --git a/CODEOWNERS b/CODEOWNERS
index a6519aad2ca..9329ad7befb 100644
--- a/CODEOWNERS
+++ b/CODEOWNERS
@@ -61,9 +61,11 @@
 /packages/datadog-plugin-openai/ @DataDog/ml-observability
 /packages/datadog-plugin-langchain/ @DataDog/ml-observability
 /packages/datadog-plugin-google-cloud-vertexai/ @DataDog/ml-observability
+/packages/datadog-plugin-ai/ @DataDog/ml-observability
 /packages/datadog-instrumentations/src/openai.js @DataDog/ml-observability
 /packages/datadog-instrumentations/src/langchain.js @DataDog/ml-observability
 /packages/datadog-instrumentations/src/google-cloud-vertexai.js @DataDog/ml-observability
+/packages/datadog-instrumentations/src/ai.js @DataDog/ml-observability
 /packages/datadog-plugin-aws-sdk/src/services/bedrockruntime @DataDog/ml-observability
 /packages/datadog-plugin-aws-sdk/test/bedrockruntime.spec.js @DataDog/ml-observability
 
diff --git a/README.md b/README.md
index 01ef83e4d11..939c0814cfe 100644
--- a/README.md
+++ b/README.md
@@ -22,11 +22,6 @@ Most of the documentation for `dd-trace` is available on these webpages:
 
 ## Version Release Lines and Maintenance
 
-> **Node.js v24 Notice**: We're currently adding compatibility for Node.js v24. To use the tracer with your application either continue to use Node.js v22 (LTS), or do both of the following as a workaround:
-> * Install v5.52.0 (or newer) of the tracer
-> * Set `--no-async-context-frame` either using a CLI argument or via `NODE_OPTIONS`
-> Once support for Node.js v24 is complete this flag will no longer be needed.
-
 | Release Line                                             | Latest Version                                                                                         | Node.js  | [SSI](https://docs.datadoghq.com/tracing/trace_collection/automatic_instrumentation/single-step-apm/?tab=linuxhostorvm) | [K8s Injection](https://docs.datadoghq.com/tracing/trace_collection/library_injection_local/?tab=kubernetes) |Status          |Initial Release | End of Life |
 | :---:                                                    | :---:                                                                                                  | :---:    | :---:  | :---:  | :---:           | :---:          | :---:       |
 | [`v1`](https://github.com/DataDog/dd-trace-js/tree/v1.x) | ![npm v1](https://img.shields.io/npm/v/dd-trace/legacy-v1?color=white&label=%20&style=flat-square)     | `>= v12` | NO | NO | **EOL** | 2021-07-13     | 2022-02-25  |
diff --git a/docker-compose.yml b/docker-compose.yml
index e6aad725cc7..37235701f52 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -3,6 +3,12 @@ services:
     image: aerospike:ce-6.4.0.3
     ports:
       - "127.0.0.1:3000-3002:3000-3002"
+  azurite:
+    image: mcr.microsoft.com/azure-storage/azurite:3.34.0
+    ports:
+        - "127.0.0.1:10000:10000"
+        - "127.0.0.1:10001:10001"
+        - "127.0.0.1:10002:10002"
   azureservicebusemulator:
     image: mcr.microsoft.com/azure-messaging/servicebus-emulator:1.1.2
     ports:
@@ -171,7 +177,7 @@ services:
       - LDAP_PASSWORDS=password1,password2
 
   testagent:
-    image: ghcr.io/datadog/dd-apm-test-agent/ddapm-test-agent:v1.27.4
+    image: ghcr.io/datadog/dd-apm-test-agent/ddapm-test-agent:v1.31.1
     ports:
       - "127.0.0.1:9126:9126"
     environment:
diff --git a/eslint.config.mjs b/eslint.config.mjs
index ae9862d6a0f..936b620ce35 100644
--- a/eslint.config.mjs
+++ b/eslint.config.mjs
@@ -543,7 +543,6 @@ export default [
         sinon: 'readonly',
         expect: 'readonly',
         proxyquire: 'readonly',
-        withVersions: 'readonly',
       }
     },
     plugins: {
diff --git a/integration-tests/helpers/index.js b/integration-tests/helpers/index.js
index 2aa8d29c7fd..a41de56ee92 100644
--- a/integration-tests/helpers/index.js
+++ b/integration-tests/helpers/index.js
@@ -113,7 +113,10 @@ function assertTelemetryPoints (pid, msgs, expectedTelemetryPoints) {
       runtime_name: 'nodejs',
       runtime_version: process.versions.node,
       tracer_version: require('../../package.json').version,
-      pid: Number(pid)
+      pid: Number(pid),
+      result: 'unknown',
+      result_reason: 'unknown',
+      result_class: 'unknown'
     }
   }
 }
diff --git a/integration-tests/playwright/playwright.spec.js b/integration-tests/playwright/playwright.spec.js
index eccc4e908b1..94126913fb7 100644
--- a/integration-tests/playwright/playwright.spec.js
+++ b/integration-tests/playwright/playwright.spec.js
@@ -77,8 +77,8 @@ versions.forEach((version) => {
     let sandbox, cwd, receiver, childProcess, webAppPort, webPortWithRedirect
 
     before(async function () {
-      // bump from 60 to 90 seconds because playwright is heavy
-      this.timeout(90000)
+      // Usually takes under 30 seconds but sometimes the server is really slow.
+      this.timeout(300_000)
       sandbox = await createSandbox([`@playwright/test@${version}`, 'typescript'], true)
       cwd = sandbox.folder
       const { NODE_OPTIONS, ...restOfEnv } = process.env
diff --git a/integration-tests/profiler/profiler.spec.js b/integration-tests/profiler/profiler.spec.js
index b413eac5bc7..81a0040795d 100644
--- a/integration-tests/profiler/profiler.spec.js
+++ b/integration-tests/profiler/profiler.spec.js
@@ -389,8 +389,8 @@ describe('profiler', () => {
         for (const label of sample.label) {
           switch (label.key) {
             case tsKey: ts = label.num; break
-            case spanKey: spanId = label.str; break
-            case rootSpanKey: rootSpanId = label.str; break
+            case spanKey: spanId = label.num; break
+            case rootSpanKey: rootSpanId = label.num; break
             case endpointKey: endpoint = label.str; break
             case threadNameKey: threadName = label.str; break
             case threadIdKey: threadId = label.str; break
diff --git a/package.json b/package.json
index 6eb14c8833e..b51ff3e9545 100644
--- a/package.json
+++ b/package.json
@@ -1,6 +1,6 @@
 {
   "name": "dd-trace",
-  "version": "5.62.0",
+  "version": "5.63.0",
   "description": "Datadog APM tracing client for JavaScript",
   "main": "index.js",
   "typings": "index.d.ts",
@@ -114,7 +114,7 @@
   ],
   "dependencies": {
     "@datadog/libdatadog": "0.7.0",
-    "@datadog/native-appsec": "10.0.1",
+    "@datadog/native-appsec": "10.1.0",
     "@datadog/native-iast-taint-tracking": "4.0.0",
     "@datadog/native-metrics": "3.1.1",
     "@datadog/pprof": "5.9.0",
diff --git a/packages/datadog-instrumentations/src/ai.js b/packages/datadog-instrumentations/src/ai.js
new file mode 100644
index 00000000000..3aec3d5fcdb
--- /dev/null
+++ b/packages/datadog-instrumentations/src/ai.js
@@ -0,0 +1,140 @@
+'use strict'
+
+const { addHook } = require('./helpers/instrument')
+const shimmer = require('../../datadog-shimmer')
+
+const { channel, tracingChannel } = require('dc-polyfill')
+const toolCreationChannel = channel('dd-trace:vercel-ai:tool')
+
+const TRACED_FUNCTIONS = {
+  generateText: wrapWithTracer,
+  streamText: wrapWithTracer,
+  generateObject: wrapWithTracer,
+  streamObject: wrapWithTracer,
+  embed: wrapWithTracer,
+  embedMany: wrapWithTracer,
+  tool: wrapTool
+}
+
+const vercelAiTracingChannel = tracingChannel('dd-trace:vercel-ai')
+const vercelAiSpanSetAttributesChannel = channel('dd-trace:vercel-ai:span:setAttributes')
+
+const noopTracer = {
+  startActiveSpan () {
+    const fn = arguments[arguments.length - 1]
+
+    const span = {
+      spanContext () { return { traceId: '', spanId: '', traceFlags: 0 } },
+      setAttribute () { return this },
+      setAttributes () { return this },
+      addEvent () { return this },
+      addLink () { return this },
+      addLinks () { return this },
+      setStatus () { return this },
+      updateName () { return this },
+      end () { return this },
+      isRecording () { return false },
+      recordException () { return this }
+    }
+
+    return fn(span)
+  }
+}
+
+function wrapTracer (tracer) {
+  if (Object.hasOwn(tracer, Symbol.for('_dd.wrapped'))) return
+
+  shimmer.wrap(tracer, 'startActiveSpan', function (startActiveSpan) {
+    return function () {
+      const name = arguments[0]
+      const options = arguments.length > 2 ? (arguments[1] ?? {}) : {} // startActiveSpan(name, fn)
+      const cb = arguments[arguments.length - 1]
+
+      const ctx = {
+        name,
+        attributes: options.attributes ?? {}
+      }
+
+      arguments[arguments.length - 1] = shimmer.wrapFunction(cb, function (originalCb) {
+        return function (span) {
+          shimmer.wrap(span, 'end', function (spanEnd) {
+            return function () {
+              vercelAiTracingChannel.asyncEnd.publish(ctx)
+              return spanEnd.apply(this, arguments)
+            }
+          })
+
+          shimmer.wrap(span, 'setAttributes', function (setAttributes) {
+            return function (attributes) {
+              vercelAiSpanSetAttributesChannel.publish({ ctx, attributes })
+              return setAttributes.apply(this, arguments)
+            }
+          })
+
+          shimmer.wrap(span, 'recordException', function (recordException) {
+            return function (exception) {
+              ctx.error = exception
+              vercelAiTracingChannel.error.publish(ctx)
+              return recordException.apply(this, arguments)
+            }
+          })
+
+          return originalCb.apply(this, arguments)
+        }
+      })
+
+      return vercelAiTracingChannel.start.runStores(ctx, () => {
+        const result = startActiveSpan.apply(this, arguments)
+        vercelAiTracingChannel.end.publish(ctx)
+        return result
+      })
+    }
+  })
+
+  Object.defineProperty(tracer, Symbol.for('_dd.wrapped'), { value: true })
+}
+
+function wrapWithTracer (fn) {
+  return function () {
+    const options = arguments[0]
+
+    options.experimental_telemetry ??= { isEnabled: true, tracer: noopTracer }
+    wrapTracer(options.experimental_telemetry.tracer)
+
+    return fn.apply(this, arguments)
+  }
+}
+
+function wrapTool (tool) {
+  return function () {
+    const args = arguments[0]
+    toolCreationChannel.publish(args)
+
+    return tool.apply(this, arguments)
+  }
+}
+
+// CJS exports
+addHook({
+  name: 'ai',
+  versions: ['>=4.0.0'],
+}, exports => {
+  for (const [fnName, patchingFn] of Object.entries(TRACED_FUNCTIONS)) {
+    exports = shimmer.wrap(exports, fnName, patchingFn, { replaceGetter: true })
+  }
+
+  return exports
+})
+
+// ESM exports
+addHook({
+  name: 'ai',
+  versions: ['>=4.0.0'],
+  file: 'dist/index.mjs'
+}, exports => {
+  for (const [fnName, patchingFn] of Object.entries(TRACED_FUNCTIONS)) {
+    exports = shimmer.wrap(exports, fnName, patchingFn, { replaceGetter: true })
+  }
+
+  return exports
+})
diff --git a/packages/datadog-instrumentations/src/couchbase.js b/packages/datadog-instrumentations/src/couchbase.js
index f4024883146..7a648b7ef71 100644
--- a/packages/datadog-instrumentations/src/couchbase.js
+++ b/packages/datadog-instrumentations/src/couchbase.js
@@ -3,8 +3,7 @@
 const { errorMonitor } = require('events')
 const {
   channel,
-  addHook,
-  AsyncResource
+  addHook
 } = require('./helpers/instrument')
 const shimmer = require('../../datadog-shimmer')
 
@@ -24,31 +23,50 @@ function wrapAllNames (names, action) {
   names.forEach(name => action(name))
 }
 
-// semver >=2 <3
-function wrapMaybeInvoke (_maybeInvoke) {
-  const wrapped = function (fn, args) {
-    if (!Array.isArray(args)) return _maybeInvoke.apply(this, arguments)
-
-    const callbackIndex = args.length - 1
-    const callback = args[callbackIndex]
+function wrapCallback (callback, ctx, channelPrefix) {
+  const callbackStartCh = channel(`${channelPrefix}:callback:start`)
+  const callbackFinishCh = channel(`${channelPrefix}:callback:finish`)
 
-    if (typeof callback === 'function') {
-      args[callbackIndex] = AsyncResource.bind(callback)
+  const wrapped = callbackStartCh.runStores(ctx, () => {
+    return function (...args) {
+      return callbackFinishCh.runStores(ctx, () => {
+        return callback.apply(this, args)
+      })
     }
-
-    return _maybeInvoke.apply(this, arguments)
-  }
+  })
+  Object.defineProperty(wrapped, '_dd_wrapped', { value: true })
   return wrapped
 }
 
 function wrapQuery (query) {
-  const wrapped = function (q, params, callback) {
-    if (typeof arguments[arguments.length - 1] === 'function') {
-      arguments[arguments.length - 1] = AsyncResource.bind(arguments[arguments.length - 1])
+  return function (q, params, callback) {
+    const cb = arguments[arguments.length - 1]
+    if (typeof cb === 'function') {
+      const ctx = {}
+      arguments[arguments.length - 1] = wrapCallback(cb, ctx, 'apm:couchbase:query')
     }
 
     return query.apply(this, arguments)
   }
+}
+
+function wrapCallbackFinish (callback, thisArg, _args, errorCh, finishCh, ctx, channelPrefix) {
+  const callbackStartCh = channel(`${channelPrefix}:callback:start`)
+  const callbackFinishCh = channel(`${channelPrefix}:callback:finish`)
+
+  const wrapped = callbackStartCh.runStores(ctx, () => {
+    return function finish (error, result) {
+      return callbackFinishCh.runStores(ctx, () => {
+        if (error) {
+          ctx.error = error
+          errorCh.publish(ctx)
+        }
+        finishCh.publish(ctx)
+        return callback.apply(thisArg, [error, result])
+      })
+    }
+  })
+  Object.defineProperty(wrapped, '_dd_wrapped', { value: true })
   return wrapped
 }
 
@@ -62,31 +80,24 @@ function wrap (prefix, fn) {
       return fn.apply(this, arguments)
     }
 
-    const callbackIndex = findCallbackIndex(arguments)
+    const callbackIndex = findCallbackIndex(arguments, 1)
 
     if (callbackIndex < 0) return fn.apply(this, arguments)
 
-    const callbackResource = new AsyncResource('bound-anonymous-fn')
-    const asyncResource = new AsyncResource('bound-anonymous-fn')
-
-    return asyncResource.runInAsyncScope(() => {
-      const cb = callbackResource.bind(arguments[callbackIndex])
+    const ctx = { bucket: { name: this.name || this._name }, seedNodes: this._dd_hosts }
+    return startCh.runStores(ctx, () => {
+      const cb = arguments[callbackIndex]
 
-      startCh.publish({ bucket: { name: this.name || this._name }, seedNodes: this._dd_hosts })
-
-      arguments[callbackIndex] = shimmer.wrapFunction(cb, cb => asyncResource.bind(function (error, result) {
-        if (error) {
-          errorCh.publish(error)
-        }
-        finishCh.publish(result)
-        return cb.apply(this, arguments)
-      }))
+      arguments[callbackIndex] = shimmer.wrapFunction(cb, (cb) => {
+        return wrapCallbackFinish(cb, this, arguments, errorCh, finishCh, ctx, prefix)
+      })
 
       try {
         return fn.apply(this, arguments)
       } catch (error) {
+        ctx.error = error
         error.stack // trigger getting the stack at the original throwing point
-        errorCh.publish(error)
+        errorCh.publish(ctx)
 
         throw error
       }
@@ -95,6 +106,26 @@ function wrap (prefix, fn) {
   return wrapped
 }
 
+// semver >=2 <3
+function wrapMaybeInvoke (_maybeInvoke, channelPrefix) {
+  return function (fn, args) {
+    if (!Array.isArray(args)) return _maybeInvoke.apply(this, arguments)
+
+    const callbackIndex = findCallbackIndex(args, 0)
+
+    if (callbackIndex === -1) return _maybeInvoke.apply(this, arguments)
+
+    const callback = args[callbackIndex]
+
+    if (typeof callback === 'function' && !callback._dd_wrapped) {
+      const ctx = {}
+      args[callbackIndex] = wrapCallback(callback, ctx, channelPrefix)
+    }
+
+    return _maybeInvoke.apply(this, arguments)
+  }
+}
+
 // semver >=3
 
 function wrapCBandPromise (fn, name, startData, thisArg, args) {
@@ -104,36 +135,36 @@ function wrapCBandPromise (fn, name, startData, thisArg, args) {
 
   if (!startCh.hasSubscribers) return fn.apply(thisArg, args)
 
-  const asyncResource = new AsyncResource('bound-anonymous-fn')
-  const callbackResource = new AsyncResource('bound-anonymous-fn')
-
-  return asyncResource.runInAsyncScope(() => {
-    startCh.publish(startData)
-
+  const ctx = startData
+  return startCh.runStores(ctx, () => {
     try {
       const cbIndex = findCallbackIndex(args, 1)
       if (cbIndex >= 0) {
         // v3 offers callback or promises event handling
         // NOTE: this does not work with v3.2.0-3.2.1 cluster.query, as there is a bug in the couchbase source code
-        const cb = callbackResource.bind(args[cbIndex])
-        args[cbIndex] = shimmer.wrapFunction(cb, cb => asyncResource.bind(function (error, result) {
-          if (error) {
-            errorCh.publish(error)
-          }
-          finishCh.publish({ result })
-          return cb.apply(thisArg, arguments)
-        }))
+        args[cbIndex] = shimmer.wrapFunction(args[cbIndex], (cb) => {
+          return wrapCallbackFinish(cb, thisArg, args, errorCh, finishCh, ctx, `apm:couchbase:${name}`)
+        })
       }
       const res = fn.apply(thisArg, args)
 
       // semver >=3 will always return promise by default
       res.then(
-        asyncResource.bind((result) => finishCh.publish({ result })),
-        asyncResource.bind((err) => errorCh.publish(err)))
+        (result) => {
+          ctx.result = result
+          finishCh.publish(ctx)
+        },
+        (err) => {
+          ctx.error = err
+          errorCh.publish(ctx)
+          finishCh.publish(ctx)
+        }
+      )
       return res
     } catch (e) {
       e.stack
-      errorCh.publish(e)
+      ctx.error = e
+      errorCh.publish(ctx)
       throw e
     }
   })
@@ -160,11 +191,14 @@ function wrapV3Query (query) {
 
 // semver >=2 <3
 addHook({ name: 'couchbase', file: 'lib/bucket.js', versions: ['^2.6.12'] }, Bucket => {
+  shimmer.wrap(Bucket.prototype, '_maybeInvoke', maybeInvoke => {
+    return wrapMaybeInvoke(maybeInvoke, 'apm:couchbase:bucket:maybeInvoke')
+  })
+
   const startCh = channel('apm:couchbase:query:start')
   const finishCh = channel('apm:couchbase:query:finish')
   const errorCh = channel('apm:couchbase:query:error')
 
-  shimmer.wrap(Bucket.prototype, '_maybeInvoke', maybeInvoke => wrapMaybeInvoke(maybeInvoke))
   shimmer.wrap(Bucket.prototype, 'query', query => wrapQuery(query))
 
   shimmer.wrap(Bucket.prototype, '_n1qlReq', _n1qlReq => function (host, q, adhoc, emitter) {
@@ -176,24 +210,25 @@ addHook({ name: 'couchbase', file: 'lib/bucket.js', versions: ['^2.6.12'] }, Buc
 
     const n1qlQuery = getQueryResource(q)
 
-    const asyncResource = new AsyncResource('bound-anonymous-fn')
-    return asyncResource.runInAsyncScope(() => {
-      startCh.publish({ resource: n1qlQuery, bucket: { name: this.name || this._name }, seedNodes: this._dd_hosts })
-
-      emitter.once('rows', asyncResource.bind(() => {
-        finishCh.publish()
-      }))
+    const ctx = { resource: n1qlQuery, bucket: { name: this.name || this._name }, seedNodes: this._dd_hosts }
+    return startCh.runStores(ctx, () => {
+      emitter.once('rows', () => {
+        finishCh.publish(ctx)
+      })
 
-      emitter.once(errorMonitor, asyncResource.bind((error) => {
-        errorCh.publish(error)
-        finishCh.publish()
-      }))
+      emitter.once(errorMonitor, (error) => {
+        if (!error) return
+        ctx.error = error
+        errorCh.publish(ctx)
+        finishCh.publish(ctx)
+      })
 
       try {
         return _n1qlReq.apply(this, arguments)
       } catch (err) {
         err.stack // trigger getting the stack at the original throwing point
-        errorCh.publish(err)
+        ctx.error = err
+        errorCh.publish(ctx)
 
         throw err
       }
@@ -208,9 +243,11 @@ addHook({ name: 'couchbase', file: 'lib/bucket.js', versions: ['^2.6.12'] }, Buc
 })
 
 addHook({ name: 'couchbase', file: 'lib/cluster.js', versions: ['^2.6.12'] }, Cluster => {
-  shimmer.wrap(Cluster.prototype, '_maybeInvoke', maybeInvoke => wrapMaybeInvoke(maybeInvoke))
-  shimmer.wrap(Cluster.prototype, 'query', query => wrapQuery(query))
+  shimmer.wrap(Cluster.prototype, '_maybeInvoke', maybeInvoke => {
+    return wrapMaybeInvoke(maybeInvoke, 'apm:couchbase:cluster:maybeInvoke')
+  })
 
+  shimmer.wrap(Cluster.prototype, 'query', query => wrapQuery(query))
   shimmer.wrap(Cluster.prototype, 'openBucket', openBucket => {
     return function () {
       const bucket = openBucket.apply(this, arguments)
diff --git a/packages/datadog-instrumentations/src/helpers/hooks.js b/packages/datadog-instrumentations/src/helpers/hooks.js
index eadf031a13b..80561a3e240 100644
--- a/packages/datadog-instrumentations/src/helpers/hooks.js
+++ b/packages/datadog-instrumentations/src/helpers/hooks.js
@@ -30,6 +30,7 @@ module.exports = {
   '@smithy/smithy-client': () => require('../aws-sdk'),
   '@vitest/runner': { esmFirst: true, fn: () => require('../vitest') },
   aerospike: () => require('../aerospike'),
+  ai: () => require('../ai'),
   amqp10: () => require('../amqp10'),
   amqplib: () => require('../amqplib'),
   avsc: () => require('../avsc'),
diff --git a/packages/datadog-instrumentations/src/helpers/register.js b/packages/datadog-instrumentations/src/helpers/register.js
index 23fa29cfaa3..5fbefd38649 100644
--- a/packages/datadog-instrumentations/src/helpers/register.js
+++ b/packages/datadog-instrumentations/src/helpers/register.js
@@ -9,7 +9,6 @@ const log = require('../../../dd-trace/src/log')
 const checkRequireCache = require('./check-require-cache')
 const telemetry = require('../../../dd-trace/src/guardrails/telemetry')
 const { isInServerlessEnvironment } = require('../../../dd-trace/src/serverless')
-const { isFalse, isTrue, normalizePluginEnvName } = require('../../../dd-trace/src/util')
 const { getEnvironmentVariables } = require('../../../dd-trace/src/config-helper')
 
 const envs = getEnvironmentVariables()
@@ -25,22 +24,8 @@ const names = Object.keys(hooks)
 const pathSepExpr = new RegExp(`\\${path.sep}`, 'g')
 
 const disabledInstrumentations = new Set(
-  DD_TRACE_DISABLED_INSTRUMENTATIONS?.split(',').map(name => normalizePluginEnvName(name, true)) ?? []
+  DD_TRACE_DISABLED_INSTRUMENTATIONS?.split(',')
 )
-const reenabledInstrumentations = new Set()
-
-// Check for DD_TRACE_<INTEGRATION>_ENABLED environment variables
-for (const [key, value] of Object.entries(envs)) {
-  const match = key.match(/^DD_TRACE_(.+)_ENABLED$/)
-  if (match && value) {
-    const integration = normalizePluginEnvName(match[1], true)
-    if (isFalse(value)) {
-      disabledInstrumentations.add(integration)
-    } else if (isTrue(value)) {
-      reenabledInstrumentations.add(integration)
-    }
-  }
-}
 
 const loadChannel = channel('dd-trace:instrumentation:load')
 
@@ -65,8 +50,7 @@ const allInstrumentations = {}
 
 // TODO: make this more efficient
 for (const packageName of names) {
-  const normalizedPackageName = normalizePluginEnvName(packageName, true)
-  if (disabledInstrumentations.has(normalizedPackageName)) continue
+  if (disabledInstrumentations.has(packageName)) continue
 
   const hookOptions = {}
 
@@ -75,10 +59,6 @@ for (const packageName of names) {
   if (hook !== null && typeof hook === 'object') {
     if (hook.serverless === false && isInServerlessEnvironment()) continue
 
-    // some integrations are disabled by default, but can be enabled by setting
-    // the DD_TRACE_<INTEGRATION>_ENABLED environment variable to true
-    if (hook.disabled && !reenabledInstrumentations.has(normalizedPackageName)) continue
-
     hookOptions.internals = hook.esmFirst
     hook = hook.fn
   }
diff --git a/packages/datadog-instrumentations/src/hono.js b/packages/datadog-instrumentations/src/hono.js
index 894851a060f..7f1a8d40f04 100644
--- a/packages/datadog-instrumentations/src/hono.js
+++ b/packages/datadog-instrumentations/src/hono.js
@@ -17,8 +17,14 @@ function wrapFetch (fetch) {
   }
 }
 
+function onErrorFn (error, _context_) {
+  throw error
+}
+
 function wrapCompose (compose) {
-  return function (middleware, onError, onNotFound) {
+  return function (middlewares, onError, onNotFound) {
+    onError ??= onErrorFn
+
     const instrumentedOnError = (...args) => {
       const [error, context] = args
       const req = context.env.incoming
@@ -26,23 +32,20 @@ function wrapCompose (compose) {
       return onError(...args)
     }
 
-    const instrumentedMiddlewares = middleware.map(h => {
+    const instrumentedMiddlewares = middlewares.map(h => {
       const [[fn, meta], params] = h
 
-      // TODO: handle middleware instrumentation
       const instrumentedFn = (...args) => {
         const context = args[0]
-        const req = context.env.incoming
-        const route = meta.path
         routeChannel.publish({
-          req,
-          route
+          req: context.env.incoming,
+          route: meta?.path
         })
         return fn(...args)
       }
       return [[instrumentedFn, meta], params]
     })
-    return compose.apply(this, [instrumentedMiddlewares, instrumentedOnError, onNotFound])
+    return compose.call(this, instrumentedMiddlewares, instrumentedOnError, onNotFound)
   }
 }
 
diff --git a/packages/datadog-instrumentations/src/knex.js b/packages/datadog-instrumentations/src/knex.js
index ac2848656bc..7f6c2f3c896 100644
--- a/packages/datadog-instrumentations/src/knex.js
+++ b/packages/datadog-instrumentations/src/knex.js
@@ -1,10 +1,11 @@
 'use strict'
 
-const { addHook, channel, AsyncResource } = require('./helpers/instrument')
+const { addHook, channel } = require('./helpers/instrument')
 const { wrapThen } = require('./helpers/promise')
 const shimmer = require('../../datadog-shimmer')
 
 const startRawQueryCh = channel('datadog:knex:raw:start')
+const rawQuerySubscribes = channel('datadog:knex:raw:subscribes')
 const finishRawQueryCh = channel('datadog:knex:raw:finish')
 
 patch('lib/query/builder.js')
@@ -22,8 +23,8 @@ function patch (file) {
   })
 }
 
-function finish () {
-  finishRawQueryCh.publish()
+function finish (context, cb) {
+  finishRawQueryCh.runStores(context, cb)
 }
 
 addHook({
@@ -43,21 +44,18 @@ addHook({
       return raw.apply(this, arguments)
     }
 
-    const asyncResource = new AsyncResource('bound-anonymous-fn')
-
-    return asyncResource.runInAsyncScope(() => {
-      startRawQueryCh.publish({ sql, dialect: this.dialect })
-
+    const context = { sql, dialect: this.dialect }
+    return startRawQueryCh.runStores(context, () => {
       const rawResult = raw.apply(this, arguments)
       shimmer.wrap(rawResult, 'then', originalThen => function () {
-        return asyncResource.runInAsyncScope(() => {
-          arguments[0] = wrapCallbackWithFinish(arguments[0], finish)
-          if (arguments[1]) arguments[1] = wrapCallbackWithFinish(arguments[1], finish)
+        return rawQuerySubscribes.runStores(context, () => {
+          arguments[0] = wrapCallbackWithFinish(arguments[0], finish, context)
+          if (arguments[1]) arguments[1] = wrapCallbackWithFinish(arguments[1], finish, context)
 
           const originalThenResult = originalThen.apply(this, arguments)
 
           shimmer.wrap(originalThenResult, 'catch', originalCatch => function () {
-            arguments[0] = wrapCallbackWithFinish(arguments[0], finish)
+            arguments[0] = wrapCallbackWithFinish(arguments[0], finish, context)
             return originalCatch.apply(this, arguments)
           })
 
@@ -66,8 +64,8 @@ addHook({
       })
 
       shimmer.wrap(rawResult, 'asCallback', originalAsCallback => function () {
-        return asyncResource.runInAsyncScope(() => {
-          arguments[0] = wrapCallbackWithFinish(arguments[0], finish)
+        return rawQuerySubscribes.runStores(context, () => {
+          arguments[0] = wrapCallbackWithFinish(arguments[0], finish, context)
           return originalAsCallback.apply(this, arguments)
         })
       })
@@ -75,14 +73,14 @@ addHook({
       return rawResult
     })
   })
+
   return Knex
 })
 
-function wrapCallbackWithFinish (callback, finish) {
+function wrapCallbackWithFinish (callback, finish, context) {
   if (typeof callback !== 'function') return callback
 
   return shimmer.wrapFunction(callback, callback => function () {
-    finish()
-    callback.apply(this, arguments)
+    finish(context, () => callback.apply(this, arguments))
   })
 }
diff --git a/packages/datadog-instrumentations/src/mongodb-core.js b/packages/datadog-instrumentations/src/mongodb-core.js
index 4a27e919a3a..b6f187ae542 100644
--- a/packages/datadog-instrumentations/src/mongodb-core.js
+++ b/packages/datadog-instrumentations/src/mongodb-core.js
@@ -199,17 +199,15 @@ function instrumentPromise (operation, command, instance, args, server, ns, ops,
   return startCh.runStores(ctx, () => {
     const promise = command.apply(instance, args)
 
-    return promise.then(function (res) {
+    promise.then(function (res) {
       ctx.result = res
-      return finishCh.runStores(ctx, () => {
-        return res
-      })
+      finishCh.publish(ctx)
     }, function (err) {
       ctx.error = err
       errorCh.publish(ctx)
       finishCh.publish(ctx)
-
-      throw err
     })
+
+    return promise
   })
 }
diff --git a/packages/datadog-instrumentations/src/next.js b/packages/datadog-instrumentations/src/next.js
index 7bbdef0a4a7..fe35fc18420 100644
--- a/packages/datadog-instrumentations/src/next.js
+++ b/packages/datadog-instrumentations/src/next.js
@@ -162,14 +162,16 @@ function instrument (req, res, handler, error) {
 
       // promise should only reject when propagateError is true:
       // https://github.com/vercel/next.js/blob/cee656238a/packages/next/server/api-utils/node.ts#L547
-      return promise.then(
+      promise.then(
         result => finish(ctx, result),
         err => finish(ctx, null, err)
       )
+      return promise
     } catch (e) {
       // this will probably never happen as the handler caller is an async function:
       // https://github.com/vercel/next.js/blob/cee656238a/packages/next/server/api-utils/node.ts#L420
-      return finish(ctx, null, e)
+      finish(ctx, null, e)
+      throw e
     }
   })
 }
@@ -198,12 +200,6 @@ function finish (ctx, result, err) {
   }
 
   finishChannel.publish(ctx)
-
-  if (err) {
-    throw err
-  }
-
-  return result
 }
 
 // also wrapped in dist/server/future/route-handlers/app-route-route-handler.js
diff --git a/packages/datadog-instrumentations/src/pg.js b/packages/datadog-instrumentations/src/pg.js
index c2cc51f1512..3bfacbbaf54 100644
--- a/packages/datadog-instrumentations/src/pg.js
+++ b/packages/datadog-instrumentations/src/pg.js
@@ -2,8 +2,7 @@
 
 const {
   channel,
-  addHook,
-  AsyncResource
+  addHook
 } = require('./helpers/instrument')
 const shimmer = require('../../datadog-shimmer')
 
@@ -33,8 +32,6 @@ function wrapQuery (query) {
       return query.apply(this, arguments)
     }
 
-    const callbackResource = new AsyncResource('bound-anonymous-fn')
-    const asyncResource = new AsyncResource('bound-anonymous-fn')
     const processId = this.processID
 
     const pgQuery = arguments[0] !== null && typeof arguments[0] === 'object'
@@ -46,8 +43,9 @@ function wrapQuery (query) {
     const stream = typeof textPropObj.read === 'function'
 
     // Only alter `text` property if safe to do so. Initially, it's a property, not a getter.
+    let originalText
     if (!textProp || textProp.configurable) {
-      const originalText = textPropObj.text
+      originalText = textPropObj.text
 
       Object.defineProperty(textPropObj, 'text', {
         get () {
@@ -55,25 +53,24 @@ function wrapQuery (query) {
         }
       })
     }
-
-    return asyncResource.runInAsyncScope(() => {
-      const abortController = new AbortController()
-
-      startCh.publish({
-        params: this.connectionParameters,
-        query: textPropObj,
-        processId,
-        abortController,
-        stream
-      })
-
-      const finish = asyncResource.bind(function (error, res) {
-        if (error) {
-          errorCh.publish(error)
-        }
-        finishCh.publish({ result: res?.rows })
-      })
-
+    const abortController = new AbortController()
+    const ctx = {
+      params: this.connectionParameters,
+      query: textPropObj,
+      originalText,
+      processId,
+      abortController,
+      stream
+    }
+    const finish = (error, res) => {
+      if (error) {
+        ctx.error = error
+        errorCh.publish(ctx)
+      }
+      ctx.result = res?.rows
+      return finishCh.publish(ctx)
+    }
+    return startCh.runStores(ctx, () => {
       if (abortController.signal.aborted) {
         const error = abortController.signal.reason || new Error('Aborted')
 
@@ -121,10 +118,10 @@ function wrapQuery (query) {
       }
 
       if (newQuery.callback) {
-        const originalCallback = callbackResource.bind(newQuery.callback)
-        newQuery.callback = function (err, res) {
-          finish(err, res)
-          return originalCallback.apply(this, arguments)
+        const originalCallback = newQuery.callback
+        newQuery.callback = function (err, ...args) {
+          finish(err, ...args)
+          return finishCh.runStores(ctx, originalCallback, this, err, ...args)
         }
       } else if (newQuery.once) {
         newQuery
@@ -139,40 +136,33 @@ function wrapQuery (query) {
 
       try {
         return retval
-      } catch (err) {
-        errorCh.publish(err)
+      } catch (error) {
+        ctx.error = error
+        errorCh.publish(ctx)
       }
     })
   }
 }
-
+const finish = (ctx) => {
+  finishPoolQueryCh.publish(ctx)
+}
 function wrapPoolQuery (query) {
   return function () {
     if (!startPoolQueryCh.hasSubscribers) {
       return query.apply(this, arguments)
     }
 
-    const asyncResource = new AsyncResource('bound-anonymous-fn')
-
     const pgQuery = arguments[0] !== null && typeof arguments[0] === 'object' ? arguments[0] : { text: arguments[0] }
+    const abortController = new AbortController()
 
-    return asyncResource.runInAsyncScope(() => {
-      const abortController = new AbortController()
-
-      startPoolQueryCh.publish({
-        query: pgQuery,
-        abortController
-      })
-
-      const finish = asyncResource.bind(function () {
-        finishPoolQueryCh.publish()
-      })
+    const ctx = { query: pgQuery, abortController }
 
+    return startPoolQueryCh.runStores(ctx, () => {
       const cb = arguments[arguments.length - 1]
 
       if (abortController.signal.aborted) {
         const error = abortController.signal.reason || new Error('Aborted')
-        finish()
+        finish(ctx)
 
         if (typeof cb === 'function') {
           cb(error)
@@ -184,7 +174,7 @@ function wrapPoolQuery (query) {
 
       if (typeof cb === 'function') {
         arguments[arguments.length - 1] = shimmer.wrapFunction(cb, cb => function () {
-          finish()
+          finish(ctx)
           return cb.apply(this, arguments)
         })
       }
@@ -193,9 +183,9 @@ function wrapPoolQuery (query) {
 
       if (retval?.then) {
         retval.then(() => {
-          finish()
+          finish(ctx)
         }).catch(() => {
-          finish()
+          finish(ctx)
         })
       }
 
diff --git a/packages/datadog-instrumentations/test/body-parser.spec.js b/packages/datadog-instrumentations/test/body-parser.spec.js
index 5e057f7ea8c..d5221b5563e 100644
--- a/packages/datadog-instrumentations/test/body-parser.spec.js
+++ b/packages/datadog-instrumentations/test/body-parser.spec.js
@@ -4,6 +4,7 @@ const dc = require('dc-polyfill')
 const axios = require('axios')
 const agent = require('../../dd-trace/test/plugins/agent')
 const { storage } = require('../../datadog-core')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 withVersions('body-parser', 'body-parser', version => {
   describe('body parser instrumentation', () => {
diff --git a/packages/datadog-instrumentations/test/cookie-parser.spec.js b/packages/datadog-instrumentations/test/cookie-parser.spec.js
index 799d434dd05..6ef0dd5907e 100644
--- a/packages/datadog-instrumentations/test/cookie-parser.spec.js
+++ b/packages/datadog-instrumentations/test/cookie-parser.spec.js
@@ -4,6 +4,7 @@ const { assert } = require('chai')
 const dc = require('dc-polyfill')
 const axios = require('axios')
 const agent = require('../../dd-trace/test/plugins/agent')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 withVersions('cookie-parser', 'cookie-parser', version => {
   describe('cookie parser instrumentation', () => {
diff --git a/packages/datadog-instrumentations/test/express-mongo-sanitize.spec.js b/packages/datadog-instrumentations/test/express-mongo-sanitize.spec.js
index 3fcf981e528..2f5fcff761a 100644
--- a/packages/datadog-instrumentations/test/express-mongo-sanitize.spec.js
+++ b/packages/datadog-instrumentations/test/express-mongo-sanitize.spec.js
@@ -3,6 +3,8 @@
 const agent = require('../../dd-trace/test/plugins/agent')
 const { channel } = require('dc-polyfill')
 const axios = require('axios')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
+
 describe('express-mongo-sanitize', () => {
   withVersions('express-mongo-sanitize', 'express-mongo-sanitize', version => {
     describe('middleware', () => {
diff --git a/packages/datadog-instrumentations/test/express-session.spec.js b/packages/datadog-instrumentations/test/express-session.spec.js
index 8c76075ef58..1c51eb0f74f 100644
--- a/packages/datadog-instrumentations/test/express-session.spec.js
+++ b/packages/datadog-instrumentations/test/express-session.spec.js
@@ -4,6 +4,7 @@ const { assert } = require('chai')
 const dc = require('dc-polyfill')
 const axios = require('axios')
 const agent = require('../../dd-trace/test/plugins/agent')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 withVersions('express-session', 'express-session', version => {
   describe('express-session instrumentation', () => {
diff --git a/packages/datadog-instrumentations/test/express.spec.js b/packages/datadog-instrumentations/test/express.spec.js
index 534bfd041e8..c2d178fa0bf 100644
--- a/packages/datadog-instrumentations/test/express.spec.js
+++ b/packages/datadog-instrumentations/test/express.spec.js
@@ -3,6 +3,7 @@
 const agent = require('../../dd-trace/test/plugins/agent')
 const axios = require('axios')
 const dc = require('dc-polyfill')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 withVersions('express', 'express', version => {
   describe('express query instrumentation', () => {
diff --git a/packages/datadog-instrumentations/test/generic-pool.spec.js b/packages/datadog-instrumentations/test/generic-pool.spec.js
index d479f99d14b..453d787a0dd 100644
--- a/packages/datadog-instrumentations/test/generic-pool.spec.js
+++ b/packages/datadog-instrumentations/test/generic-pool.spec.js
@@ -2,6 +2,7 @@
 
 require('..')
 const { storage } = require('../../datadog-core')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 describe('Instrumentation', () => {
   let genericPool
diff --git a/packages/datadog-instrumentations/test/helpers/promise.js b/packages/datadog-instrumentations/test/helpers/promise.js
index 043b7805f02..fba8afe5ed7 100644
--- a/packages/datadog-instrumentations/test/helpers/promise.js
+++ b/packages/datadog-instrumentations/test/helpers/promise.js
@@ -4,6 +4,7 @@ const { expect } = require('chai')
 const semver = require('semver')
 const { storage } = require('../../../datadog-core')
 const agent = require('../../../dd-trace/test/plugins/agent')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 
 module.exports = (name, factory, versionRange) => {
   describe('Instrumentation', () => {
diff --git a/packages/datadog-instrumentations/test/helpers/register.spec.js b/packages/datadog-instrumentations/test/helpers/register.spec.js
index d62ee78385a..8bd4d4aa09f 100644
--- a/packages/datadog-instrumentations/test/helpers/register.spec.js
+++ b/packages/datadog-instrumentations/test/helpers/register.spec.js
@@ -20,7 +20,6 @@ describe('register', () => {
 
     hooksMock = {
       '@confluentinc/kafka-javascript': {
-        disabled: true,
         fn: sinon.stub().returns('hooked')
       },
       'mongodb-core': {
@@ -72,54 +71,6 @@ describe('register', () => {
     }
   }
 
-  it('should skip hooks that are disabled by default and process enabled hooks', () => {
-    loadRegisterWithEnv()
-
-    expect(HookMock.callCount).to.equal(1)
-    expect(HookMock.args[0]).to.deep.include(['mongodb-core'], { internals: undefined })
-
-    runHookCallbacks(HookMock)
-
-    expect(hooksMock['@confluentinc/kafka-javascript'].fn).to.not.have.been.called
-    expect(hooksMock['mongodb-core'].fn).to.have.been.called
-  })
-
-  it('should enable disabled hooks when DD_TRACE_[pkg]_ENABLED is true', () => {
-    loadRegisterWithEnv({ DD_TRACE_CONFLUENTINC_KAFKA_JAVASCRIPT_ENABLED: 'true' })
-
-    expect(HookMock.callCount).to.equal(2)
-    expect(HookMock.args[0]).to.deep.include(['@confluentinc/kafka-javascript'], { internals: undefined })
-    expect(HookMock.args[1]).to.deep.include(['mongodb-core'], { internals: undefined })
-
-    runHookCallbacks(HookMock)
-
-    expect(hooksMock['@confluentinc/kafka-javascript'].fn).to.have.been.called
-    expect(hooksMock['mongodb-core'].fn).to.have.been.called
-  })
-
-  it('should not enable disabled hooks when DD_TRACE_[pkg]_ENABLED is false', () => {
-    loadRegisterWithEnv({ DD_TRACE_CONFLUENTINC_KAFKA_JAVASCRIPT_ENABLED: 'false' })
-
-    expect(HookMock.callCount).to.equal(1)
-    expect(HookMock.args[0]).to.deep.include(['mongodb-core'], { internals: undefined })
-
-    runHookCallbacks(HookMock)
-
-    expect(hooksMock['@confluentinc/kafka-javascript'].fn).to.not.have.been.called
-    expect(hooksMock['mongodb-core'].fn).to.have.been.called
-  })
-
-  it('should disable hooks that are disabled by DD_TRACE_[pkg]_ENABLED=false', () => {
-    loadRegisterWithEnv({ DD_TRACE_MONGODB_CORE_ENABLED: 'false' })
-
-    expect(HookMock.callCount).to.equal(0)
-
-    runHookCallbacks(HookMock)
-
-    expect(hooksMock['@confluentinc/kafka-javascript'].fn).to.not.have.been.called
-    expect(hooksMock['mongodb-core'].fn).to.not.have.been.called
-  })
-
   it('should disable hooks that are disabled by DD_TRACE_DISABLED_INSTRUMENTATIONS', () => {
     loadRegisterWithEnv({ DD_TRACE_DISABLED_INSTRUMENTATIONS: 'mongodb-core,@confluentinc/kafka-javascript' })
 
diff --git a/packages/datadog-instrumentations/test/knex.spec.js b/packages/datadog-instrumentations/test/knex.spec.js
index 329536fb9b7..165c2004f0b 100644
--- a/packages/datadog-instrumentations/test/knex.spec.js
+++ b/packages/datadog-instrumentations/test/knex.spec.js
@@ -2,6 +2,7 @@
 
 require('../src/knex')
 const { storage } = require('../../datadog-core')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 describe('Instrumentation', () => {
   let knex
diff --git a/packages/datadog-instrumentations/test/mongoose.spec.js b/packages/datadog-instrumentations/test/mongoose.spec.js
index 4982ebb8c30..6906c7836a2 100644
--- a/packages/datadog-instrumentations/test/mongoose.spec.js
+++ b/packages/datadog-instrumentations/test/mongoose.spec.js
@@ -2,6 +2,7 @@
 
 const agent = require('../../dd-trace/test/plugins/agent')
 const { channel } = require('../src/helpers/instrument')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 const semver = require('semver')
 
 const startCh = channel('datadog:mongoose:model:filter:start')
diff --git a/packages/datadog-instrumentations/test/multer.spec.js b/packages/datadog-instrumentations/test/multer.spec.js
index 8bd01b5af49..63e7abd4152 100644
--- a/packages/datadog-instrumentations/test/multer.spec.js
+++ b/packages/datadog-instrumentations/test/multer.spec.js
@@ -4,6 +4,7 @@ const dc = require('dc-polyfill')
 const axios = require('axios')
 const agent = require('../../dd-trace/test/plugins/agent')
 const { storage } = require('../../datadog-core')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 withVersions('multer', 'multer', version => {
   describe('multer parser instrumentation', () => {
diff --git a/packages/datadog-instrumentations/test/mysql2.spec.js b/packages/datadog-instrumentations/test/mysql2.spec.js
index 428eeebeca6..f7dfb392b11 100644
--- a/packages/datadog-instrumentations/test/mysql2.spec.js
+++ b/packages/datadog-instrumentations/test/mysql2.spec.js
@@ -2,6 +2,7 @@
 
 const { channel } = require('../src/helpers/instrument')
 const agent = require('../../dd-trace/test/plugins/agent')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 const semver = require('semver')
 const { once } = require('events')
diff --git a/packages/datadog-instrumentations/test/passport-http.spec.js b/packages/datadog-instrumentations/test/passport-http.spec.js
index 4d647c09fce..90d338fd876 100644
--- a/packages/datadog-instrumentations/test/passport-http.spec.js
+++ b/packages/datadog-instrumentations/test/passport-http.spec.js
@@ -4,6 +4,7 @@ const agent = require('../../dd-trace/test/plugins/agent')
 const axios = require('axios').create({ validateStatus: null })
 const dc = require('dc-polyfill')
 const { storage } = require('../../datadog-core')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 withVersions('passport-http', 'passport-http', version => {
   describe('passport-http instrumentation', () => {
diff --git a/packages/datadog-instrumentations/test/passport-local.spec.js b/packages/datadog-instrumentations/test/passport-local.spec.js
index 7b5795fef0f..18bdc7dba17 100644
--- a/packages/datadog-instrumentations/test/passport-local.spec.js
+++ b/packages/datadog-instrumentations/test/passport-local.spec.js
@@ -4,6 +4,7 @@ const agent = require('../../dd-trace/test/plugins/agent')
 const axios = require('axios').create({ validateStatus: null })
 const dc = require('dc-polyfill')
 const { storage } = require('../../datadog-core')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 withVersions('passport-local', 'passport-local', version => {
   describe('passport-local instrumentation', () => {
diff --git a/packages/datadog-instrumentations/test/passport.spec.js b/packages/datadog-instrumentations/test/passport.spec.js
index 5d39a75f01b..58bea18aafa 100644
--- a/packages/datadog-instrumentations/test/passport.spec.js
+++ b/packages/datadog-instrumentations/test/passport.spec.js
@@ -5,6 +5,7 @@ const agent = require('../../dd-trace/test/plugins/agent')
 const axios = require('axios').create({ validateStatus: null })
 const dc = require('dc-polyfill')
 const { storage } = require('../../datadog-core')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 const users = [
   {
diff --git a/packages/datadog-instrumentations/test/pg.spec.js b/packages/datadog-instrumentations/test/pg.spec.js
index 1273fe04404..9f203aed364 100644
--- a/packages/datadog-instrumentations/test/pg.spec.js
+++ b/packages/datadog-instrumentations/test/pg.spec.js
@@ -1,6 +1,7 @@
 'use strict'
 
 const agent = require('../../dd-trace/test/plugins/agent')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 const dc = require('dc-polyfill')
 const { assert } = require('chai')
 
diff --git a/packages/datadog-plugin-aerospike/src/index.js b/packages/datadog-plugin-aerospike/src/index.js
index 867ba598554..b87e5b78b64 100644
--- a/packages/datadog-plugin-aerospike/src/index.js
+++ b/packages/datadog-plugin-aerospike/src/index.js
@@ -64,8 +64,12 @@ class AerospikePlugin extends DatabasePlugin {
 function getMeta (resourceName, commandArgs) {
   let meta = {}
   if (resourceName.includes('Index')) {
-    const [ns, set, bin, index] = commandArgs
-    meta = getMetaForIndex(ns, set, bin, index)
+    const [ns, set, bin, exp, index] = commandArgs
+
+    // The `ext` argument was added to IndexCreate in 6.3.0
+    meta = commandArgs.length > 8
+      ? getMetaForIndex(ns, set, bin, index)
+      : getMetaForIndex(ns, set, bin, exp)
   } else if (resourceName === 'Query') {
     const { ns, set } = commandArgs[2]
     meta = getMetaForQuery({ ns, set })
diff --git a/packages/datadog-plugin-ai/src/index.js b/packages/datadog-plugin-ai/src/index.js
new file mode 100644
index 00000000000..d0f6b1ba75a
--- /dev/null
+++ b/packages/datadog-plugin-ai/src/index.js
@@ -0,0 +1,17 @@
+'use strict'
+
+const CompositePlugin = require('../../dd-trace/src/plugins/composite')
+const VercelAILLMObsPlugin = require('../../dd-trace/src/llmobs/plugins/ai')
+const VercelAITracingPlugin = require('./tracing')
+
+class VercelAIPlugin extends CompositePlugin {
+  static get id () { return 'ai' }
+  static get plugins () {
+    return {
+      llmobs: VercelAILLMObsPlugin,
+      tracing: VercelAITracingPlugin
+    }
+  }
+}
+
+module.exports = VercelAIPlugin
diff --git a/packages/datadog-plugin-ai/src/tracing.js b/packages/datadog-plugin-ai/src/tracing.js
new file mode 100644
index 00000000000..3c5a11a915d
--- /dev/null
+++ b/packages/datadog-plugin-ai/src/tracing.js
@@ -0,0 +1,33 @@
+'use strict'
+
+const TracingPlugin = require('../../dd-trace/src/plugins/tracing')
+const { getModelProvider } = require('./utils')
+
+class VercelAITracingPlugin extends TracingPlugin {
+  static id = 'ai'
+  static prefix = 'tracing:dd-trace:vercel-ai'
+
+  bindStart (ctx) {
+    const attributes = ctx.attributes
+
+    const model = attributes['ai.model.id']
+    const modelProvider = getModelProvider(attributes)
+
+    this.startSpan(ctx.name, {
+      meta: {
+        'resource.name': ctx.name,
+        'ai.request.model': model,
+        'ai.request.model_provider': modelProvider
+      }
+    }, ctx)
+
+    return ctx.currentStore
+  }
+
+  asyncEnd (ctx) {
+    const span = ctx.currentStore?.span
+    span?.finish()
+  }
+}
+
+module.exports = VercelAITracingPlugin
diff --git a/packages/datadog-plugin-ai/src/utils.js b/packages/datadog-plugin-ai/src/utils.js
new file mode 100644
index 00000000000..1356cab21f1
--- /dev/null
+++ b/packages/datadog-plugin-ai/src/utils.js
@@ -0,0 +1,28 @@
+'use strict'
+
+const { parseModelId } = require('../../datadog-plugin-aws-sdk/src/services/bedrockruntime/utils')
+
+/**
+ * Get the model provider from the span tags or attributes.
+ * This is normalized to LLM Observability model provider standards.
+ *
+ * @param {Record<string, string>} tags
+ * @returns {string}
+ */
+function getModelProvider (tags) {
+  const modelProviderTag = tags['ai.model.provider']
+  const providerParts = modelProviderTag?.split('.')
+  const provider = providerParts?.[0]
+
+  if (provider === 'amazon-bedrock') {
+    const modelId = tags['ai.model.id']
+    const model = modelId && parseModelId(modelId)
+    return model?.modelProvider ?? provider
+  }
+
+  return provider
+}
+
+module.exports = {
+  getModelProvider
+}
diff --git a/packages/datadog-plugin-ai/test/index.spec.js b/packages/datadog-plugin-ai/test/index.spec.js
new file mode 100644
index 00000000000..96dea9bc25b
--- /dev/null
+++ b/packages/datadog-plugin-ai/test/index.spec.js
@@ -0,0 +1,312 @@
+'use strict'
+
+const agent = require('../../dd-trace/test/plugins/agent')
+const { useEnv } = require('../../../integration-tests/helpers')
+const assert = require('node:assert')
+const semifies = require('semifies')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
+
+const { NODE_MAJOR } = require('../../../version')
+
+// ai<4.0.2 is not supported in CommonJS with Node.js < 22
+const range = NODE_MAJOR < 22 ? '>=4.0.2' : '>=4.0.0'
+
+function getAiSdkOpenAiPackage (vercelAiVersion) {
+  return semifies(vercelAiVersion, '>=5.0.0') ? '@ai-sdk/openai' : '@ai-sdk/openai@1.3.23'
+}
+
+describe('Plugin', () => {
+  useEnv({
+    OPENAI_API_KEY: '<not-a-real-key>'
+  })
+
+  withVersions('ai', 'ai', range, (version, _, realVersion) => {
+    let ai
+    let openai
+
+    before(() => agent.load('ai'))
+
+    after(() => agent.close({ ritmReset: false }))
+
+    beforeEach(function () {
+      ai = require(`../../../versions/ai@${version}`).get()
+
+      const OpenAI = require(`../../../versions/${getAiSdkOpenAiPackage(realVersion)}`).get()
+      openai = OpenAI.createOpenAI({
+        baseURL: 'http://127.0.0.1:9126/vcr/openai',
+        compatibility: 'strict'
+      })
+    })
+
+    it('creates a span for generateText', async () => {
+      const checkTraces = agent.assertSomeTraces(traces => {
+        const generateTextSpan = traces[0][0]
+        const doGenerateSpan = traces[0][1]
+
+        assert.strictEqual(generateTextSpan.name, 'ai.generateText')
+        assert.strictEqual(generateTextSpan.resource, 'ai.generateText')
+        assert.strictEqual(generateTextSpan.meta['ai.request.model'], 'gpt-4o-mini')
+        assert.strictEqual(generateTextSpan.meta['ai.request.model_provider'], 'openai')
+
+        assert.strictEqual(doGenerateSpan.name, 'ai.generateText.doGenerate')
+        assert.strictEqual(doGenerateSpan.resource, 'ai.generateText.doGenerate')
+        assert.strictEqual(doGenerateSpan.meta['ai.request.model'], 'gpt-4o-mini')
+        assert.strictEqual(doGenerateSpan.meta['ai.request.model_provider'], 'openai')
+      })
+
+      const result = await ai.generateText({
+        model: openai('gpt-4o-mini'),
+        system: 'You are a helpful assistant',
+        prompt: 'Hello, OpenAI!',
+        maxTokens: 100,
+        temperature: 0.5
+      })
+
+      assert.ok(result.text, 'Expected result to be truthy')
+
+      await checkTraces
+    })
+
+    it('creates a span for generateObject', async () => {
+      const checkTraces = agent.assertSomeTraces(traces => {
+        const generateObjectSpan = traces[0][0]
+        const doGenerateSpan = traces[0][1]
+
+        assert.strictEqual(generateObjectSpan.name, 'ai.generateObject')
+        assert.strictEqual(generateObjectSpan.resource, 'ai.generateObject')
+        assert.strictEqual(generateObjectSpan.meta['ai.request.model'], 'gpt-4o-mini')
+        assert.strictEqual(generateObjectSpan.meta['ai.request.model_provider'], 'openai')
+
+        assert.strictEqual(doGenerateSpan.name, 'ai.generateObject.doGenerate')
+        assert.strictEqual(doGenerateSpan.resource, 'ai.generateObject.doGenerate')
+        assert.strictEqual(doGenerateSpan.meta['ai.request.model'], 'gpt-4o-mini')
+        assert.strictEqual(doGenerateSpan.meta['ai.request.model_provider'], 'openai')
+      })
+
+      const schema = ai.jsonSchema({
+        type: 'object',
+        properties: {
+          name: { type: 'string' },
+          age: { type: 'number' },
+          height: { type: 'string' }
+        },
+        required: ['name', 'age', 'height']
+      })
+
+      const result = await ai.generateObject({
+        model: openai('gpt-4o-mini'),
+        schema,
+        prompt: 'Invent a character for a video game'
+      })
+
+      assert.ok(result.object, 'Expected result to be truthy')
+
+      await checkTraces
+    })
+
+    it('creates a span for embed', async () => {
+      const checkTraces = agent.assertSomeTraces(traces => {
+        const embedSpan = traces[0][0]
+        const doEmbedSpan = traces[0][1]
+
+        assert.strictEqual(embedSpan.name, 'ai.embed')
+        assert.strictEqual(embedSpan.resource, 'ai.embed')
+        assert.strictEqual(embedSpan.meta['ai.request.model'], 'text-embedding-ada-002')
+        assert.strictEqual(embedSpan.meta['ai.request.model_provider'], 'openai')
+
+        assert.strictEqual(doEmbedSpan.name, 'ai.embed.doEmbed')
+        assert.strictEqual(doEmbedSpan.resource, 'ai.embed.doEmbed')
+        assert.strictEqual(doEmbedSpan.meta['ai.request.model'], 'text-embedding-ada-002')
+        assert.strictEqual(doEmbedSpan.meta['ai.request.model_provider'], 'openai')
+      })
+
+      const result = await ai.embed({
+        model: openai.embedding('text-embedding-ada-002'),
+        value: 'hello world'
+      })
+
+      assert.ok(result.embedding, 'Expected result to be truthy')
+
+      await checkTraces
+    })
+
+    it('creates a span for embedMany', async () => {
+      const checkTraces = agent.assertSomeTraces(traces => {
+        const embedManySpan = traces[0][0]
+        const doEmbedSpan = traces[0][1]
+
+        assert.strictEqual(embedManySpan.name, 'ai.embedMany')
+        assert.strictEqual(embedManySpan.resource, 'ai.embedMany')
+        assert.strictEqual(embedManySpan.meta['ai.request.model'], 'text-embedding-ada-002')
+        assert.strictEqual(embedManySpan.meta['ai.request.model_provider'], 'openai')
+
+        assert.strictEqual(doEmbedSpan.name, 'ai.embedMany.doEmbed')
+        assert.strictEqual(doEmbedSpan.resource, 'ai.embedMany.doEmbed')
+        assert.strictEqual(doEmbedSpan.meta['ai.request.model'], 'text-embedding-ada-002')
+        assert.strictEqual(doEmbedSpan.meta['ai.request.model_provider'], 'openai')
+      })
+
+      const result = await ai.embedMany({
+        model: openai.embedding('text-embedding-ada-002'),
+        values: ['hello world', 'goodbye world']
+      })
+
+      assert.ok(result.embeddings, 'Expected result to be truthy')
+
+      await checkTraces
+    })
+
+    it('creates a span for streamText', async () => {
+      const checkTraces = agent.assertSomeTraces(traces => {
+        const streamTextSpan = traces[0][0]
+        const doStreamSpan = traces[0][1]
+
+        assert.strictEqual(streamTextSpan.name, 'ai.streamText')
+        assert.strictEqual(streamTextSpan.resource, 'ai.streamText')
+        assert.strictEqual(streamTextSpan.meta['ai.request.model'], 'gpt-4o-mini')
+        assert.strictEqual(streamTextSpan.meta['ai.request.model_provider'], 'openai')
+
+        assert.strictEqual(doStreamSpan.name, 'ai.streamText.doStream')
+        assert.strictEqual(doStreamSpan.resource, 'ai.streamText.doStream')
+        assert.strictEqual(doStreamSpan.meta['ai.request.model'], 'gpt-4o-mini')
+        assert.strictEqual(doStreamSpan.meta['ai.request.model_provider'], 'openai')
+      })
+
+      const result = await ai.streamText({
+        model: openai('gpt-4o-mini'),
+        system: 'You are a helpful assistant',
+        prompt: 'Hello, OpenAI!',
+        maxTokens: 100,
+        temperature: 0.5
+      })
+
+      const textStream = result.textStream
+
+      assert.ok(textStream, 'Expected result to be truthy')
+
+      for await (const part of textStream) {
+        assert.ok(part, 'Expected part to be truthy')
+      }
+
+      await checkTraces
+    })
+
+    it('creates a span for streamObject', async () => {
+      const checkTraces = agent.assertSomeTraces(traces => {
+        const streamObjectSpan = traces[0][0]
+        const doStreamSpan = traces[0][1]
+
+        assert.strictEqual(streamObjectSpan.name, 'ai.streamObject')
+        assert.strictEqual(streamObjectSpan.resource, 'ai.streamObject')
+        assert.strictEqual(streamObjectSpan.meta['ai.request.model'], 'gpt-4o-mini')
+        assert.strictEqual(streamObjectSpan.meta['ai.request.model_provider'], 'openai')
+
+        assert.strictEqual(doStreamSpan.name, 'ai.streamObject.doStream')
+        assert.strictEqual(doStreamSpan.resource, 'ai.streamObject.doStream')
+        assert.strictEqual(doStreamSpan.meta['ai.request.model'], 'gpt-4o-mini')
+        assert.strictEqual(doStreamSpan.meta['ai.request.model_provider'], 'openai')
+      })
+
+      const schema = ai.jsonSchema({
+        type: 'object',
+        properties: {
+          name: { type: 'string' },
+          age: { type: 'number' },
+          height: { type: 'string' }
+        },
+        required: ['name', 'age', 'height']
+      })
+
+      const result = await ai.streamObject({
+        model: openai('gpt-4o-mini'),
+        schema,
+        prompt: 'Invent a character for a video game'
+      })
+
+      const partialObjectStream = result.partialObjectStream
+
+      assert.ok(partialObjectStream, 'Expected result to be truthy')
+
+      for await (const part of partialObjectStream) {
+        assert.ok(part, 'Expected part to be truthy')
+      }
+
+      await checkTraces
+    })
+
+    it('creates a span for a tool call', async () => {
+      const checkTraces = agent.assertSomeTraces(traces => {
+        const toolCallSpan = traces[0][0]
+        const doGenerateSpan = traces[0][1]
+        const toolCallSpan2 = traces[0][2]
+        const doGenerateSpan2 = traces[0][3]
+
+        assert.strictEqual(toolCallSpan.name, 'ai.generateText')
+        assert.strictEqual(toolCallSpan.resource, 'ai.generateText')
+        assert.strictEqual(toolCallSpan.meta['ai.request.model'], 'gpt-4o-mini')
+        assert.strictEqual(toolCallSpan.meta['ai.request.model_provider'], 'openai')
+
+        assert.strictEqual(doGenerateSpan.name, 'ai.generateText.doGenerate')
+        assert.strictEqual(doGenerateSpan.resource, 'ai.generateText.doGenerate')
+        assert.strictEqual(doGenerateSpan.meta['ai.request.model'], 'gpt-4o-mini')
+        assert.strictEqual(doGenerateSpan.meta['ai.request.model_provider'], 'openai')
+
+        assert.strictEqual(toolCallSpan2.name, 'ai.toolCall')
+        assert.strictEqual(toolCallSpan2.resource, 'ai.toolCall')
+
+        assert.strictEqual(doGenerateSpan2.name, 'ai.generateText.doGenerate')
+        assert.strictEqual(doGenerateSpan2.resource, 'ai.generateText.doGenerate')
+        assert.strictEqual(doGenerateSpan2.meta['ai.request.model'], 'gpt-4o-mini')
+        assert.strictEqual(doGenerateSpan2.meta['ai.request.model_provider'], 'openai')
+      })
+
+      let tools
+      let maxStepsArg = {}
+      const toolSchema = ai.jsonSchema({
+        type: 'object',
+        properties: {
+          location: { type: 'string', description: 'The location to get the weather for' }
+        },
+        required: ['location']
+      })
+      if (semifies(realVersion, '>=5.0.0')) {
+        tools = {
+          weather: ai.tool({
+            description: 'Get the weather in a given location',
+            inputSchema: toolSchema,
+            execute: async ({ location }) => ({
+              location,
+              temperature: 72
+            })
+          })
+        }
+
+        maxStepsArg = { stopWhen: ai.stepCountIs(5) }
+      } else {
+        tools = [ai.tool({
+          id: 'weather',
+          description: 'Get the weather in a given location',
+          parameters: toolSchema,
+          execute: async ({ location }) => ({
+            location,
+            temperature: 72
+          })
+        })]
+
+        maxStepsArg = { maxSteps: 5 }
+      }
+
+      const result = await ai.generateText({
+        model: openai('gpt-4o-mini'),
+        system: 'You are a helpful assistant',
+        prompt: 'What is the weather in Tokyo?',
+        tools,
+        ...maxStepsArg,
+      })
+
+      assert.ok(result.text, 'Expected result to be truthy')
+
+      await checkTraces
+    })
+  })
+})
diff --git a/packages/datadog-plugin-ai/test/integration-test/client.spec.js b/packages/datadog-plugin-ai/test/integration-test/client.spec.js
new file mode 100644
index 00000000000..4c0d694d647
--- /dev/null
+++ b/packages/datadog-plugin-ai/test/integration-test/client.spec.js
@@ -0,0 +1,73 @@
+'use strict'
+
+const {
+  FakeAgent,
+  createSandbox,
+  spawnPluginIntegrationTestProc
+} = require('../../../../integration-tests/helpers')
+const { assert } = require('chai')
+const semifies = require('semifies')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
+
+function getOpenaiVersion (realVersion) {
+  if (semifies(realVersion, '>=5.0.0')) {
+    return '2.0.0'
+  }
+  return '1.3.23'
+}
+
+describe('esm', () => {
+  let agent
+  let proc
+  let sandbox
+
+  withVersions('ai', 'ai', (version, _, realVersion) => {
+    before(async function () {
+      this.timeout(20000)
+      sandbox = await createSandbox([
+        `ai@${version}`,
+        `@ai-sdk/openai@${getOpenaiVersion(realVersion)}`,
+        'zod@3.25.75'
+      ], false, [
+        './packages/datadog-plugin-ai/test/integration-test/*'
+      ])
+    })
+
+    after(async () => {
+      await sandbox.remove()
+    })
+
+    beforeEach(async () => {
+      agent = await new FakeAgent().start()
+    })
+
+    afterEach(async () => {
+      proc?.kill()
+      await agent.stop()
+    })
+
+    it('is instrumented', async () => {
+      const res = agent.assertMessageReceived(({ headers, payload }) => {
+        assert.propertyVal(headers, 'host', `127.0.0.1:${agent.port}`)
+        assert.isArray(payload)
+
+        // special check for ai spans
+        for (const spans of payload) {
+          for (const span of spans) {
+            if (span.name.startsWith('ai')) {
+              return
+            }
+          }
+        }
+
+        assert.fail('No ai spans found')
+      })
+
+      proc = await spawnPluginIntegrationTestProc(sandbox.folder, 'server.mjs', agent.port, null, {
+        NODE_OPTIONS: '--import dd-trace/initialize.mjs'
+      })
+
+      await res
+    }).timeout(20000)
+  })
+})
diff --git a/packages/datadog-plugin-ai/test/integration-test/server.mjs b/packages/datadog-plugin-ai/test/integration-test/server.mjs
new file mode 100644
index 00000000000..8bf8d74e854
--- /dev/null
+++ b/packages/datadog-plugin-ai/test/integration-test/server.mjs
@@ -0,0 +1,18 @@
+import { generateText } from 'ai'
+import { createOpenAI } from '@ai-sdk/openai'
+import assert from 'node:assert'
+
+const openai = createOpenAI({
+  baseURL: 'http://127.0.0.1:9126/vcr/openai',
+  apiKey: '<not-a-real-key>'
+})
+
+const result = await generateText({
+  model: openai('gpt-4o-mini'),
+  system: 'You are a helpful assistant',
+  prompt: 'Hello, OpenAI!',
+  maxTokens: 100,
+  temperature: 0.5
+})
+
+assert.ok(result.text, 'Expected result to be truthy')
diff --git a/packages/datadog-plugin-amqp10/test/integration-test/client.spec.js b/packages/datadog-plugin-amqp10/test/integration-test/client.spec.js
index 8deadf31385..19267627646 100644
--- a/packages/datadog-plugin-amqp10/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-amqp10/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-amqplib/test/integration-test/client.spec.js b/packages/datadog-plugin-amqplib/test/integration-test/client.spec.js
index f7fda5fa651..849fc4a454a 100644
--- a/packages/datadog-plugin-amqplib/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-amqplib/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-avsc/test/index.spec.js b/packages/datadog-plugin-avsc/test/index.spec.js
index b3a6db0c1f1..ea02234fbb3 100644
--- a/packages/datadog-plugin-avsc/test/index.spec.js
+++ b/packages/datadog-plugin-avsc/test/index.spec.js
@@ -1,9 +1,10 @@
 'use strict'
 
 const fs = require('fs')
+const path = require('path')
 const { expect } = require('chai')
 const agent = require('../../dd-trace/test/plugins/agent')
-const path = require('path')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 const {
   SCHEMA_DEFINITION,
   SCHEMA_ID,
diff --git a/packages/datadog-plugin-aws-sdk/test/aws-sdk.spec.js b/packages/datadog-plugin-aws-sdk/test/aws-sdk.spec.js
index 8262763e328..be77f01ea29 100644
--- a/packages/datadog-plugin-aws-sdk/test/aws-sdk.spec.js
+++ b/packages/datadog-plugin-aws-sdk/test/aws-sdk.spec.js
@@ -2,6 +2,7 @@
 
 const agent = require('../../dd-trace/test/plugins/agent')
 const { setup, sort } = require('./spec_helpers')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 const semver = require('semver')
 const { ERROR_MESSAGE, ERROR_STACK, ERROR_TYPE } = require('../../dd-trace/src/constants')
 
diff --git a/packages/datadog-plugin-aws-sdk/test/bedrockruntime.spec.js b/packages/datadog-plugin-aws-sdk/test/bedrockruntime.spec.js
index f7795436b05..ab5c945c647 100644
--- a/packages/datadog-plugin-aws-sdk/test/bedrockruntime.spec.js
+++ b/packages/datadog-plugin-aws-sdk/test/bedrockruntime.spec.js
@@ -4,6 +4,7 @@ const agent = require('../../dd-trace/test/plugins/agent')
 const nock = require('nock')
 const { setup } = require('./spec_helpers')
 const { models } = require('./fixtures/bedrockruntime')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 const serviceName = 'bedrock-service-name-test'
 
diff --git a/packages/datadog-plugin-aws-sdk/test/dynamodb.spec.js b/packages/datadog-plugin-aws-sdk/test/dynamodb.spec.js
index 7240dbfe722..a8cd2ae1115 100644
--- a/packages/datadog-plugin-aws-sdk/test/dynamodb.spec.js
+++ b/packages/datadog-plugin-aws-sdk/test/dynamodb.spec.js
@@ -1,6 +1,7 @@
 'use strict'
 
 const agent = require('../../dd-trace/test/plugins/agent')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 const { setup } = require('./spec_helpers')
 const axios = require('axios')
 const { DYNAMODB_PTR_KIND, SPAN_POINTER_DIRECTION } = require('../../dd-trace/src/constants')
diff --git a/packages/datadog-plugin-aws-sdk/test/eventbridge.spec.js b/packages/datadog-plugin-aws-sdk/test/eventbridge.spec.js
index 712e7cab686..2ca38c42571 100644
--- a/packages/datadog-plugin-aws-sdk/test/eventbridge.spec.js
+++ b/packages/datadog-plugin-aws-sdk/test/eventbridge.spec.js
@@ -2,6 +2,7 @@
 'use strict'
 
 const EventBridge = require('../src/services/eventbridge')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 const tracer = require('../../dd-trace')
 const { randomBytes } = require('crypto')
 
diff --git a/packages/datadog-plugin-aws-sdk/test/integration-test/client.spec.js b/packages/datadog-plugin-aws-sdk/test/integration-test/client.spec.js
index e077c0b64b2..4e93c23fa77 100644
--- a/packages/datadog-plugin-aws-sdk/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-aws-sdk/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-aws-sdk/test/serverless-peer-service.spec.js b/packages/datadog-plugin-aws-sdk/test/serverless-peer-service.spec.js
index 045b2e7d998..458e74d711c 100644
--- a/packages/datadog-plugin-aws-sdk/test/serverless-peer-service.spec.js
+++ b/packages/datadog-plugin-aws-sdk/test/serverless-peer-service.spec.js
@@ -4,6 +4,7 @@ const agent = require('../../dd-trace/test/plugins/agent')
 const helpers = require('./kinesis_helpers')
 const { promisify } = require('util')
 const { setup } = require('./spec_helpers')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 describe('Plugin', () => {
   describe('Serverless', function () {
diff --git a/packages/datadog-plugin-aws-sdk/test/stepfunctions.spec.js b/packages/datadog-plugin-aws-sdk/test/stepfunctions.spec.js
index 2198704e000..93164d5eb1c 100644
--- a/packages/datadog-plugin-aws-sdk/test/stepfunctions.spec.js
+++ b/packages/datadog-plugin-aws-sdk/test/stepfunctions.spec.js
@@ -2,6 +2,7 @@
 
 const semver = require('semver')
 const agent = require('../../dd-trace/test/plugins/agent')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 const { setup } = require('./spec_helpers')
 
 const helloWorldSMD = {
diff --git a/packages/datadog-plugin-azure-functions/test/integration-test/client.spec.js b/packages/datadog-plugin-azure-functions/test/integration-test/client.spec.js
index 584e454d924..d004bfe2c48 100644
--- a/packages/datadog-plugin-azure-functions/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-azure-functions/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   createSandbox,
   curlAndAssertMessage
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { spawn } = require('child_process')
 const { assert } = require('chai')
 const { NODE_MAJOR } = require('../../../../version')
@@ -22,7 +23,6 @@ describe('esm', () => {
       this.timeout(120_000)
       sandbox = await createSandbox([
         `@azure/functions@${version}`,
-        'azure-functions-core-tools@4.1.0',
         '@azure/service-bus@7.9.2'
       ],
       false,
@@ -45,7 +45,7 @@ describe('esm', () => {
 
     it('is instrumented', async () => {
       const envArgs = {
-        PATH: `${sandbox.folder}/node_modules/azure-functions-core-tools/bin:${process.env.PATH}`
+        PATH: process.env.PATH
       }
       proc = await spawnPluginIntegrationTestProc(sandbox.folder, 'func', ['start'], agent.port, undefined, envArgs)
 
@@ -61,7 +61,7 @@ describe('esm', () => {
 
     it('propagates context to child http requests', async () => {
       const envArgs = {
-        PATH: `${sandbox.folder}/node_modules/azure-functions-core-tools/bin:${process.env.PATH}`
+        PATH: process.env.PATH
       }
       proc = await spawnPluginIntegrationTestProc(sandbox.folder, 'func', ['start'], agent.port, undefined, envArgs)
 
@@ -73,7 +73,7 @@ describe('esm', () => {
 
     it('propagates context through a service bus queue', async () => {
       const envArgs = {
-        PATH: `${sandbox.folder}/node_modules/azure-functions-core-tools/bin:${process.env.PATH}`
+        PATH: process.env.PATH
       }
       proc = await spawnPluginIntegrationTestProc(sandbox.folder, 'func', ['start'], agent.port, undefined, envArgs)
 
@@ -91,7 +91,7 @@ describe('esm', () => {
 
     it('propagates context through a service bus topic', async () => {
       const envArgs = {
-        PATH: `${sandbox.folder}/node_modules/azure-functions-core-tools/bin:${process.env.PATH}`
+        PATH: process.env.PATH
       }
       proc = await spawnPluginIntegrationTestProc(sandbox.folder, 'func', ['start'], agent.port, undefined, envArgs)
 
diff --git a/packages/datadog-plugin-azure-service-bus/test/integration-test/client.spec.js b/packages/datadog-plugin-azure-service-bus/test/integration-test/client.spec.js
index 81ad67a366e..5a51bfc9f61 100644
--- a/packages/datadog-plugin-azure-service-bus/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-azure-service-bus/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-bunyan/test/index.spec.js b/packages/datadog-plugin-bunyan/test/index.spec.js
index 4e3276c2150..c06ad63f657 100644
--- a/packages/datadog-plugin-bunyan/test/index.spec.js
+++ b/packages/datadog-plugin-bunyan/test/index.spec.js
@@ -2,6 +2,7 @@
 
 const Writable = require('stream').Writable
 const agent = require('../../dd-trace/test/plugins/agent')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 describe('Plugin', () => {
   let logger
diff --git a/packages/datadog-plugin-bunyan/test/integration-test/client.spec.js b/packages/datadog-plugin-bunyan/test/integration-test/client.spec.js
index 5ce5d8884fa..2777b5b84e2 100644
--- a/packages/datadog-plugin-bunyan/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-bunyan/test/integration-test/client.spec.js
@@ -5,6 +5,7 @@ const {
   createSandbox,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { expect } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-cassandra-driver/test/integration-test/client.spec.js b/packages/datadog-plugin-cassandra-driver/test/integration-test/client.spec.js
index b23376bb3df..7ebeb665d31 100644
--- a/packages/datadog-plugin-cassandra-driver/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-cassandra-driver/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-confluentinc-kafka-javascript/test/index.spec.js b/packages/datadog-plugin-confluentinc-kafka-javascript/test/index.spec.js
index 026b754703e..a866537167a 100644
--- a/packages/datadog-plugin-confluentinc-kafka-javascript/test/index.spec.js
+++ b/packages/datadog-plugin-confluentinc-kafka-javascript/test/index.spec.js
@@ -6,6 +6,7 @@ const agent = require('../../dd-trace/test/plugins/agent')
 const { expectSomeSpan, withDefaults } = require('../../dd-trace/test/plugins/helpers')
 const { ERROR_MESSAGE, ERROR_TYPE, ERROR_STACK } = require('../../dd-trace/src/constants')
 const { expectedSchema } = require('./naming')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 const DataStreamsContext = require('../../dd-trace/src/datastreams/context')
 const { computePathwayHash } = require('../../dd-trace/src/datastreams/pathway')
diff --git a/packages/datadog-plugin-confluentinc-kafka-javascript/test/integration-test/client.spec.js b/packages/datadog-plugin-confluentinc-kafka-javascript/test/integration-test/client.spec.js
index f8638408be3..e0320519df3 100644
--- a/packages/datadog-plugin-confluentinc-kafka-javascript/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-confluentinc-kafka-javascript/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-connect/test/index.spec.js b/packages/datadog-plugin-connect/test/index.spec.js
index 7be08a89c51..a4480850bde 100644
--- a/packages/datadog-plugin-connect/test/index.spec.js
+++ b/packages/datadog-plugin-connect/test/index.spec.js
@@ -3,6 +3,7 @@
 const axios = require('axios')
 const http = require('http')
 const agent = require('../../dd-trace/test/plugins/agent')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 const { AsyncLocalStorage } = require('async_hooks')
 const { ERROR_MESSAGE, ERROR_STACK, ERROR_TYPE } = require('../../dd-trace/src/constants')
 
diff --git a/packages/datadog-plugin-connect/test/integration-test/client.spec.js b/packages/datadog-plugin-connect/test/integration-test/client.spec.js
index a045ba8bf09..541db6e2cc5 100644
--- a/packages/datadog-plugin-connect/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-connect/test/integration-test/client.spec.js
@@ -7,6 +7,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-couchbase/src/index.js b/packages/datadog-plugin-couchbase/src/index.js
index 868b17e06f6..bfafe17727c 100644
--- a/packages/datadog-plugin-couchbase/src/index.js
+++ b/packages/datadog-plugin-couchbase/src/index.js
@@ -7,13 +7,15 @@ class CouchBasePlugin extends StoragePlugin {
   static id = 'couchbase'
   static peerServicePrecursors = ['db.couchbase.seed.nodes']
 
-  addSubs (func, start) {
-    this.addSub(`apm:couchbase:${func}:start`, start)
-    this.addSub(`apm:couchbase:${func}:error`, error => this.addError(error))
-    this.addSub(`apm:couchbase:${func}:finish`, message => this.finish(message))
+  addBinds (func, start) {
+    this.addBind(`apm:couchbase:${func}:start`, start)
+    this.addSub(`apm:couchbase:${func}:error`, ({ error }) => this.addError(error))
+    this.addSub(`apm:couchbase:${func}:finish`, ctx => this.finish(ctx))
+    this.addBind(`apm:couchbase:${func}:callback:start`, callbackStart)
+    this.addBind(`apm:couchbase:${func}:callback:finish`, callbackFinish)
   }
 
-  startSpan (operation, customTags, store, { bucket, collection, seedNodes }) {
+  startSpan (operation, customTags, { bucket, collection, seedNodes }, ctx) {
     const tags = {
       'db.type': 'couchbase',
       component: 'couchbase',
@@ -34,26 +36,34 @@ class CouchBasePlugin extends StoragePlugin {
       {
         service: this.serviceName({ pluginConfig: this.config }),
         meta: tags
-      }
+      },
+      ctx
     )
   }
 
   constructor (...args) {
     super(...args)
 
-    this.addSubs('query', ({ resource, bucket, seedNodes }) => {
-      const store = storage('legacy').getStore()
-      const span = this.startSpan(
-        'query', {
+    this.addBinds('query', (ctx) => {
+      const { resource, bucket, seedNodes } = ctx
+
+      this.startSpan(
+        'query',
+        {
           'span.type': 'sql',
           'resource.name': resource,
           'span.kind': this.constructor.kind
         },
-        store,
-        { bucket, seedNodes }
+        { bucket, seedNodes },
+        ctx
       )
-      this.enter(span, store)
+
+      return ctx.currentStore
     })
+    this.addBind('apm:couchbase:bucket:maybeInvoke:callback:start', callbackStart)
+    this.addBind('apm:couchbase:bucket:maybeInvoke:callback:finish', callbackFinish)
+    this.addBind('apm:couchbase:cluster:maybeInvoke:callback:start', callbackStart)
+    this.addBind('apm:couchbase:cluster:maybeInvoke:callback:finish', callbackFinish)
 
     this._addCommandSubs('upsert')
     this._addCommandSubs('insert')
@@ -63,12 +73,22 @@ class CouchBasePlugin extends StoragePlugin {
   }
 
   _addCommandSubs (name) {
-    this.addSubs(name, ({ bucket, collection, seedNodes }) => {
-      const store = storage('legacy').getStore()
-      const span = this.startSpan(name, {}, store, { bucket, collection, seedNodes })
-      this.enter(span, store)
+    this.addBinds(name, (ctx) => {
+      const { bucket, collection, seedNodes } = ctx
+
+      this.startSpan(name, {}, { bucket, collection, seedNodes }, ctx)
+      return ctx.currentStore
     })
   }
 }
 
+function callbackStart (ctx) {
+  ctx.parentStore = storage('legacy').getStore()
+  return ctx.parentStore
+}
+
+function callbackFinish (ctx) {
+  return ctx.parentStore
+}
+
 module.exports = CouchBasePlugin
diff --git a/packages/datadog-plugin-couchbase/test/integration-test/client.spec.js b/packages/datadog-plugin-couchbase/test/integration-test/client.spec.js
index e37506eb3bf..b0ec4f9c669 100644
--- a/packages/datadog-plugin-couchbase/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-couchbase/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-cucumber/test/index.spec.js b/packages/datadog-plugin-cucumber/test/index.spec.js
index 9f03ba8adeb..df6cee53901 100644
--- a/packages/datadog-plugin-cucumber/test/index.spec.js
+++ b/packages/datadog-plugin-cucumber/test/index.spec.js
@@ -9,6 +9,7 @@ const agent = require('../../dd-trace/test/plugins/agent')
 const { ORIGIN_KEY, COMPONENT, ERROR_MESSAGE } = require('../../dd-trace/src/constants')
 const { SAMPLING_PRIORITY } = require('../../../ext/tags')
 const { AUTO_KEEP } = require('../../../ext/priority')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 const {
   TEST_FRAMEWORK,
   TEST_TYPE,
diff --git a/packages/datadog-plugin-cypress/test/index.spec.js b/packages/datadog-plugin-cypress/test/index.spec.js
index ece6ce0b276..820e30998e9 100644
--- a/packages/datadog-plugin-cypress/test/index.spec.js
+++ b/packages/datadog-plugin-cypress/test/index.spec.js
@@ -19,6 +19,7 @@ const {
   TEST_CODE_OWNERS,
   LIBRARY_VERSION
 } = require('../../dd-trace/src/plugins/util/test')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 const { version: ddTraceVersion } = require('../../../package.json')
 
diff --git a/packages/datadog-plugin-elasticsearch/test/integration-test/client.spec.js b/packages/datadog-plugin-elasticsearch/test/integration-test/client.spec.js
index 9f64b0c7c27..2c2e6202635 100644
--- a/packages/datadog-plugin-elasticsearch/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-elasticsearch/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-express/test/code_origin.spec.js b/packages/datadog-plugin-express/test/code_origin.spec.js
index 32d086abf46..5f594647392 100644
--- a/packages/datadog-plugin-express/test/code_origin.spec.js
+++ b/packages/datadog-plugin-express/test/code_origin.spec.js
@@ -4,6 +4,7 @@ const axios = require('axios')
 const agent = require('../../dd-trace/test/plugins/agent')
 const { assertCodeOriginFromTraces } = require('../../datadog-code-origin/test/helpers')
 const { getNextLineNumber } = require('../../dd-trace/test/plugins/helpers')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 const host = 'localhost'
 
diff --git a/packages/datadog-plugin-express/test/index.spec.js b/packages/datadog-plugin-express/test/index.spec.js
index 62f9f636aef..d50b7dfda4b 100644
--- a/packages/datadog-plugin-express/test/index.spec.js
+++ b/packages/datadog-plugin-express/test/index.spec.js
@@ -6,6 +6,7 @@ const semver = require('semver')
 const { ERROR_MESSAGE, ERROR_STACK, ERROR_TYPE } = require('../../dd-trace/src/constants')
 const agent = require('../../dd-trace/test/plugins/agent')
 const plugin = require('../src')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 const sort = spans => spans.sort((a, b) => a.start.toString() >= b.start.toString() ? 1 : -1)
 
diff --git a/packages/datadog-plugin-express/test/integration-test/client.spec.js b/packages/datadog-plugin-express/test/integration-test/client.spec.js
index af81f39dcd3..f9a3339b608 100644
--- a/packages/datadog-plugin-express/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-express/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   curlAndAssertMessage,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 const semver = require('semver')
 
diff --git a/packages/datadog-plugin-fastify/test/integration-test/client.spec.js b/packages/datadog-plugin-fastify/test/integration-test/client.spec.js
index d61bb3c7555..13e0630ed2c 100644
--- a/packages/datadog-plugin-fastify/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-fastify/test/integration-test/client.spec.js
@@ -7,6 +7,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-google-cloud-pubsub/test/integration-test/client.spec.js b/packages/datadog-plugin-google-cloud-pubsub/test/integration-test/client.spec.js
index 0effff0795b..3e4cb6bc085 100644
--- a/packages/datadog-plugin-google-cloud-pubsub/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-google-cloud-pubsub/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-google-cloud-vertexai/test/index.spec.js b/packages/datadog-plugin-google-cloud-vertexai/test/index.spec.js
index b28d32b126d..b19bd97d8ca 100644
--- a/packages/datadog-plugin-google-cloud-vertexai/test/index.spec.js
+++ b/packages/datadog-plugin-google-cloud-vertexai/test/index.spec.js
@@ -1,6 +1,7 @@
 'use strict'
 
 const agent = require('../../dd-trace/test/plugins/agent')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 const sinon = require('sinon')
 const fs = require('node:fs')
 const path = require('node:path')
diff --git a/packages/datadog-plugin-google-cloud-vertexai/test/integration-test/client.spec.js b/packages/datadog-plugin-google-cloud-vertexai/test/integration-test/client.spec.js
index 4b4d5a83fc1..899e7d110db 100644
--- a/packages/datadog-plugin-google-cloud-vertexai/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-google-cloud-vertexai/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-graphql/test/integration-test/client.spec.js b/packages/datadog-plugin-graphql/test/integration-test/client.spec.js
index d0a4b0e42d3..2a095b4b753 100644
--- a/packages/datadog-plugin-graphql/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-graphql/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-grpc/test/integration-test/client.spec.js b/packages/datadog-plugin-grpc/test/integration-test/client.spec.js
index c9a31f5c65e..42f0987436d 100644
--- a/packages/datadog-plugin-grpc/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-grpc/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-hapi/test/index.spec.js b/packages/datadog-plugin-hapi/test/index.spec.js
index d4a8495fe9c..467523ffe72 100644
--- a/packages/datadog-plugin-hapi/test/index.spec.js
+++ b/packages/datadog-plugin-hapi/test/index.spec.js
@@ -3,6 +3,7 @@
 const axios = require('axios')
 const semver = require('semver')
 const agent = require('../../dd-trace/test/plugins/agent')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 const { ERROR_MESSAGE, ERROR_TYPE, ERROR_STACK } = require('../../dd-trace/src/constants')
 const { AsyncLocalStorage } = require('async_hooks')
 
diff --git a/packages/datadog-plugin-hapi/test/integration-test/client.spec.js b/packages/datadog-plugin-hapi/test/integration-test/client.spec.js
index 3105f810458..953474f30a8 100644
--- a/packages/datadog-plugin-hapi/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-hapi/test/integration-test/client.spec.js
@@ -7,6 +7,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-hono/test/index.spec.js b/packages/datadog-plugin-hono/test/index.spec.js
index d0f171df1f9..55ac6fc2b41 100644
--- a/packages/datadog-plugin-hono/test/index.spec.js
+++ b/packages/datadog-plugin-hono/test/index.spec.js
@@ -8,6 +8,7 @@ const {
   ERROR_MESSAGE,
   ERROR_STACK
 } = require('../../dd-trace/src/constants')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 describe('Plugin', () => {
   let tracer
diff --git a/packages/datadog-plugin-hono/test/integration-test/client.spec.js b/packages/datadog-plugin-hono/test/integration-test/client.spec.js
index e1b5456d430..b9d71d7cbe4 100644
--- a/packages/datadog-plugin-hono/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-hono/test/integration-test/client.spec.js
@@ -7,16 +7,17 @@ const {
   spawnPluginIntegrationTestProc,
   assertObjectContains,
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 
-describe('esm', () => {
+describe('esm integration test', () => {
   let agent
   let proc
   let sandbox
 
-  withVersions('hono', 'hono', version => {
+  withVersions('hono', 'hono', (range, _moduleName_, version) => {
     before(async function () {
       this.timeout(50000)
-      sandbox = await createSandbox([`'hono@${version}'`, '@hono/node-server@1.15.0'], false,
+      sandbox = await createSandbox([`'hono@${range}'`, '@hono/node-server@1.15.0'], false,
         ['./packages/datadog-plugin-hono/test/integration-test/*'])
     })
 
@@ -35,13 +36,25 @@ describe('esm', () => {
     })
 
     it('is instrumented', async () => {
-      proc = await spawnPluginIntegrationTestProc(sandbox.folder, 'server.mjs', agent.port)
+      proc = await spawnPluginIntegrationTestProc(sandbox.folder, 'server.mjs', agent.port, undefined, {
+        VERSION: version
+      })
       proc.url += '/hello'
 
       return curlAndAssertMessage(agent, proc, ({ headers, payload }) => {
         assertObjectContains(headers, { host: `127.0.0.1:${agent.port}` })
-        // TODO: Fix the resource! It should be 'GET /hello'
-        // This seems to be a generic ESM issue, also e.g., on express.
+        assertObjectContains(payload, [[{ name: 'hono.request', resource: 'GET /hello' }]])
+      })
+    }).timeout(50000)
+
+    it('receives missing route trace', async () => {
+      proc = await spawnPluginIntegrationTestProc(sandbox.folder, 'server.mjs', agent.port, undefined, {
+        VERSION: version
+      })
+      proc.url += '/missing'
+
+      return curlAndAssertMessage(agent, proc, ({ headers, payload }) => {
+        assertObjectContains(headers, { host: `127.0.0.1:${agent.port}` })
         assertObjectContains(payload, [[{ name: 'hono.request', resource: 'GET' }]])
       })
     }).timeout(50000)
diff --git a/packages/datadog-plugin-hono/test/integration-test/server.mjs b/packages/datadog-plugin-hono/test/integration-test/server.mjs
index 8630dd2ac87..b8ec620436e 100644
--- a/packages/datadog-plugin-hono/test/integration-test/server.mjs
+++ b/packages/datadog-plugin-hono/test/integration-test/server.mjs
@@ -2,10 +2,34 @@ import 'dd-trace/init.js'
 import { Hono } from 'hono'
 import { serve } from '@hono/node-server'
 
+import process from 'node:process'
+
 const app = new Hono()
 
+const version = process.env.VERSION.split('.').map(Number)
+
+const hasCombine = version[0] > 4 || version[0] === 4 && version[1] >= 5
+const response = 'green energy\n'
+
+if (hasCombine) {
+  const { every } = await import('hono/combine')
+  app.use(every(async (context, next) => {
+    context.set('response', response)
+    return next()
+  }))
+} else {
+  app.use(async (context, next) => {
+    context.set('response', response)
+    return next()
+  })
+}
+
 app.get('/hello', (c) => {
-  return c.text('green energy\n')
+  const res = c.get('response')
+  if (res !== response) {
+    throw new Error(`Expected response to be "${response}", got "${res}"`)
+  }
+  return c.text(res)
 })
 
 serve({
diff --git a/packages/datadog-plugin-ioredis/test/integration-test/client.spec.js b/packages/datadog-plugin-ioredis/test/integration-test/client.spec.js
index a328b846952..ed52f073e36 100644
--- a/packages/datadog-plugin-ioredis/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-ioredis/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-iovalkey/test/integration-test/client.spec.js b/packages/datadog-plugin-iovalkey/test/integration-test/client.spec.js
index 42a682ca844..26172421d66 100644
--- a/packages/datadog-plugin-iovalkey/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-iovalkey/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-jest/test/circus.spec.js b/packages/datadog-plugin-jest/test/circus.spec.js
index b01e217b074..2339ce3f549 100644
--- a/packages/datadog-plugin-jest/test/circus.spec.js
+++ b/packages/datadog-plugin-jest/test/circus.spec.js
@@ -7,6 +7,7 @@ const semver = require('semver')
 
 const { ORIGIN_KEY, COMPONENT, ERROR_MESSAGE } = require('../../dd-trace/src/constants')
 const agent = require('../../dd-trace/test/plugins/agent')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 const {
   TEST_FRAMEWORK,
   TEST_TYPE,
diff --git a/packages/datadog-plugin-kafkajs/test/integration-test/client.spec.js b/packages/datadog-plugin-kafkajs/test/integration-test/client.spec.js
index af231c00915..53561ae19a8 100644
--- a/packages/datadog-plugin-kafkajs/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-kafkajs/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-koa/test/index.spec.js b/packages/datadog-plugin-koa/test/index.spec.js
index c008a844940..b683192992a 100644
--- a/packages/datadog-plugin-koa/test/index.spec.js
+++ b/packages/datadog-plugin-koa/test/index.spec.js
@@ -5,6 +5,7 @@ const axios = require('axios')
 const semver = require('semver')
 const { ERROR_TYPE } = require('../../dd-trace/src/constants')
 const agent = require('../../dd-trace/test/plugins/agent')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 const sort = spans => spans.sort((a, b) => a.start.toString() >= b.start.toString() ? 1 : -1)
 
diff --git a/packages/datadog-plugin-koa/test/integration-test/client.spec.js b/packages/datadog-plugin-koa/test/integration-test/client.spec.js
index 2216dd6129e..d1f1a430b4e 100644
--- a/packages/datadog-plugin-koa/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-koa/test/integration-test/client.spec.js
@@ -7,6 +7,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-langchain/test/index.spec.js b/packages/datadog-plugin-langchain/test/index.spec.js
index 0386f17bf37..b8a908353ba 100644
--- a/packages/datadog-plugin-langchain/test/index.spec.js
+++ b/packages/datadog-plugin-langchain/test/index.spec.js
@@ -3,43 +3,10 @@
 const { useEnv } = require('../../../integration-tests/helpers')
 const agent = require('../../dd-trace/test/plugins/agent')
 const iastFilter = require('../../dd-trace/src/appsec/iast/taint-tracking/filter')
-
-const nock = require('nock')
-const semver = require('semver')
-function stubCall ({ base = '', path = '', code = 200, response = {} }) {
-  const responses = Array.isArray(response) ? response : [response]
-  const times = responses.length
-  nock(base).post(path).times(times).reply(() => {
-    return [code, responses.shift()]
-  })
-}
-const openAiBaseCompletionInfo = { base: 'https://api.openai.com', path: '/v1/completions' }
-const openAiBaseChatInfo = { base: 'https://api.openai.com', path: '/v1/chat/completions' }
-const openAiBaseEmbeddingInfo = { base: 'https://api.openai.com', path: '/v1/embeddings' }
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 const isDdTrace = iastFilter.isDdTrace
 
-function stubSingleEmbedding (langchainOpenaiOpenAiVersion) {
-  if (semver.satisfies(langchainOpenaiOpenAiVersion, '>=4.91.0')) {
-    stubCall({
-      ...openAiBaseEmbeddingInfo,
-      response: require('./fixtures/single-embedding.json')
-    })
-  } else {
-    stubCall({
-      ...openAiBaseEmbeddingInfo,
-      response: {
-        object: 'list',
-        data: [{
-          object: 'embedding',
-          index: 0,
-          embedding: Array(1536).fill(0)
-        }]
-      }
-    })
-  }
-}
-
 describe('Plugin', () => {
   let langchainOpenai
   let langchainAnthropic
@@ -51,25 +18,63 @@ describe('Plugin', () => {
   let langchainRunnables
   let langchainTools
   let MemoryVectorStore
-  /**
-   * In OpenAI 4.91.0, the default response format for embeddings was changed from `float` to `base64`.
-   * We do not have control in @langchain/openai embeddings to change this for an individual call,
-   * so we need to check the version and stub the response accordingly. If the OpenAI version installed with
-   * @langchain/openai is less than 4.91.0, we stub the response to be a float array of zeros.
-   * If it is 4.91.0 or greater, we stub with a pre-recorded fixture of a 1536 base64 encoded embedding.
-   */
-  let langchainOpenaiOpenAiVersion
-
-  // so we can verify it gets tagged properly
+
   useEnv({
     OPENAI_API_KEY: '<not-a-real-key>',
     ANTHROPIC_API_KEY: '<not-a-real-key>',
     GOOGLE_API_KEY: '<not-a-real-key>'
   })
 
+  function getLangChainOpenAiClient (type = 'llm', options = {}) {
+    Object.assign(options, {
+      configuration: {
+        baseURL: 'http://127.0.0.1:9126/vcr/openai'
+      }
+    })
+
+    if (type === 'llm') {
+      return new langchainOpenai.OpenAI(options)
+    }
+
+    if (type === 'chat') {
+      return new langchainOpenai.ChatOpenAI(options)
+    }
+
+    if (type === 'embedding') {
+      return new langchainOpenai.OpenAIEmbeddings(options)
+    }
+
+    throw new Error(`Invalid type: ${type}`)
+  }
+
+  function getLangChainAnthropicClient (type = 'chat', options = {}) {
+    Object.assign(options, {
+      clientOptions: {
+        baseURL: 'http://127.0.0.1:9126/vcr/anthropic'
+      }
+    })
+
+    if (type === 'chat') {
+      return new langchainAnthropic.ChatAnthropic(options)
+    }
+
+    throw new Error(`Invalid type: ${type}`)
+  }
+
+  function getLangChainGoogleGenAIClient (type = 'embedding', options = {}) {
+    Object.assign(options, {
+      baseUrl: 'http://127.0.0.1:9126/vcr/genai'
+    })
+
+    if (type === 'embedding') {
+      return new langchainGoogleGenAI.GoogleGenerativeAIEmbeddings(options)
+    }
+
+    throw new Error(`Invalid type: ${type}`)
+  }
+
   describe('langchain', () => {
-    // TODO(sabrenner): remove this once we have the more robust mocking merged
-    withVersions('langchain', ['@langchain/core'], '<0.3.60', version => {
+    withVersions('langchain', ['@langchain/core'], (version, _, realVersion) => {
       before(() => {
         iastFilter.isDdTrace = file => {
           if (file.includes('dd-trace-js/versions/')) {
@@ -109,21 +114,10 @@ describe('Plugin', () => {
         MemoryVectorStore = require(`../../../versions/@langchain/core@${version}`)
           .get('langchain/vectorstores/memory')
           .MemoryVectorStore
-
-        langchainOpenaiOpenAiVersion =
-          require(`../../../versions/langchain@${version}`)
-            .get('openai/version')
-            .VERSION
-      })
-
-      afterEach(() => {
-        nock.cleanAll()
       })
 
       describe('llm', () => {
         it('does not tag output on error', async () => {
-          nock('https://api.openai.com').post('/v1/completions').reply(403)
-
           const checkTraces = agent
             .assertSomeTraces(traces => {
               expect(traces[0].length).to.equal(1)
@@ -141,7 +135,9 @@ describe('Plugin', () => {
             })
 
           try {
-            const llm = new langchainOpenai.OpenAI({ model: 'gpt-3.5-turbo-instruct', maxRetries: 0 })
+            const llm = getLangChainOpenAiClient('llm',
+              { model: 'text-embedding-3-small', maxRetries: 0 }
+            ) // use this bad model (embedding model not compatible)
             await llm.generate(['what is 2 + 2?'])
           } catch {}
 
@@ -149,21 +145,7 @@ describe('Plugin', () => {
         })
 
         it('instruments a langchain llm call for a single prompt', async () => {
-          stubCall({
-            ...openAiBaseCompletionInfo,
-            response: {
-              model: 'gpt-3.5-turbo-instruct',
-              choices: [{
-                text: 'The answer is 4',
-                index: 0,
-                logprobs: null,
-                finish_reason: 'length'
-              }],
-              usage: { prompt_tokens: 8, completion_tokens: 12, otal_tokens: 20 }
-            }
-          })
-
-          const llm = new langchainOpenai.OpenAI({ model: 'gpt-3.5-turbo-instruct' })
+          const llm = getLangChainOpenAiClient('llm', { model: 'gpt-3.5-turbo-instruct' })
           const checkTraces = agent
             .assertSomeTraces(traces => {
               expect(traces[0].length).to.equal(1)
@@ -179,31 +161,12 @@ describe('Plugin', () => {
 
           const result = await llm.generate(['what is 2 + 2?'])
 
-          expect(result.generations[0][0].text).to.equal('The answer is 4')
+          expect(result.generations[0][0].text).to.exist
 
           await checkTraces
         })
 
         it('instruments a langchain openai llm call for multiple prompts', async () => {
-          stubCall({
-            ...openAiBaseCompletionInfo,
-            response: {
-              model: 'gpt-3.5-turbo-instruct',
-              choices: [{
-                text: 'The answer is 4',
-                index: 0,
-                logprobs: null,
-                finish_reason: 'length'
-              }, {
-                text: 'The circumference of the earth is 24,901 miles',
-                index: 1,
-                logprobs: null,
-                finish_reason: 'length'
-              }],
-              usage: { prompt_tokens: 8, completion_tokens: 12, otal_tokens: 20 }
-            }
-          })
-
           const checkTraces = agent
             .assertSomeTraces(traces => {
               expect(traces[0].length).to.equal(1)
@@ -212,36 +175,16 @@ describe('Plugin', () => {
               expect(span.meta).to.have.property('langchain.request.model', 'gpt-3.5-turbo-instruct')
             })
 
-          const llm = new langchainOpenai.OpenAI({ model: 'gpt-3.5-turbo-instruct' })
+          const llm = getLangChainOpenAiClient('llm', { model: 'gpt-3.5-turbo-instruct' })
           const result = await llm.generate(['what is 2 + 2?', 'what is the circumference of the earth?'])
 
-          expect(result.generations[0][0].text).to.equal('The answer is 4')
-          expect(result.generations[1][0].text).to.equal('The circumference of the earth is 24,901 miles')
+          expect(result.generations[0][0].text).to.exist
+          expect(result.generations[1][0].text).to.exist
 
           await checkTraces
         })
 
         it('instruments a langchain openai llm call for a single prompt and multiple responses', async () => {
-          // it should only use the first choice
-          stubCall({
-            ...openAiBaseCompletionInfo,
-            response: {
-              model: 'gpt-3.5-turbo-instruct',
-              choices: [{
-                text: 'The answer is 4',
-                index: 0,
-                logprobs: null,
-                finish_reason: 'length'
-              }, {
-                text: '2 + 2 = 4',
-                index: 1,
-                logprobs: null,
-                finish_reason: 'length'
-              }],
-              usage: { prompt_tokens: 8, completion_tokens: 12, otal_tokens: 20 }
-            }
-          })
-
           const checkTraces = agent
             .assertSomeTraces(traces => {
               expect(traces[0].length).to.equal(1)
@@ -251,11 +194,11 @@ describe('Plugin', () => {
               expect(span.meta).to.have.property('langchain.request.model', 'gpt-3.5-turbo-instruct')
             })
 
-          const llm = new langchainOpenai.OpenAI({ model: 'gpt-3.5-turbo-instruct', n: 2 })
+          const llm = getLangChainOpenAiClient('llm', { model: 'gpt-3.5-turbo-instruct', n: 2 })
           const result = await llm.generate(['what is 2 + 2?'])
 
-          expect(result.generations[0][0].text).to.equal('The answer is 4')
-          expect(result.generations[0][1].text).to.equal('2 + 2 = 4')
+          expect(result.generations[0][0].text).to.exist
+          expect(result.generations[0][1].text).to.exist
 
           await checkTraces
         })
@@ -263,8 +206,6 @@ describe('Plugin', () => {
 
       describe('chat model', () => {
         it('does not tag output on error', async () => {
-          nock('https://api.openai.com').post('/v1/chat/completions').reply(403)
-
           const checkTraces = agent
             .assertSomeTraces(traces => {
               expect(traces[0].length).to.equal(1)
@@ -281,7 +222,7 @@ describe('Plugin', () => {
             })
 
           try {
-            const chatModel = new langchainOpenai.ChatOpenAI({ model: 'gpt-4', maxRetries: 0 })
+            const chatModel = getLangChainOpenAiClient('chat', { model: 'gpt-3.5-turbo-instruct', maxRetries: 0 })
             await chatModel.invoke('Hello!')
           } catch {}
 
@@ -289,26 +230,6 @@ describe('Plugin', () => {
         })
 
         it('instruments a langchain openai chat model call for a single string prompt', async () => {
-          stubCall({
-            ...openAiBaseChatInfo,
-            response: {
-              model: 'gpt-4',
-              usage: {
-                prompt_tokens: 37,
-                completion_tokens: 10,
-                total_tokens: 47
-              },
-              choices: [{
-                message: {
-                  role: 'assistant',
-                  content: 'Hello! How can I assist you today?'
-                },
-                finish_reason: 'length',
-                index: 0
-              }]
-            }
-          })
-
           const checkTraces = agent
             .assertSomeTraces(traces => {
               expect(traces[0].length).to.equal(1)
@@ -322,35 +243,15 @@ describe('Plugin', () => {
               expect(span.meta).to.have.property('langchain.request.type', 'chat_model')
             })
 
-          const chatModel = new langchainOpenai.ChatOpenAI({ model: 'gpt-4' })
+          const chatModel = getLangChainOpenAiClient('chat', { model: 'gpt-4' })
           const result = await chatModel.invoke('Hello!')
 
-          expect(result.content).to.equal('Hello! How can I assist you today?')
+          expect(result.content).to.exist
 
           await checkTraces
         })
 
         it('instruments a langchain openai chat model call for a JSON message input', async () => {
-          stubCall({
-            ...openAiBaseChatInfo,
-            response: {
-              model: 'gpt-4',
-              usage: {
-                prompt_tokens: 37,
-                completion_tokens: 10,
-                total_tokens: 47
-              },
-              choices: [{
-                message: {
-                  role: 'assistant',
-                  content: 'Hi!'
-                },
-                finish_reason: 'length',
-                index: 0
-              }]
-            }
-          })
-
           const checkTraces = agent
             .assertSomeTraces(traces => {
               expect(traces[0].length).to.equal(1)
@@ -360,39 +261,19 @@ describe('Plugin', () => {
               expect(span.meta).to.have.property('langchain.request.model', 'gpt-4')
             })
 
-          const chatModel = new langchainOpenai.ChatOpenAI({ model: 'gpt-4' })
+          const chatModel = getLangChainOpenAiClient('chat', { model: 'gpt-4' })
           const messages = [
             { role: 'system', content: 'You only respond with one word answers' },
             { role: 'human', content: 'Hello!' }
           ]
 
           const result = await chatModel.invoke(messages)
-          expect(result.content).to.equal('Hi!')
+          expect(result.content).to.exist
 
           await checkTraces
         })
 
         it('instruments a langchain openai chat model call for a BaseMessage-like input', async () => {
-          stubCall({
-            ...openAiBaseChatInfo,
-            response: {
-              model: 'gpt-4',
-              usage: {
-                prompt_tokens: 37,
-                completion_tokens: 10,
-                total_tokens: 47
-              },
-              choices: [{
-                message: {
-                  role: 'assistant',
-                  content: 'Hi!'
-                },
-                finish_reason: 'length',
-                index: 0
-              }]
-            }
-          })
-
           const checkTraces = agent
             .assertSomeTraces(traces => {
               expect(traces[0].length).to.equal(1)
@@ -402,44 +283,19 @@ describe('Plugin', () => {
               expect(span.meta).to.have.property('langchain.request.model', 'gpt-4')
             })
 
-          const chatModel = new langchainOpenai.ChatOpenAI({ model: 'gpt-4' })
+          const chatModel = getLangChainOpenAiClient('chat', { model: 'gpt-4' })
           const messages = [
             new langchainMessages.SystemMessage('You only respond with one word answers'),
             new langchainMessages.HumanMessage('Hello!')
           ]
           const result = await chatModel.invoke(messages)
 
-          expect(result.content).to.equal('Hi!')
+          expect(result.content).to.exist
 
           await checkTraces
         })
 
         it('instruments a langchain openai chat model call with tool calls', async () => {
-          stubCall({
-            ...openAiBaseChatInfo,
-            response: {
-              model: 'gpt-4',
-              choices: [{
-                message: {
-                  role: 'assistant',
-                  content: null,
-                  tool_calls: [
-                    {
-                      id: 'tool-1',
-                      type: 'function',
-                      function: {
-                        name: 'extract_fictional_info',
-                        arguments: '{"name":"SpongeBob","origin":"Bikini Bottom"}'
-                      }
-                    }
-                  ]
-                },
-                finish_reason: 'tool_calls',
-                index: 0
-              }]
-            }
-          })
-
           const checkTraces = agent
             .assertSomeTraces(traces => {
               expect(traces[0].length).to.equal(1)
@@ -451,19 +307,23 @@ describe('Plugin', () => {
 
           const tools = [
             {
-              name: 'extract_fictional_info',
-              description: 'Get the fictional information from the body of the input text',
-              parameters: {
-                type: 'object',
-                properties: {
-                  name: { type: 'string', description: 'Name of the character' },
-                  origin: { type: 'string', description: 'Where they live' }
+              type: 'function',
+              function: {
+                name: 'extract_fictional_info',
+                description: 'Get the fictional information from the body of the input text',
+                parameters: {
+                  type: 'object',
+                  properties: {
+                    name: { type: 'string', description: 'Name of the character' },
+                    origin: { type: 'string', description: 'Where they live' }
+                  }
                 }
               }
             }
           ]
 
-          const model = new langchainOpenai.ChatOpenAI({ model: 'gpt-4' })
+          const model = getLangChainOpenAiClient('chat', { model: 'gpt-4' })
+
           const modelWithTools = model.bindTools(tools)
 
           const result = await modelWithTools.invoke('My name is SpongeBob and I live in Bikini Bottom.')
@@ -474,23 +334,6 @@ describe('Plugin', () => {
         })
 
         it('instruments a langchain anthropic chat model call', async () => {
-          stubCall({
-            base: 'https://api.anthropic.com',
-            path: '/v1/messages',
-            response: {
-              id: 'msg_01NE2EJQcjscRyLbyercys6p',
-              type: 'message',
-              role: 'assistant',
-              model: 'claude-3-opus-20240229',
-              content: [
-                { type: 'text', text: 'Hello!' }
-              ],
-              stop_reason: 'end_turn',
-              stop_sequence: null,
-              usage: { input_tokens: 11, output_tokens: 6 }
-            }
-          })
-
           const checkTraces = agent
             .assertSomeTraces(traces => {
               expect(traces[0].length).to.equal(1)
@@ -504,10 +347,10 @@ describe('Plugin', () => {
               expect(span.meta).to.have.property('langchain.request.type', 'chat_model')
             })
 
-          const chatModel = new langchainAnthropic.ChatAnthropic({ model: 'claude-3-opus-20240229' })
+          const chatModel = getLangChainAnthropicClient('chat', { modelName: 'claude-3-5-sonnet-20241022' })
 
           const result = await chatModel.invoke('Hello!')
-          expect(result.content).to.equal('Hello!')
+          expect(result.content).to.exist
 
           await checkTraces
         })
@@ -515,8 +358,6 @@ describe('Plugin', () => {
 
       describe('chain', () => {
         it('does not tag output on error', async () => {
-          nock('https://api.openai.com').post('/v1/chat/completions').reply(403)
-
           const checkTraces = agent
             .assertSomeTraces(traces => {
               expect(traces[0].length).to.equal(2)
@@ -534,7 +375,8 @@ describe('Plugin', () => {
             })
 
           try {
-            const model = new langchainOpenai.ChatOpenAI({ model: 'gpt-4', maxRetries: 0 })
+            // use a bad model
+            const model = getLangChainOpenAiClient('chat', { model: 'gpt-3.5-turbo-instruct', maxRetries: 0 })
             const parser = new langchainOutputParsers.StringOutputParser()
 
             const chain = model.pipe(parser)
@@ -546,26 +388,6 @@ describe('Plugin', () => {
         })
 
         it('instruments a langchain chain with a single openai chat model call', async () => {
-          stubCall({
-            ...openAiBaseChatInfo,
-            response: {
-              model: 'gpt-4',
-              usage: {
-                prompt_tokens: 37,
-                completion_tokens: 10,
-                total_tokens: 47
-              },
-              choices: [{
-                message: {
-                  role: 'assistant',
-                  content: 'Hi!'
-                },
-                finish_reason: 'length',
-                index: 0
-              }]
-            }
-          })
-
           const checkTraces = agent
             .assertSomeTraces(traces => {
               const spans = traces[0]
@@ -581,7 +403,7 @@ describe('Plugin', () => {
               expect(chainSpan.meta).to.have.property('langchain.request.type', 'chain')
             })
 
-          const model = new langchainOpenai.ChatOpenAI({ model: 'gpt-4' })
+          const model = getLangChainOpenAiClient('chat', { model: 'gpt-4' })
           const parser = new langchainOutputParsers.StringOutputParser()
 
           const chain = model.pipe(parser)
@@ -591,35 +413,17 @@ describe('Plugin', () => {
           ]
           const result = await chain.invoke(messages)
 
-          expect(result).to.equal('Hi!')
+          expect(result).to.exist
 
           await checkTraces
         })
 
         it('instruments a complex langchain chain', async () => {
-          stubCall({
-            ...openAiBaseChatInfo,
-            response: {
-              model: 'gpt-4',
-              usage: {
-                prompt_tokens: 37,
-                completion_tokens: 10,
-                total_tokens: 47
-              },
-              choices: [{
-                message: {
-                  role: 'assistant',
-                  content: 'Why did the chicken cross the road? To get to the other side!'
-                }
-              }]
-            }
-          })
-
           const prompt = langchainPrompts.ChatPromptTemplate.fromTemplate(
             'Tell me a short joke about {topic} in the style of {style}'
           )
 
-          const model = new langchainOpenai.ChatOpenAI({ model: 'gpt-4' })
+          const model = getLangChainOpenAiClient('chat', { model: 'gpt-4' })
 
           const parser = new langchainOutputParsers.StringOutputParser()
 
@@ -647,51 +451,17 @@ describe('Plugin', () => {
 
           const result = await chain.invoke({ topic: 'chickens', style: 'dad joke' })
 
-          expect(result).to.equal('Why did the chicken cross the road? To get to the other side!')
+          expect(result).to.exist
 
           await checkTraces
         })
 
         it('instruments a batched call', async () => {
-          stubCall({
-            ...openAiBaseChatInfo,
-            response: [
-              {
-                model: 'gpt-4',
-                usage: {
-                  prompt_tokens: 37,
-                  completion_tokens: 10,
-                  total_tokens: 47
-                },
-                choices: [{
-                  message: {
-                    role: 'assistant',
-                    content: 'Why did the chicken cross the road? To get to the other side!'
-                  }
-                }]
-              },
-              {
-                model: 'gpt-4',
-                usage: {
-                  prompt_tokens: 37,
-                  completion_tokens: 10,
-                  total_tokens: 47
-                },
-                choices: [{
-                  message: {
-                    role: 'assistant',
-                    content: 'Why was the dog confused? It was barking up the wrong tree!'
-                  }
-                }]
-              }
-            ]
-          })
-
           const prompt = langchainPrompts.ChatPromptTemplate.fromTemplate(
             'Tell me a joke about {topic}'
           )
           const parser = new langchainOutputParsers.StringOutputParser()
-          const model = new langchainOpenai.ChatOpenAI({ model: 'gpt-4' })
+          const model = getLangChainOpenAiClient('chat', { model: 'gpt-4' })
 
           const chain = langchainRunnables.RunnableSequence.from([
             {
@@ -715,8 +485,8 @@ describe('Plugin', () => {
           const result = await chain.batch(['chickens', 'dogs'])
 
           expect(result).to.have.length(2)
-          expect(result[0]).to.equal('Why did the chicken cross the road? To get to the other side!')
-          expect(result[1]).to.equal('Why was the dog confused? It was barking up the wrong tree!')
+          expect(result[0]).to.exist
+          expect(result[1]).to.exist
 
           await checkTraces
         })
@@ -724,19 +494,6 @@ describe('Plugin', () => {
         it('instruments a chain with a JSON output parser and tags it correctly', async function () {
           if (!langchainOutputParsers.JsonOutputParser) this.skip()
 
-          stubCall({
-            ...openAiBaseChatInfo,
-            response: {
-              choices: [{
-                message: {
-                  role: 'assistant',
-                  content: '{\n  "name": "John",\n  "age": 30\n}',
-                  refusal: null
-                }
-              }]
-            }
-          })
-
           const checkTraces = agent
             .assertSomeTraces(traces => {
               const spans = traces[0]
@@ -748,15 +505,12 @@ describe('Plugin', () => {
             })
 
           const parser = new langchainOutputParsers.JsonOutputParser()
-          const model = new langchainOpenai.ChatOpenAI({ model: 'gpt-3.5-turbo' })
+          const model = getLangChainOpenAiClient('chat', { model: 'gpt-3.5-turbo' })
 
           const chain = model.pipe(parser)
 
           const response = await chain.invoke('Generate a JSON object with name and age.')
-          expect(response).to.deep.equal({
-            name: 'John',
-            age: 30
-          })
+          expect(response).to.exist.and.be.an('object')
 
           await checkTraces
         })
@@ -765,8 +519,6 @@ describe('Plugin', () => {
       describe('embeddings', () => {
         describe('@langchain/openai', () => {
           it('does not tag output on error', async () => {
-            nock('https://api.openai.com').post('/v1/embeddings').reply(403)
-
             const checkTraces = agent
               .assertSomeTraces(traces => {
                 expect(traces[0].length).to.equal(1)
@@ -781,7 +533,8 @@ describe('Plugin', () => {
               })
 
             try {
-              const embeddings = new langchainOpenai.OpenAIEmbeddings()
+              // use a bad model
+              const embeddings = getLangChainOpenAiClient('embedding', { model: 'gpt-3.5-turbo-instruct' })
               await embeddings.embedQuery('Hello, world!')
             } catch {}
 
@@ -789,26 +542,7 @@ describe('Plugin', () => {
           })
 
           it('instruments a langchain openai embedQuery call', async () => {
-            if (semver.satisfies(langchainOpenaiOpenAiVersion, '>=4.91.0')) {
-              stubCall({
-                ...openAiBaseEmbeddingInfo,
-                response: require('./fixtures/single-embedding.json')
-              })
-            } else {
-              stubCall({
-                ...openAiBaseEmbeddingInfo,
-                response: {
-                  object: 'list',
-                  data: [{
-                    object: 'embedding',
-                    index: 0,
-                    embedding: Array(1536).fill(0)
-                  }]
-                }
-              })
-            }
-
-            const embeddings = new langchainOpenai.OpenAIEmbeddings()
+            const embeddings = getLangChainOpenAiClient('embedding')
 
             const checkTraces = agent
               .assertSomeTraces(traces => {
@@ -832,29 +566,6 @@ describe('Plugin', () => {
           })
 
           it('instruments a langchain openai embedDocuments call', async () => {
-            if (semver.satisfies(langchainOpenaiOpenAiVersion, '>=4.91.0')) {
-              stubCall({
-                ...openAiBaseEmbeddingInfo,
-                response: require('./fixtures/double-embedding.json')
-              })
-            } else {
-              stubCall({
-                ...openAiBaseEmbeddingInfo,
-                response: {
-                  object: 'list',
-                  data: [{
-                    object: 'embedding',
-                    index: 0,
-                    embedding: Array(1536).fill(0)
-                  }, {
-                    object: 'embedding',
-                    index: 1,
-                    embedding: Array(1536).fill(0)
-                  }]
-                }
-              })
-            }
-
             const checkTraces = agent
               .assertSomeTraces(traces => {
                 expect(traces[0].length).to.equal(1)
@@ -865,7 +576,7 @@ describe('Plugin', () => {
                 expect(span.meta).to.have.property('langchain.request.model', 'text-embedding-ada-002')
               })
 
-            const embeddings = new langchainOpenai.OpenAIEmbeddings()
+            const embeddings = getLangChainOpenAiClient('embedding')
 
             const documents = ['Hello, world!', 'Goodbye, world!']
             const result = await embeddings.embedDocuments(documents)
@@ -879,37 +590,10 @@ describe('Plugin', () => {
         })
 
         describe('@langchain/google-genai', () => {
-          let response
-          let originalFetch
-
-          beforeEach(() => {
-            // we don't have a good way to `nock` the requests
-            // they utilize `fetch`, so we'll temporarily patch it instead
-            originalFetch = global.fetch
-            global.fetch = async function () {
-              return Promise.resolve(response)
-            }
-          })
-
-          afterEach(() => {
-            global.fetch = originalFetch
-          })
-
-          // version compatibility issues on lower versions
           it('instruments a langchain google-genai embedQuery call', async function () {
             if (!langchainGoogleGenAI) this.skip()
-            response = {
-              json () {
-                return {
-                  embedding: {
-                    values: [-0.0034387498, -0.026400521]
-                  }
-                }
-              },
-              ok: true
-            }
 
-            const embeddings = new langchainGoogleGenAI.GoogleGenerativeAIEmbeddings({
+            const embeddings = getLangChainGoogleGenAIClient('embedding', {
               model: 'text-embedding-004',
               taskType: 'RETRIEVAL_DOCUMENT',
               title: 'Document title'
@@ -930,8 +614,7 @@ describe('Plugin', () => {
 
             const query = 'Hello, world!'
             const result = await embeddings.embedQuery(query)
-            expect(result).to.have.length(2)
-            expect(result).to.deep.equal([-0.0034387498, -0.026400521])
+            expect(result).to.have.length(768)
 
             await checkTraces
           })
@@ -997,10 +680,7 @@ describe('Plugin', () => {
         let vectorstore
 
         beforeEach(async () => {
-          // need to mock out adding a document to the vectorstore
-          stubSingleEmbedding(langchainOpenaiOpenAiVersion)
-
-          const embeddings = new langchainOpenai.OpenAIEmbeddings()
+          const embeddings = getLangChainOpenAiClient('embedding')
           vectorstore = new MemoryVectorStore(embeddings)
 
           const document = {
@@ -1013,8 +693,6 @@ describe('Plugin', () => {
         })
 
         it('traces a vectorstore similaritySearch call', async () => {
-          stubSingleEmbedding(langchainOpenaiOpenAiVersion)
-
           const checkTraces = agent.assertSomeTraces(traces => {
             const spans = traces[0]
 
@@ -1038,8 +716,6 @@ describe('Plugin', () => {
         })
 
         it('traces a vectorstore similaritySearchWithScore call', async () => {
-          stubSingleEmbedding(langchainOpenaiOpenAiVersion)
-
           const checkTraces = agent.assertSomeTraces(traces => {
             const spans = traces[0]
 
diff --git a/packages/datadog-plugin-langchain/test/integration-test/client.spec.js b/packages/datadog-plugin-langchain/test/integration-test/client.spec.js
index 1e8b72171a5..46cdcd89096 100644
--- a/packages/datadog-plugin-langchain/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-langchain/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-langchain/test/integration-test/server.mjs b/packages/datadog-plugin-langchain/test/integration-test/server.mjs
index a0ce6b49f1b..edae7bd7c69 100644
--- a/packages/datadog-plugin-langchain/test/integration-test/server.mjs
+++ b/packages/datadog-plugin-langchain/test/integration-test/server.mjs
@@ -1,22 +1,12 @@
 import { OpenAI } from '@langchain/openai'
 import { StringOutputParser } from '@langchain/core/output_parsers'
-import nock from 'nock'
-
-nock('https://api.openai.com:443')
-  .post('/v1/completions')
-  .reply(200, {
-    model: 'gpt-3.5-turbo-instruct',
-    choices: [{
-      text: 'The answer is 4',
-      index: 0,
-      logprobs: null,
-      finish_reason: 'length'
-    }],
-    usage: { prompt_tokens: 8, completion_tokens: 12, otal_tokens: 20 }
-  })
 
 const llm = new OpenAI({
-  apiKey: '<not-a-real-key>'
+  apiKey: '<not-a-real-key>',
+  configuration: {
+    baseURL: 'http://127.0.0.1:9126/vcr/openai'
+  },
+  model: 'gpt-3.5-turbo-instruct'
 })
 
 const parser = new StringOutputParser()
diff --git a/packages/datadog-plugin-limitd-client/test/index.spec.js b/packages/datadog-plugin-limitd-client/test/index.spec.js
index c1852d2296e..bf8ad54cb32 100644
--- a/packages/datadog-plugin-limitd-client/test/index.spec.js
+++ b/packages/datadog-plugin-limitd-client/test/index.spec.js
@@ -2,6 +2,7 @@
 
 const { storage } = require('../../datadog-core')
 const agent = require('../../dd-trace/test/plugins/agent')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 describe('Plugin', () => {
   let LimitdClient
diff --git a/packages/datadog-plugin-limitd-client/test/integration-test/client.spec.js b/packages/datadog-plugin-limitd-client/test/integration-test/client.spec.js
index 5ed8cd12c9d..9f82020cc4f 100644
--- a/packages/datadog-plugin-limitd-client/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-limitd-client/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-mariadb/test/integration-test/client.spec.js b/packages/datadog-plugin-mariadb/test/integration-test/client.spec.js
index 8ff3272fba9..c8857d64ee9 100644
--- a/packages/datadog-plugin-mariadb/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-mariadb/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-memcached/test/integration-test/client.spec.js b/packages/datadog-plugin-memcached/test/integration-test/client.spec.js
index 78012aa8b3a..3ce696b5947 100644
--- a/packages/datadog-plugin-memcached/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-memcached/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-microgateway-core/test/index.spec.js b/packages/datadog-plugin-microgateway-core/test/index.spec.js
index 449690f8b9b..f0f3ecd0701 100644
--- a/packages/datadog-plugin-microgateway-core/test/index.spec.js
+++ b/packages/datadog-plugin-microgateway-core/test/index.spec.js
@@ -6,6 +6,7 @@ const os = require('os')
 const semver = require('semver')
 const agent = require('../../dd-trace/test/plugins/agent')
 const proxy = require('./proxy')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 const { ERROR_MESSAGE, ERROR_TYPE, ERROR_STACK } = require('../../dd-trace/src/constants')
 
 describe('Plugin', () => {
diff --git a/packages/datadog-plugin-microgateway-core/test/integration-test/client.spec.js b/packages/datadog-plugin-microgateway-core/test/integration-test/client.spec.js
index 840c5646742..15a274a1ab0 100644
--- a/packages/datadog-plugin-microgateway-core/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-microgateway-core/test/integration-test/client.spec.js
@@ -7,6 +7,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-mocha/test/index.spec.js b/packages/datadog-plugin-mocha/test/index.spec.js
index ba903aba9f9..3d8f9d4b724 100644
--- a/packages/datadog-plugin-mocha/test/index.spec.js
+++ b/packages/datadog-plugin-mocha/test/index.spec.js
@@ -7,6 +7,7 @@ const nock = require('nock')
 const semver = require('semver')
 
 const agent = require('../../dd-trace/test/plugins/agent')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 const { ORIGIN_KEY, COMPONENT, ERROR_MESSAGE, ERROR_STACK, ERROR_TYPE } = require('../../dd-trace/src/constants')
 const {
   TEST_FRAMEWORK,
diff --git a/packages/datadog-plugin-moleculer/test/integration-test/client.spec.js b/packages/datadog-plugin-moleculer/test/integration-test/client.spec.js
index 2d59d81eba3..127aa7fd988 100644
--- a/packages/datadog-plugin-moleculer/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-moleculer/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-mongodb-core/test/integration-test/client.spec.js b/packages/datadog-plugin-mongodb-core/test/integration-test/client.spec.js
index 1013476a33f..2acdeed097a 100644
--- a/packages/datadog-plugin-mongodb-core/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-mongodb-core/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-mongoose/test/integration-test/client.spec.js b/packages/datadog-plugin-mongoose/test/integration-test/client.spec.js
index 3627dd079d0..ce5fb9f67c6 100644
--- a/packages/datadog-plugin-mongoose/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-mongoose/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-mysql/test/integration-test/client.spec.js b/packages/datadog-plugin-mysql/test/integration-test/client.spec.js
index 36e2c445458..a5716e1b7a6 100644
--- a/packages/datadog-plugin-mysql/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-mysql/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-mysql2/test/integration-test/client.spec.js b/packages/datadog-plugin-mysql2/test/integration-test/client.spec.js
index 8e7a148d7e1..c21aa72b5c9 100644
--- a/packages/datadog-plugin-mysql2/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-mysql2/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-next/test/integration-test/client.spec.js b/packages/datadog-plugin-next/test/integration-test/client.spec.js
index 1265e91b1f5..e249ff7d068 100644
--- a/packages/datadog-plugin-next/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-next/test/integration-test/client.spec.js
@@ -7,6 +7,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 const hookFile = 'dd-trace/loader-hook.mjs'
diff --git a/packages/datadog-plugin-openai/test/index.spec.js b/packages/datadog-plugin-openai/test/index.spec.js
index 3e6c1e93883..c5baa4dcc1d 100644
--- a/packages/datadog-plugin-openai/test/index.spec.js
+++ b/packages/datadog-plugin-openai/test/index.spec.js
@@ -12,6 +12,7 @@ const { DogStatsDClient } = require('../../dd-trace/src/dogstatsd')
 const { NoopExternalLogger } = require('../../dd-trace/src/external-logger/src')
 const Sampler = require('../../dd-trace/src/sampler')
 const { useEnv } = require('../../../integration-tests/helpers')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 const tracerRequirePath = '../../dd-trace'
 
diff --git a/packages/datadog-plugin-openai/test/integration-test/client.spec.js b/packages/datadog-plugin-openai/test/integration-test/client.spec.js
index eca9ec9da27..2144c78eade 100644
--- a/packages/datadog-plugin-openai/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-openai/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-opensearch/test/integration-test/client.spec.js b/packages/datadog-plugin-opensearch/test/integration-test/client.spec.js
index 7121c2acf72..34badfcfb93 100644
--- a/packages/datadog-plugin-opensearch/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-opensearch/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-oracledb/test/integration-test/client.spec.js b/packages/datadog-plugin-oracledb/test/integration-test/client.spec.js
index f486e69e1cd..551b40fc92a 100644
--- a/packages/datadog-plugin-oracledb/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-oracledb/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-pg/src/index.js b/packages/datadog-plugin-pg/src/index.js
index 7b53df04003..76003ce00dc 100644
--- a/packages/datadog-plugin-pg/src/index.js
+++ b/packages/datadog-plugin-pg/src/index.js
@@ -8,7 +8,8 @@ class PGPlugin extends DatabasePlugin {
   static operation = 'query'
   static system = 'postgres'
 
-  start ({ params = {}, query, processId, stream }) {
+  bindStart (ctx) {
+    const { params = {}, query, processId, stream } = ctx
     const service = this.serviceName({ pluginConfig: this.config, params })
     const originalStatement = this.maybeTruncate(query.text)
 
@@ -25,13 +26,15 @@ class PGPlugin extends DatabasePlugin {
         'out.host': params.host,
         [CLIENT_PORT_KEY]: params.port
       }
-    })
+    }, ctx)
 
     if (stream) {
       span.setTag('db.stream', 1)
     }
 
     query.__ddInjectableQuery = this.injectDbmQuery(span, query.text, service, !!query.name)
+
+    return ctx.currentStore
   }
 }
 
diff --git a/packages/datadog-plugin-pg/test/integration-test/client.spec.js b/packages/datadog-plugin-pg/test/integration-test/client.spec.js
index 18e97dac50e..16a6cd2f6c1 100644
--- a/packages/datadog-plugin-pg/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-pg/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-pino/test/integration-test/client.spec.js b/packages/datadog-plugin-pino/test/integration-test/client.spec.js
index 389b765eaa9..b97f0885ac8 100644
--- a/packages/datadog-plugin-pino/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-pino/test/integration-test/client.spec.js
@@ -5,6 +5,7 @@ const {
   createSandbox,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { expect } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-protobufjs/test/index.spec.js b/packages/datadog-plugin-protobufjs/test/index.spec.js
index 30e95687bac..42ba3053608 100644
--- a/packages/datadog-plugin-protobufjs/test/index.spec.js
+++ b/packages/datadog-plugin-protobufjs/test/index.spec.js
@@ -1,9 +1,10 @@
 'use strict'
 
 const fs = require('fs')
+const path = require('path')
 const { expect } = require('chai')
 const agent = require('../../dd-trace/test/plugins/agent')
-const path = require('path')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 const {
   SCHEMA_DEFINITION,
   SCHEMA_ID,
diff --git a/packages/datadog-plugin-redis/test/integration-test/client.spec.js b/packages/datadog-plugin-redis/test/integration-test/client.spec.js
index 89836ba66d8..35e400b4458 100644
--- a/packages/datadog-plugin-redis/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-redis/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-restify/test/index.spec.js b/packages/datadog-plugin-restify/test/index.spec.js
index fa26a3b8ae3..cca2c018780 100644
--- a/packages/datadog-plugin-restify/test/index.spec.js
+++ b/packages/datadog-plugin-restify/test/index.spec.js
@@ -5,6 +5,7 @@ const axios = require('axios')
 const semver = require('semver')
 const agent = require('../../dd-trace/test/plugins/agent')
 const { ERROR_MESSAGE } = require('../../dd-trace/src/constants')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 describe('Plugin', () => {
   let tracer
diff --git a/packages/datadog-plugin-restify/test/integration-test/client.spec.js b/packages/datadog-plugin-restify/test/integration-test/client.spec.js
index 674dbc9bc08..cbf2d043272 100644
--- a/packages/datadog-plugin-restify/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-restify/test/integration-test/client.spec.js
@@ -7,6 +7,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-rhea/test/integration-test/client.spec.js b/packages/datadog-plugin-rhea/test/integration-test/client.spec.js
index cbcae01ecba..18e7c55de5c 100644
--- a/packages/datadog-plugin-rhea/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-rhea/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-router/test/index.spec.js b/packages/datadog-plugin-router/test/index.spec.js
index 892869d64e0..4165fd88588 100644
--- a/packages/datadog-plugin-router/test/index.spec.js
+++ b/packages/datadog-plugin-router/test/index.spec.js
@@ -7,6 +7,7 @@ const http = require('http')
 const { once } = require('events')
 const agent = require('../../dd-trace/test/plugins/agent')
 const web = require('../../dd-trace/src/plugins/util/web')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 
 const sort = spans => spans.sort((a, b) => a.start.toString() >= b.start.toString() ? 1 : -1)
 
diff --git a/packages/datadog-plugin-router/test/integration-test/client.spec.js b/packages/datadog-plugin-router/test/integration-test/client.spec.js
index 3b32836e64c..4759f2ffd85 100644
--- a/packages/datadog-plugin-router/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-router/test/integration-test/client.spec.js
@@ -7,6 +7,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-sharedb/test/index.spec.js b/packages/datadog-plugin-sharedb/test/index.spec.js
index 5e1934687f6..a0396991aa0 100644
--- a/packages/datadog-plugin-sharedb/test/index.spec.js
+++ b/packages/datadog-plugin-sharedb/test/index.spec.js
@@ -1,6 +1,7 @@
 'use strict'
 
 const agent = require('../../dd-trace/test/plugins/agent')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 const { ERROR_MESSAGE, ERROR_TYPE, ERROR_STACK } = require('../../dd-trace/src/constants')
 
 describe('Plugin', () => {
diff --git a/packages/datadog-plugin-sharedb/test/integration-test/client.spec.js b/packages/datadog-plugin-sharedb/test/integration-test/client.spec.js
index 9d2aa161ca8..da5915a7838 100644
--- a/packages/datadog-plugin-sharedb/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-sharedb/test/integration-test/client.spec.js
@@ -6,6 +6,7 @@ const {
   checkSpansForServiceName,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { assert } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/datadog-plugin-tedious/test/integration-test/client.spec.js b/packages/datadog-plugin-tedious/test/integration-test/client.spec.js
index aa32944f541..3e9fd0221b1 100644
--- a/packages/datadog-plugin-tedious/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-tedious/test/integration-test/client.spec.js
@@ -8,6 +8,7 @@ const {
 } = require('../../../../integration-tests/helpers')
 const { assert } = require('chai')
 const version = require('../../../../version.js')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 
 // tedious does not support node 20
 const describe = version.NODE_MAJOR >= 20
diff --git a/packages/datadog-plugin-winston/test/index.spec.js b/packages/datadog-plugin-winston/test/index.spec.js
index f32b079572e..224b6c52ea7 100644
--- a/packages/datadog-plugin-winston/test/index.spec.js
+++ b/packages/datadog-plugin-winston/test/index.spec.js
@@ -2,6 +2,7 @@
 
 const semver = require('semver')
 const agent = require('../../dd-trace/test/plugins/agent')
+const { withVersions } = require('../../dd-trace/test/setup/mocha')
 const http = require('http')
 const { expect } = require('chai')
 const proxyquire = require('proxyquire').noPreserveCache()
diff --git a/packages/datadog-plugin-winston/test/integration-test/client.spec.js b/packages/datadog-plugin-winston/test/integration-test/client.spec.js
index cb94108145a..496eaf890f7 100644
--- a/packages/datadog-plugin-winston/test/integration-test/client.spec.js
+++ b/packages/datadog-plugin-winston/test/integration-test/client.spec.js
@@ -5,6 +5,7 @@ const {
   createSandbox,
   spawnPluginIntegrationTestProc
 } = require('../../../../integration-tests/helpers')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 const { expect } = require('chai')
 
 describe('esm', () => {
diff --git a/packages/dd-trace/src/appsec/iast/analyzers/sql-injection-analyzer.js b/packages/dd-trace/src/appsec/iast/analyzers/sql-injection-analyzer.js
index b8795f809c4..2f2f5434b12 100644
--- a/packages/dd-trace/src/appsec/iast/analyzers/sql-injection-analyzer.js
+++ b/packages/dd-trace/src/appsec/iast/analyzers/sql-injection-analyzer.js
@@ -16,7 +16,10 @@ class SqlInjectionAnalyzer extends StoredInjectionAnalyzer {
   onConfigure () {
     this.addSub('apm:mysql:query:start', ({ sql }) => this.analyze(sql, undefined, 'MYSQL'))
     this.addSub('datadog:mysql2:outerquery:start', ({ sql }) => this.analyze(sql, undefined, 'MYSQL'))
-    this.addSub('apm:pg:query:start', ({ query }) => this.analyze(query.text, undefined, 'POSTGRES'))
+    this.addSub(
+      'apm:pg:query:start',
+      ({ originalText, query }) => this.analyze(originalText || query.text, undefined, 'POSTGRES')
+    )
 
     this.addBind(
       'datadog:sequelize:query:start',
@@ -24,17 +27,22 @@ class SqlInjectionAnalyzer extends StoredInjectionAnalyzer {
     )
     this.addSub('datadog:sequelize:query:finish', () => this.returnToParentStore())
 
-    this.addSub('datadog:pg:pool:query:start', ({ query }) => this.setStoreAndAnalyze(query.text, 'POSTGRES'))
+    this.addBind('datadog:pg:pool:query:start', ({ query }) => this.getStoreAndAnalyze(query.text, 'POSTGRES'))
     this.addSub('datadog:pg:pool:query:finish', () => this.returnToParentStore())
 
     this.addSub('datadog:mysql:pool:query:start', ({ sql }) => this.setStoreAndAnalyze(sql, 'MYSQL'))
     this.addSub('datadog:mysql:pool:query:finish', () => this.returnToParentStore())
 
-    this.addSub('datadog:knex:raw:start', ({ sql, dialect: knexDialect }) => {
+    this.addBind('datadog:knex:raw:start', (context) => {
+      const { sql, dialect: knexDialect } = context
       const dialect = this.normalizeKnexDialect(knexDialect)
-      this.setStoreAndAnalyze(sql, dialect)
+      const currentStore = this.getStoreAndAnalyze(sql, dialect)
+      context.currentStore = currentStore
+      return currentStore
     })
-    this.addSub('datadog:knex:raw:finish', () => this.returnToParentStore())
+
+    this.addBind('datadog:knex:raw:subscribes', ({ currentStore }) => currentStore)
+    this.addBind('datadog:knex:raw:finish', ({ currentStore }) => currentStore?.sqlParentStore)
   }
 
   setStoreAndAnalyze (query, dialect) {
@@ -54,8 +62,7 @@ class SqlInjectionAnalyzer extends StoredInjectionAnalyzer {
     }
   }
 
-  returnToParentStore () {
-    const store = storage('legacy').getStore()
+  returnToParentStore (store = storage('legacy').getStore()) {
     if (store && store.sqlParentStore) {
       storage('legacy').enterWith(store.sqlParentStore)
     }
diff --git a/packages/dd-trace/src/appsec/iast/taint-tracking/plugin.js b/packages/dd-trace/src/appsec/iast/taint-tracking/plugin.js
index 004d2aa410c..32a27cbacf6 100644
--- a/packages/dd-trace/src/appsec/iast/taint-tracking/plugin.js
+++ b/packages/dd-trace/src/appsec/iast/taint-tracking/plugin.js
@@ -139,12 +139,12 @@ class TaintTrackingPlugin extends SourceIastPlugin {
   addDatabaseSubscriptions () {
     this.addSub(
       { channelName: 'datadog:sequelize:query:finish', tag: SQL_ROW_VALUE },
-      ({ result }) => this._taintDatabaseResult(result, 'sequelize')
+      ({ result }) => this._taintDatabaseResult(result, 'sequelize', getIastContext(storage('legacy').getStore()))
     )
 
     this.addSub(
       { channelName: 'apm:pg:query:finish', tag: SQL_ROW_VALUE },
-      ({ result }) => this._taintDatabaseResult(result, 'pg')
+      ({ result, currentStore }) => this._taintDatabaseResult(result, 'pg', getIastContext(currentStore))
     )
   }
 
@@ -263,7 +263,7 @@ class TaintTrackingPlugin extends SourceIastPlugin {
     this.taintUrl(req, iastContext)
   }
 
-  _taintDatabaseResult (result, dbOrigin, iastContext = getIastContext(storage('legacy').getStore()), name) {
+  _taintDatabaseResult (result, dbOrigin, iastContext, name) {
     if (!iastContext) return result
 
     if (this._rowsToTaint === 0) return result
diff --git a/packages/dd-trace/src/appsec/recommended.json b/packages/dd-trace/src/appsec/recommended.json
index 4dc987ddfab..b39992af325 100644
--- a/packages/dd-trace/src/appsec/recommended.json
+++ b/packages/dd-trace/src/appsec/recommended.json
@@ -1,7 +1,7 @@
 {
   "version": "2.2",
   "metadata": {
-    "rules_version": "1.15.0"
+    "rules_version": "1.15.1"
   },
   "rules": [
     {
@@ -5539,6 +5539,7 @@
         "confidence": "0",
         "module": "waf"
       },
+      "max_version": "1.24.9",
       "conditions": [
         {
           "parameters": {
@@ -6671,7 +6672,10 @@
               {
                 "address": "graphql.server.resolver"
               }
-            ]
+            ],
+            "options": {
+              "path-inspection": true
+            }
           },
           "operator": "ssrf_detector"
         }
@@ -8916,6 +8920,271 @@
       "transformers": []
     }
   ],
+  "rules_compat": [
+    {
+      "id": "api-001-100",
+      "name": "JWT: No expiry is present",
+      "tags": {
+        "type": "jwt",
+        "category": "api_security",
+        "confidence": "0",
+        "module": "business-logic"
+      },
+      "min_version": "1.25.0",
+      "conditions": [
+        {
+          "parameters": {
+            "inputs": [
+              {
+                "address": "server.request.jwt",
+                "key_path": [
+                  "payload",
+                  "exp"
+                ]
+              }
+            ]
+          },
+          "operator": "!exists"
+        }
+      ],
+      "transformers": [],
+      "output": {
+        "event": false,
+        "keep": false,
+        "attributes": {
+          "_dd.appsec.api.jwt.no_expiry": {
+            "value": 1
+          }
+        }
+      }
+    },
+    {
+      "id": "api-001-110",
+      "name": "JWT: Collect algorithm used",
+      "tags": {
+        "type": "jwt",
+        "category": "api_security",
+        "confidence": "0",
+        "module": "business-logic"
+      },
+      "min_version": "1.25.0",
+      "conditions": [
+        {
+          "parameters": {
+            "inputs": [
+              {
+                "address": "server.request.jwt",
+                "key_path": [
+                  "header",
+                  "alg"
+                ]
+              }
+            ]
+          },
+          "operator": "exists"
+        }
+      ],
+      "transformers": [],
+      "output": {
+        "event": false,
+        "keep": false,
+        "attributes": {
+          "_dd.appsec.api.jwt_alg": {
+            "address": "server.request.jwt",
+            "key_path": [
+              "header",
+              "alg"
+            ]
+          }
+        }
+      }
+    },
+    {
+      "id": "api-001-120",
+      "name": "JWT: No audience is specified",
+      "tags": {
+        "type": "jwt",
+        "category": "api_security",
+        "confidence": "0",
+        "module": "business-logic"
+      },
+      "min_version": "1.25.0",
+      "conditions": [
+        {
+          "parameters": {
+            "inputs": [
+              {
+                "address": "server.request.jwt",
+                "key_path": [
+                  "payload",
+                  "aud"
+                ]
+              }
+            ]
+          },
+          "operator": "!exists"
+        }
+      ],
+      "transformers": [],
+      "output": {
+        "event": false,
+        "keep": false,
+        "attributes": {
+          "_dd.appsec.api.jwt.no_audience": {
+            "value": 1
+          }
+        }
+      }
+    },
+    {
+      "id": "api-001-130",
+      "name": "JWT: None algorithm used",
+      "tags": {
+        "type": "jwt",
+        "category": "api_security",
+        "confidence": "0",
+        "module": "business-logic"
+      },
+      "min_version": "1.25.0",
+      "conditions": [
+        {
+          "parameters": {
+            "inputs": [
+              {
+                "address": "server.request.jwt",
+                "key_path": [
+                  "header",
+                  "alg"
+                ]
+              }
+            ],
+            "list": [
+              "none",
+              "nonE",
+              "noNe",
+              "noNE",
+              "nOne",
+              "nOnE",
+              "nONe",
+              "nONE",
+              "None",
+              "NonE",
+              "NoNe",
+              "NoNE",
+              "NOne",
+              "NOnE",
+              "NONe",
+              "NONE"
+            ]
+          },
+          "operator": "exact_match"
+        }
+      ],
+      "transformers": [],
+      "output": {
+        "event": false,
+        "keep": true,
+        "attributes": {
+          "_dd.appsec.api.jwt.none_alg": {
+            "value": 1
+          }
+        }
+      }
+    },
+    {
+      "id": "ua0-600-551",
+      "name": "Datadog test scanner - scalar trace-tagging version: user-agent",
+      "tags": {
+        "type": "security_scanner",
+        "category": "attack_attempt",
+        "cwe": "200",
+        "capec": "1000/118/169",
+        "tool_name": "Datadog Canary Test",
+        "confidence": "1",
+        "module": "waf"
+      },
+      "min_version": "1.25.0",
+      "conditions": [
+        {
+          "parameters": {
+            "inputs": [
+              {
+                "address": "server.request.headers.no_cookies",
+                "key_path": [
+                  "user-agent"
+                ]
+              },
+              {
+                "address": "grpc.server.request.metadata",
+                "key_path": [
+                  "dd-canary"
+                ]
+              }
+            ],
+            "regex": "^dd-test-scanner-tag-scalar(?:$|/|\\s)"
+          },
+          "operator": "match_regex"
+        }
+      ],
+      "transformers": [],
+      "output": {
+        "event": false,
+        "attributes": {
+          "_dd.appsec.test.scanner.scalar": {
+            "value": 1
+          }
+        }
+      }
+    },
+    {
+      "id": "ua0-600-552",
+      "name": "Datadog test scanner - reference trace-tagging version: user-agent",
+      "tags": {
+        "type": "security_scanner",
+        "category": "attack_attempt",
+        "cwe": "200",
+        "capec": "1000/118/169",
+        "tool_name": "Datadog Canary Test",
+        "confidence": "1",
+        "module": "waf"
+      },
+      "min_version": "1.25.0",
+      "conditions": [
+        {
+          "parameters": {
+            "inputs": [
+              {
+                "address": "server.request.headers.no_cookies",
+                "key_path": [
+                  "user-agent"
+                ]
+              },
+              {
+                "address": "grpc.server.request.metadata",
+                "key_path": [
+                  "dd-canary"
+                ]
+              }
+            ],
+            "regex": "^dd-test-scanner-tag-ref(?:$|/|\\s)"
+          },
+          "operator": "match_regex"
+        }
+      ],
+      "transformers": [],
+      "output": {
+        "event": false,
+        "attributes": {
+          "_dd.appsec.test.scanner.reference": {
+            "address": "server.request.headers.no_cookies",
+            "key_path": [
+              "user-agent"
+            ]
+          }
+        }
+      }
+    }
+  ],
   "processors": [
     {
       "id": "http-endpoint-fingerprint",
diff --git a/packages/dd-trace/src/guardrails/telemetry.js b/packages/dd-trace/src/guardrails/telemetry.js
index 3930c9c15a9..dc4a2eb4d8a 100644
--- a/packages/dd-trace/src/guardrails/telemetry.js
+++ b/packages/dd-trace/src/guardrails/telemetry.js
@@ -22,7 +22,10 @@ var metadata = {
   runtime_name: 'nodejs',
   runtime_version: process.versions.node,
   tracer_version: tracerVersion,
-  pid: process.pid
+  pid: process.pid,
+  result: 'unknown',
+  result_reason: 'unknown',
+  result_class: 'unknown'
 }
 
 var seen = {}
@@ -64,14 +67,27 @@ function sendTelemetry (name, tags) {
   })
   proc.on('error', function () {
     log.error('Failed to spawn telemetry forwarder')
+    metadata.result = 'error'
+    metadata.result_class = 'internal_error'
+    metadata.result_reason = 'Failed to spawn telemetry forwarder'
   })
   proc.on('exit', function (code) {
-    if (code !== 0) {
+    if (code === 0) {
+      metadata.result = 'success'
+      metadata.result_class = 'success'
+      metadata.result_reason = 'Successfully configured ddtrace package'
+    } else {
       log.error('Telemetry forwarder exited with code', code)
+      metadata.result = 'error'
+      metadata.result_class = 'internal_error'
+      metadata.result_reason = 'Telemetry forwarder exited with code ' + code
     }
   })
   proc.stdin.on('error', function () {
     log.error('Failed to write telemetry data to telemetry forwarder')
+    metadata.result = 'error'
+    metadata.result_class = 'internal_error'
+    metadata.result_reason = 'Failed to write telemetry data to telemetry forwarder'
   })
   proc.stdin.end(JSON.stringify({ metadata: metadata, points: points }))
 }
diff --git a/packages/dd-trace/src/llmobs/plugins/ai/index.js b/packages/dd-trace/src/llmobs/plugins/ai/index.js
new file mode 100644
index 00000000000..e206de7febe
--- /dev/null
+++ b/packages/dd-trace/src/llmobs/plugins/ai/index.js
@@ -0,0 +1,351 @@
+'use strict'
+
+const BaseLLMObsPlugin = require('../base')
+const { getModelProvider } = require('../../../../../datadog-plugin-ai/src/utils')
+
+const { channel } = require('dc-polyfill')
+
+const toolCreationCh = channel('dd-trace:vercel-ai:tool')
+const setAttributesCh = channel('dd-trace:vercel-ai:span:setAttributes')
+
+const { MODEL_NAME, MODEL_PROVIDER, NAME } = require('../../constants/tags')
+const {
+  getSpanTags,
+  getOperation,
+  getUsage,
+  getJsonStringValue,
+  getModelMetadata,
+  getGenerationMetadata,
+  getToolNameFromTags,
+  getToolCallResultContent
+} = require('./util')
+
+const SPAN_NAME_TO_KIND_MAPPING = {
+  // embeddings
+  embed: 'workflow',
+  embedMany: 'workflow',
+  doEmbed: 'embedding',
+  // object generation
+  generateObject: 'workflow',
+  streamObject: 'workflow',
+  // text generation
+  generateText: 'workflow',
+  streamText: 'workflow',
+  // llm operations
+  doGenerate: 'llm',
+  doStream: 'llm',
+  // tools
+  toolCall: 'tool'
+}
+
+class VercelAILLMObsPlugin extends BaseLLMObsPlugin {
+  static id = 'ai'
+  static integration = 'ai'
+  static prefix = 'tracing:dd-trace:vercel-ai'
+
+  /**
+   * The available tools within the runtime scope of this integration.
+   * This essentially acts as a global registry for all tools made through the Vercel AI SDK.
+   * @type {Set<Record<string, any>>}
+   */
+  #availableTools
+
+  /**
+   * A mapping of tool call IDs to tool names.
+   * This is used to map the tool call ID to the tool name for the output message.
+   * @type {Record<string, string>}
+   */
+  #toolCallIdsToName
+
+  constructor (...args) {
+    super(...args)
+
+    this.#toolCallIdsToName = {}
+    this.#availableTools = new Set()
+    toolCreationCh.subscribe(toolArgs => {
+      this.#availableTools.add(toolArgs)
+    })
+
+    setAttributesCh.subscribe(({ ctx, attributes }) => {
+      Object.assign(ctx.attributes, attributes)
+    })
+  }
+
+  /**
+   * Does a best-effort attempt to find the right tool name for the given tool description.
+   * This is because the Vercel AI SDK does not tag tools by name properly, but
+   * rather by the index they were passed in. Tool names appear nowhere in the span tags.
+   *
+   * We use the tool description as the next best identifier for a tool.
+   *
+   * @param {string} toolDescription
+   * @returns {string}
+   */
+  findToolName (toolDescription) {
+    for (const availableTool of this.#availableTools) {
+      const description = availableTool.description
+      if (description === toolDescription) {
+        return availableTool.id
+      }
+    }
+  }
+
+  getLLMObsSpanRegisterOptions (ctx) {
+    const span = ctx.currentStore?.span
+    const operation = getOperation(span)
+    const kind = SPAN_NAME_TO_KIND_MAPPING[operation]
+    if (!kind) return
+
+    return { kind, name: operation }
+  }
+
+  setLLMObsTags (ctx) {
+    const span = ctx.currentStore?.span
+    if (!span) return
+
+    const operation = getOperation(span)
+    const kind = SPAN_NAME_TO_KIND_MAPPING[operation]
+    if (!kind) return
+
+    const tags = getSpanTags(ctx)
+
+    if (['embedding', 'llm'].includes(kind)) {
+      this._tagger._setTag(span, MODEL_NAME, tags['ai.model.id'])
+      this._tagger._setTag(span, MODEL_PROVIDER, getModelProvider(tags))
+    }
+
+    switch (operation) {
+      case 'embed':
+      case 'embedMany':
+        this.setEmbeddingWorkflowTags(span, tags)
+        break
+      case 'doEmbed':
+        this.setEmbeddingTags(span, tags)
+        break
+      case 'generateObject':
+      case 'streamObject':
+        this.setObjectGenerationTags(span, tags)
+        break
+      case 'generateText':
+      case 'streamText':
+        this.setTextGenerationTags(span, tags)
+        break
+      case 'doGenerate':
+      case 'doStream':
+        this.setLLMOperationTags(span, tags)
+        break
+      case 'toolCall':
+        this.setToolTags(span, tags)
+        break
+      default:
+        break
+    }
+  }
+
+  setEmbeddingWorkflowTags (span, tags) {
+    const inputs = tags['ai.value'] ?? tags['ai.values']
+    const parsedInputs = Array.isArray(inputs)
+      ? inputs.map(input => getJsonStringValue(input, ''))
+      : getJsonStringValue(inputs, '')
+
+    const embeddingsOutput = tags['ai.embedding'] ?? tags['ai.embeddings']
+    const isSingleEmbedding = !Array.isArray(embeddingsOutput)
+    const numberOfEmbeddings = isSingleEmbedding ? 1 : embeddingsOutput.length
+    const embeddingsLength = getJsonStringValue(isSingleEmbedding ? embeddingsOutput : embeddingsOutput?.[0], []).length
+    const output = `[${numberOfEmbeddings} embedding(s) returned with size ${embeddingsLength}]`
+
+    this._tagger.tagTextIO(span, parsedInputs, output)
+
+    const metadata = getGenerationMetadata(tags)
+    this._tagger.tagMetadata(span, metadata)
+  }
+
+  setEmbeddingTags (span, tags) {
+    const inputs = tags['ai.values']
+    if (!Array.isArray(inputs)) return
+
+    const parsedInputs = inputs.map(input => getJsonStringValue(input, ''))
+
+    const embeddingsOutput = tags['ai.embeddings']
+    const numberOfEmbeddings = embeddingsOutput?.length
+    const embeddingsLength = getJsonStringValue(embeddingsOutput?.[0], []).length
+    const output = `[${numberOfEmbeddings} embedding(s) returned with size ${embeddingsLength}]`
+
+    this._tagger.tagEmbeddingIO(span, parsedInputs, output)
+
+    const usage = tags['ai.usage.tokens']
+    this._tagger.tagMetrics(span, {
+      inputTokens: usage,
+      totalTokens: usage
+    })
+  }
+
+  setObjectGenerationTags (span, tags) {
+    const promptInfo = getJsonStringValue(tags['ai.prompt'], {})
+    const lastUserPrompt =
+      promptInfo.prompt ??
+      promptInfo.messages.reverse().find(message => message.role === 'user')?.content
+    const prompt = Array.isArray(lastUserPrompt) ? lastUserPrompt.map(part => part.text ?? '').join('') : lastUserPrompt
+
+    const output = tags['ai.response.object']
+
+    this._tagger.tagTextIO(span, prompt, output)
+
+    const metadata = getGenerationMetadata(tags) ?? {}
+    metadata.schema = getJsonStringValue(tags['ai.schema'], {})
+    this._tagger.tagMetadata(span, metadata)
+  }
+
+  setTextGenerationTags (span, tags) {
+    const promptInfo = getJsonStringValue(tags['ai.prompt'], {})
+    const lastUserPrompt =
+      promptInfo.prompt ??
+      promptInfo.messages.reverse().find(message => message.role === 'user')?.content
+    const prompt = Array.isArray(lastUserPrompt) ? lastUserPrompt.map(part => part.text ?? '').join('') : lastUserPrompt
+
+    const output = tags['ai.response.text']
+
+    this._tagger.tagTextIO(span, prompt, output)
+
+    const metadata = getGenerationMetadata(tags)
+    this._tagger.tagMetadata(span, metadata)
+  }
+
+  setLLMOperationTags (span, tags) {
+    const toolsForModel = tags['ai.prompt.tools']?.map(getJsonStringValue)
+
+    const inputMessages = getJsonStringValue(tags['ai.prompt.messages'], [])
+    const parsedInputMessages = []
+    for (const message of inputMessages) {
+      const formattedMessages = this.formatMessage(message, toolsForModel)
+      parsedInputMessages.push(...formattedMessages)
+    }
+
+    const outputMessage = this.formatOutputMessage(tags, toolsForModel)
+
+    this._tagger.tagLLMIO(span, parsedInputMessages, outputMessage)
+
+    const metadata = getModelMetadata(tags)
+    this._tagger.tagMetadata(span, metadata)
+
+    const usage = getUsage(tags)
+    this._tagger.tagMetrics(span, usage)
+  }
+
+  setToolTags (span, tags) {
+    const toolCallId = tags['ai.toolCall.id']
+    const name = getToolNameFromTags(tags) ?? this.#toolCallIdsToName[toolCallId]
+    if (name) this._tagger._setTag(span, NAME, name)
+
+    const input = tags['ai.toolCall.args']
+    const output = tags['ai.toolCall.result']
+
+    this._tagger.tagTextIO(span, input, output)
+  }
+
+  formatOutputMessage (tags, toolsForModel) {
+    const outputMessageText = tags['ai.response.text'] ?? tags['ai.response.object']
+    const outputMessageToolCalls = getJsonStringValue(tags['ai.response.toolCalls'], [])
+
+    const formattedToolCalls = []
+    for (const toolCall of outputMessageToolCalls) {
+      const toolCallArgs = getJsonStringValue(toolCall.args, {})
+      const toolDescription = toolsForModel?.find(tool => toolCall.toolName === tool.name)?.description
+      const name = this.findToolName(toolDescription)
+      this.#toolCallIdsToName[toolCall.toolCallId] = name
+
+      formattedToolCalls.push({
+        arguments: toolCallArgs,
+        name,
+        toolId: toolCall.toolCallId,
+        type: 'function'
+      })
+    }
+
+    return {
+      role: 'assistant',
+      content: outputMessageText,
+      toolCalls: formattedToolCalls
+    }
+  }
+
+  /**
+   * Returns a list of formatted messages from a message object.
+   * Most of these will just be one entry, but in the case of a "tool" role,
+   * it is possible to have multiple tool call results in a single message that we
+   * need to split into multiple messages.
+   *
+   * @param {*} message
+   * @param {*} toolsForModel
+   * @returns {Array<{role: string, content: string, toolId?: string,
+   *   toolCalls?: Array<{arguments: string, name: string, toolId: string, type: string}>}>}
+   */
+  formatMessage (message, toolsForModel) {
+    const { role, content } = message
+
+    if (role === 'system') {
+      return [{ role, content }]
+    } else if (role === 'user') {
+      let finalContent = ''
+      for (const part of content) {
+        const { type } = part
+        if (type === 'text') {
+          finalContent += part.text
+        }
+      }
+
+      return [{ role, content: finalContent }]
+    } else if (role === 'assistant') {
+      const toolCalls = []
+      let finalContent = ''
+
+      for (const part of content) {
+        const { type } = part
+        // TODO(sabrenner): do we want to include reasoning?
+        if (['text', 'reasoning', 'redacted-reasoning'].includes(type)) {
+          finalContent += part.text ?? part.data
+        } else if (type === 'tool-call') {
+          const toolDescription = toolsForModel?.find(tool => part.toolName === tool.name)?.description
+          const name = this.findToolName(toolDescription)
+
+          toolCalls.push({
+            arguments: part.args,
+            name,
+            toolId: part.toolCallId,
+            type: 'function'
+          })
+        }
+      }
+
+      const finalMessage = {
+        role,
+        content: finalContent
+      }
+
+      if (toolCalls.length) {
+        finalMessage.toolCalls = toolCalls.length ? toolCalls : undefined
+      }
+
+      return [finalMessage]
+    } else if (role === 'tool') {
+      const finalMessages = []
+      for (const part of content) {
+        if (part.type === 'tool-result') {
+          const safeResult = getToolCallResultContent(part)
+
+          finalMessages.push({
+            role,
+            content: safeResult,
+            toolId: part.toolCallId
+          })
+        }
+      }
+
+      return finalMessages
+    }
+
+    return []
+  }
+}
+
+module.exports = VercelAILLMObsPlugin
diff --git a/packages/dd-trace/src/llmobs/plugins/ai/util.js b/packages/dd-trace/src/llmobs/plugins/ai/util.js
new file mode 100644
index 00000000000..635bd0b3ff7
--- /dev/null
+++ b/packages/dd-trace/src/llmobs/plugins/ai/util.js
@@ -0,0 +1,179 @@
+'use strict'
+
+const MODEL_METADATA_KEYS = new Set([
+  'frequency_penalty',
+  'max_tokens',
+  'presence_penalty',
+  'temperature',
+  'top_p',
+  'top_k',
+  'stop_sequences'
+])
+
+/**
+ * Get the span tags from the context (either the attributes or the span tags).
+ *
+ * @param {Record<string, any>} ctx
+ * @returns {Record<string, any>}
+ */
+function getSpanTags (ctx) {
+  const span = ctx.currentStore?.span
+  const carrier = ctx.attributes ?? span?.context()._tags ?? {}
+  return carrier
+}
+
+/**
+ * Get the operation name from the span name
+ *
+ * @example
+ * span._name = 'ai.generateText'
+ * getOperation(span) // 'generateText'
+ *
+ * @example
+ * span._name = 'ai.generateText.doGenerate'
+ * getOperation(span) // 'doGenerate'
+ *
+ * @param {import('../../../opentracing/span')} span
+ * @returns {string}
+ */
+function getOperation (span) {
+  const name = span._name
+  if (!name) return
+
+  return name.split('.').pop()
+}
+
+/**
+ * Get the LLM token usage from the span tags
+ * @param {Record<string, string>} tags
+ * @returns {{inputTokens: number, outputTokens: number, totalTokens: number}}
+ */
+function getUsage (tags) {
+  const usage = {}
+  const inputTokens = tags['ai.usage.promptTokens']
+  const outputTokens = tags['ai.usage.completionTokens']
+
+  if (inputTokens != null) usage.inputTokens = inputTokens
+  if (outputTokens != null) usage.outputTokens = outputTokens
+
+  const totalTokens = inputTokens + outputTokens
+  if (!Number.isNaN(totalTokens)) usage.totalTokens = totalTokens
+
+  return usage
+}
+
+/**
+ * Safely JSON parses a string value with a default fallback
+ * @param {string} str
+ * @param {any} defaultValue
+ * @returns {Record<string, any> | string | Array<any>}
+ */
+function getJsonStringValue (str, defaultValue) {
+  let maybeValue = defaultValue
+  try {
+    maybeValue = JSON.parse(str)
+  } catch {
+    // do nothing
+  }
+
+  return maybeValue
+}
+
+/**
+ * Get the model metadata from the span tags (top_p, top_k, temperature, etc.)
+ * @param {import('../../../opentracing/span')} span
+ * @returns {Record<string, string> | null}
+ */
+function getModelMetadata (tags) {
+  const modelMetadata = {}
+  for (const metadata of MODEL_METADATA_KEYS) {
+    const metadataTagKey = `gen_ai.request.${metadata}`
+    const metadataValue = tags[metadataTagKey]
+    if (metadataValue) {
+      modelMetadata[metadata] = metadataValue
+    }
+  }
+
+  return Object.keys(modelMetadata).length ? modelMetadata : null
+}
+
+/**
+ * Get the generation metadata from the span tags (maxSteps, maxRetries, etc.)
+ * @param {Record<string, string>} tags
+ * @returns {Record<string, string> | null}
+ */
+function getGenerationMetadata (tags) {
+  const metadata = {}
+
+  for (const tag of Object.keys(tags)) {
+    if (!tag.startsWith('ai.settings')) continue
+
+    const settingKey = tag.split('.').pop()
+    const transformedKey = settingKey.replaceAll(/[A-Z]/g, letter => '_' + letter.toLowerCase())
+    if (MODEL_METADATA_KEYS.has(transformedKey)) continue
+
+    const settingValue = tags[tag]
+    metadata[settingKey] = settingValue
+  }
+
+  return Object.keys(metadata).length ? metadata : null
+}
+
+/**
+ * Get the tool name from the span tags.
+ * If the tool name is a parsable number, or is not found, null is returned.
+ * Older versions of the ai sdk would tag the tool name as its index in the tools array.
+ *
+ * @param {Record<string, string>} tags
+ * @returns {string | null}
+ */
+function getToolNameFromTags (tags) {
+  const toolName = tags['ai.toolCall.name']
+  if (!toolName) return null
+
+  const parsedToolName = Number.parseInt(toolName)
+  if (!Number.isNaN(parsedToolName)) return null
+
+  return toolName
+}
+
+/**
+ * Get the content of a tool call result.
+ * Version 5 of the ai sdk sets this tag as `content.output`, with a `
+ * @param {Record<string, any>} content
+ * @returns {string}
+ */
+function getToolCallResultContent (content) {
+  const { output, result } = content
+  if (output) {
+    if (output.type === 'text') {
+      return output.value
+    } else if (output.type === 'json') {
+      return JSON.stringify(output.value)
+    }
+    return '[Unparsable Tool Result]'
+  } else if (result) {
+    if (typeof result === 'string') {
+      return result
+    }
+
+    try {
+      return JSON.stringify(result)
+    } catch {
+      return '[Unparsable Tool Result]'
+    }
+  } else {
+    return '[Unsupported Tool Result]'
+  }
+}
+
+module.exports = {
+  getSpanTags,
+  getOperation,
+  getUsage,
+  getJsonStringValue,
+  getModelMetadata,
+  getGenerationMetadata,
+  getToolNameFromTags,
+  getToolCallResultContent
+}
diff --git a/packages/dd-trace/src/llmobs/writers/base.js b/packages/dd-trace/src/llmobs/writers/base.js
index 558be052b67..8895bd81130 100644
--- a/packages/dd-trace/src/llmobs/writers/base.js
+++ b/packages/dd-trace/src/llmobs/writers/base.js
@@ -1,6 +1,7 @@
 'use strict'
 
 const request = require('../../exporters/common/request')
+const { getEnvironmentVariable } = require('../../config-helper')
 const { URL, format } = require('node:url')
 const path = require('node:path')
 
@@ -17,8 +18,8 @@ const { parseResponseAndLog } = require('./util')
 
 class BaseLLMObsWriter {
   constructor ({ interval, timeout, eventType, config, endpoint, intake }) {
-    this._interval = interval || 1000 // 1s
-    this._timeout = timeout || 5000 // 5s
+    this._interval = interval ?? getEnvironmentVariable('_DD_LLMOBS_FLUSH_INTERVAL') ?? 1000 // 1s
+    this._timeout = timeout ?? getEnvironmentVariable('_DD_LLMOBS_TIMEOUT') ?? 5000 // 5s
     this._eventType = eventType
 
     this._buffer = []
diff --git a/packages/dd-trace/src/opentracing/span_context.js b/packages/dd-trace/src/opentracing/span_context.js
index 1cdfeea1ae8..b6d37164dbe 100644
--- a/packages/dd-trace/src/opentracing/span_context.js
+++ b/packages/dd-trace/src/opentracing/span_context.js
@@ -59,6 +59,10 @@ class DatadogSpanContext {
     return this._spanId.toString(10)
   }
 
+  toBigIntSpanId () {
+    return this._spanId.toBigInt()
+  }
+
   toTraceparent () {
     const flags = this._sampling.priority >= AUTO_KEEP ? '01' : '00'
     const traceId = this.toTraceId(true)
diff --git a/packages/dd-trace/src/plugin_manager.js b/packages/dd-trace/src/plugin_manager.js
index ed4639d5cdc..8305fcf89bc 100644
--- a/packages/dd-trace/src/plugin_manager.js
+++ b/packages/dd-trace/src/plugin_manager.js
@@ -1,7 +1,7 @@
 'use strict'
 
 const { channel } = require('dc-polyfill')
-const { isFalse, normalizePluginEnvName } = require('./util')
+const { isFalse, isTrue, normalizePluginEnvName } = require('./util')
 const plugins = require('./plugins')
 const log = require('./log')
 const { getEnvironmentVariable } = require('../../dd-trace/src/config-helper')
@@ -32,8 +32,7 @@ loadChannel.subscribe(({ name }) => {
 function maybeEnable (Plugin) {
   if (!Plugin || typeof Plugin !== 'function') return
   if (!pluginClasses[Plugin.id]) {
-    const envName = `DD_TRACE_${Plugin.id.toUpperCase()}_ENABLED`
-    const enabled = getEnvironmentVariable(normalizePluginEnvName(envName))
+    const enabled = getEnvEnabled(Plugin)
 
     // TODO: remove the need to load the plugin class in order to disable the plugin
     if (isFalse(enabled) || disabledPlugins.has(Plugin.id)) {
@@ -46,6 +45,11 @@ function maybeEnable (Plugin) {
   }
 }
 
+function getEnvEnabled (Plugin) {
+  const envName = `DD_TRACE_${Plugin.id.toUpperCase()}_ENABLED`
+  return getEnvironmentVariable(normalizePluginEnvName(envName))
+}
+
 // TODO this must always be a singleton.
 module.exports = class PluginManager {
   constructor (tracer) {
@@ -74,7 +78,7 @@ module.exports = class PluginManager {
       this._pluginsByName[name] = new Plugin(this._tracer, this._tracerConfig)
     }
     const pluginConfig = this._configsByName[name] || {
-      enabled: this._tracerConfig.plugins !== false
+      enabled: this._tracerConfig.plugins !== false && (!Plugin.experimental || isTrue(getEnvEnabled(Plugin)))
     }
 
     // extracts predetermined configuration from tracer and combines it with plugin-specific config
diff --git a/packages/dd-trace/src/plugins/index.js b/packages/dd-trace/src/plugins/index.js
index 164fe36fde3..10e1105df04 100644
--- a/packages/dd-trace/src/plugins/index.js
+++ b/packages/dd-trace/src/plugins/index.js
@@ -26,6 +26,7 @@ module.exports = {
   get '@smithy/smithy-client' () { return require('../../../datadog-plugin-aws-sdk/src') },
   get '@vitest/runner' () { return require('../../../datadog-plugin-vitest/src') },
   get aerospike () { return require('../../../datadog-plugin-aerospike/src') },
+  get ai () { return require('../../../datadog-plugin-ai/src') },
   get amqp10 () { return require('../../../datadog-plugin-amqp10/src') },
   get amqplib () { return require('../../../datadog-plugin-amqplib/src') },
   get avsc () { return require('../../../datadog-plugin-avsc/src') },
diff --git a/packages/dd-trace/src/plugins/util/ip_extractor.js b/packages/dd-trace/src/plugins/util/ip_extractor.js
index 2d879475d28..dfb7dcbe5e8 100644
--- a/packages/dd-trace/src/plugins/util/ip_extractor.js
+++ b/packages/dd-trace/src/plugins/util/ip_extractor.js
@@ -3,11 +3,14 @@
 const { BlockList } = require('net')
 const net = require('net')
 
+const FORWARED_HEADER_NAME = 'forwarded'
+
 const ipHeaderList = [
   'x-forwarded-for',
   'x-real-ip',
   'true-client-ip',
   'x-client-ip',
+  FORWARED_HEADER_NAME,
   'forwarded-for',
   'x-cluster-client-ip',
   'fastly-client-ip',
@@ -49,7 +52,8 @@ function extractIp (config, req) {
   let firstPrivateIp
   if (headers) {
     for (const ipHeaderName of ipHeaderList) {
-      const firstIp = findFirstIp(headers[ipHeaderName])
+      const header = headers[ipHeaderName]
+      const firstIp = ipHeaderName === FORWARED_HEADER_NAME ? findFirstIpForwardedFormat(header) : findFirstIp(header)
 
       if (firstIp.public) {
         return firstIp.public
@@ -62,6 +66,10 @@ function extractIp (config, req) {
   return firstPrivateIp || req.socket?.remoteAddress
 }
 
+function isPublicIp (ip, type) {
+  return !privateIPMatcher.check(ip, type === 6 ? 'ipv6' : 'ipv4')
+}
+
 function findFirstIp (str) {
   const result = {}
   if (!str) return result
@@ -76,10 +84,10 @@ function findFirstIp (str) {
     const type = net.isIP(chunk)
     if (!type) continue
 
-    if (!privateIPMatcher.check(chunk, type === 6 ? 'ipv6' : 'ipv4')) {
+    if (isPublicIp(chunk, type)) {
       // it's public, return it immediately
       result.public = chunk
-      break
+      return result
     }
 
     // it's private, only save the first one found
@@ -89,6 +97,39 @@ function findFirstIp (str) {
   return result
 }
 
+const forwardedForRegexp = /for="?\[?(([0-9]+\.)+[0-9]+|[0-9a-f:]*:[0-9a-f]*)/i
+const forwardedByRegexp = /by="?\[?(([0-9]+\.)+[0-9]+|[0-9a-f:]*:[0-9a-f]*)/i
+const forwardedRegexps = [forwardedForRegexp, forwardedByRegexp]
+
+function findFirstIpForwardedFormat (str) {
+  const result = {}
+  if (!str) return result
+
+  const splitted = str.split(',')
+
+  for (const part of splitted) {
+    const chunk = part.trim()
+
+    for (const regex of forwardedRegexps) {
+      const ip = regex.exec(chunk)?.[1]
+
+      const type = net.isIP(ip)
+      if (!type) continue
+
+      if (isPublicIp(ip, type)) {
+        // it's public, return it immediately
+        result.public = ip
+        return result
+      }
+
+      // it's private, only save the first one found
+      if (!result.private) result.private = ip
+    }
+  }
+
+  return result
+}
+
 module.exports = {
   extractIp,
   ipHeaderList
diff --git a/packages/dd-trace/src/profiling/profilers/event_plugins/event.js b/packages/dd-trace/src/profiling/profilers/event_plugins/event.js
index 4812990bc88..b3eba5b892e 100644
--- a/packages/dd-trace/src/profiling/profilers/event_plugins/event.js
+++ b/packages/dd-trace/src/profiling/profilers/event_plugins/event.js
@@ -7,54 +7,55 @@ const { performance } = require('perf_hooks')
 // start/error/finish methods to the appropriate diagnostic channels.
 // TODO: Decouple this from TracingPlugin.
 class EventPlugin extends TracingPlugin {
+  #eventHandler
+  #eventFilter
+  #dataSymbol
+  #entryType
+
   constructor (eventHandler, eventFilter) {
     super()
-    this.eventHandler = eventHandler
-    this.eventFilter = eventFilter
-    this.contextData = new WeakMap()
-    this.entryType = this.constructor.entryType
+    this.#eventHandler = eventHandler
+    this.#eventFilter = eventFilter
+    this.#entryType = this.constructor.entryType
+    this.#dataSymbol = Symbol(`dd-trace.profiling.event.${this.#entryType}.${this.constructor.operation}`)
   }
 
   start (ctx) {
-    this.contextData.set(ctx, {
-      startEvent: ctx,
-      startTime: performance.now()
-    })
+    ctx[this.#dataSymbol] = performance.now()
   }
 
   error (ctx) {
-    const data = this.contextData.get(ctx)
-    if (data) {
-      data.error = true
-    }
+    // We don't emit perf events for failed operations
+    ctx[this.#dataSymbol] = undefined
   }
 
   finish (ctx) {
-    const data = this.contextData.get(ctx)
-
-    if (!data) return
+    const startTime = ctx[this.#dataSymbol]
+    if (startTime === undefined) {
+      return
+    }
+    ctx[this.#dataSymbol] = undefined
 
-    const { startEvent, startTime, error } = data
-    if (error || this.ignoreEvent(startEvent)) {
-      return // don't emit perf events for failed operations or ignored events
+    if (this.ignoreEvent(ctx)) {
+      return // don't emit perf events for ignored events
     }
 
     const duration = performance.now() - startTime
     const event = {
-      entryType: this.entryType,
+      entryType: this.#entryType,
       startTime,
       duration
     }
 
-    if (!this.eventFilter(event)) {
+    if (!this.#eventFilter(event)) {
       return
     }
 
     const context = (ctx.currentStore?.span || this.activeSpan)?.context()
-    event._ddSpanId = context?.toSpanId()
-    event._ddRootSpanId = context?._trace.started[0]?.context().toSpanId() || event._ddSpanId
+    event._ddSpanId = context?.toBigIntSpanId()
+    event._ddRootSpanId = context?._trace.started[0]?.context().toBigIntSpanId() || event._ddSpanId
 
-    this.eventHandler(this.extendEvent(event, startEvent))
+    this.#eventHandler(this.extendEvent(event, ctx))
   }
 
   ignoreEvent () {
diff --git a/packages/dd-trace/src/profiling/profilers/events.js b/packages/dd-trace/src/profiling/profilers/events.js
index 872c7821db7..05328bb57de 100644
--- a/packages/dd-trace/src/profiling/profilers/events.js
+++ b/packages/dd-trace/src/profiling/profilers/events.js
@@ -273,10 +273,11 @@ class EventSerializer {
       new Label({ key: this.timestampLabelKey, num: dateOffset + BigInt(Math.round(endTime * MS_TO_NS)) })
     ]
     if (_ddSpanId) {
-      label.push(labelFromStr(this.stringTable, this.spanIdKey, _ddSpanId))
+      label.push(
+        new Label({ key: this.spanIdKey, num: _ddSpanId }))
     }
     if (_ddRootSpanId) {
-      label.push(labelFromStr(this.stringTable, this.rootSpanIdKey, _ddRootSpanId))
+      label.push(new Label({ key: this.rootSpanIdKey, num: _ddRootSpanId }))
     }
 
     const sampleInput = {
diff --git a/packages/dd-trace/src/profiling/profilers/wall.js b/packages/dd-trace/src/profiling/profilers/wall.js
index 32b63ea8cb2..c73d690588d 100644
--- a/packages/dd-trace/src/profiling/profilers/wall.js
+++ b/packages/dd-trace/src/profiling/profilers/wall.js
@@ -215,10 +215,10 @@ class NativeWallProfiler {
 
   _updateContext (context) {
     if (context.spanId !== null && typeof context.spanId === 'object') {
-      context.spanId = context.spanId.toString(10)
+      context.spanId = context.spanId.toBigInt()
     }
     if (context.rootSpanId !== null && typeof context.rootSpanId === 'object') {
-      context.rootSpanId = context.rootSpanId.toString(10)
+      context.rootSpanId = context.rootSpanId.toBigInt()
     }
     if (context.webTags !== undefined && context.endpoint === undefined) {
       // endpoint may not be determined yet, but keep it as fallback
diff --git a/packages/dd-trace/src/supported-configurations.json b/packages/dd-trace/src/supported-configurations.json
index 8e2f5a175c4..e9ba71e91ce 100644
--- a/packages/dd-trace/src/supported-configurations.json
+++ b/packages/dd-trace/src/supported-configurations.json
@@ -129,6 +129,7 @@
     "DD_PROFILING_HEAP_ENABLED": ["A"],
     "DD_PROFILING_PROFILERS": ["A"],
     "DD_PROFILING_SOURCE_MAP": ["A"],
+    "DD_PROFILING_TIMELINE_ENABLED": ["A"],
     "DD_PROFILING_UPLOAD_PERIOD": ["A"],
     "DD_PROFILING_V8_PROFILER_BUG_WORKAROUND": ["A"],
     "DD_PROFILING_WALLTIME_ENABLED": ["A"],
@@ -160,6 +161,7 @@
     "DD_TRACE_128_BIT_TRACEID_GENERATION_ENABLED": ["A"],
     "DD_TRACE_128_BIT_TRACEID_LOGGING_ENABLED": ["A"],
     "DD_TRACE_AEROSPIKE_ENABLED": ["A"],
+    "DD_TRACE_AI_ENABLED": ["A"],
     "DD_TRACE_AGENT_PORT": ["A"],
     "DD_TRACE_AGENT_PROTOCOL_VERSION": ["A"],
     "DD_TRACE_AGENT_URL": ["A"],
diff --git a/packages/dd-trace/src/tracer_metadata.js b/packages/dd-trace/src/tracer_metadata.js
index 2d1575283ff..67b427ecef1 100644
--- a/packages/dd-trace/src/tracer_metadata.js
+++ b/packages/dd-trace/src/tracer_metadata.js
@@ -14,7 +14,7 @@ function storeConfig (config) {
     config.tags['runtime-id'],
     tracerVersion,
     config.hostname,
-    config.server || null,
+    config.service || null,
     config.env || null,
     config.version || null
   )
diff --git a/packages/dd-trace/test/appsec/attacker-fingerprinting.express.plugin.spec.js b/packages/dd-trace/test/appsec/attacker-fingerprinting.express.plugin.spec.js
index 7d43ca64461..fdb9b20faba 100644
--- a/packages/dd-trace/test/appsec/attacker-fingerprinting.express.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/attacker-fingerprinting.express.plugin.spec.js
@@ -7,6 +7,7 @@ const path = require('path')
 const agent = require('../plugins/agent')
 const appsec = require('../../src/appsec')
 const Config = require('../../src/config')
+const { withVersions } = require('../../../dd-trace/test/setup/mocha')
 
 withVersions('express', 'express', expressVersion => {
   describe('Attacker fingerprinting', () => {
diff --git a/packages/dd-trace/test/appsec/attacker-fingerprinting.fastify.plugin.spec.js b/packages/dd-trace/test/appsec/attacker-fingerprinting.fastify.plugin.spec.js
index 504d8bff0c4..f93cbc72793 100644
--- a/packages/dd-trace/test/appsec/attacker-fingerprinting.fastify.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/attacker-fingerprinting.fastify.plugin.spec.js
@@ -7,6 +7,7 @@ const path = require('path')
 const agent = require('../plugins/agent')
 const appsec = require('../../src/appsec')
 const Config = require('../../src/config')
+const { withVersions } = require('../setup/mocha')
 
 withVersions('fastify', 'fastify', fastifyVersion => {
   describe('Attacker fingerprinting', () => {
diff --git a/packages/dd-trace/test/appsec/attacker-fingerprinting.passport-http.plugin.spec.js b/packages/dd-trace/test/appsec/attacker-fingerprinting.passport-http.plugin.spec.js
index 6291ae2d969..b8f8e25495b 100644
--- a/packages/dd-trace/test/appsec/attacker-fingerprinting.passport-http.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/attacker-fingerprinting.passport-http.plugin.spec.js
@@ -6,6 +6,7 @@ const { assert } = require('chai')
 const agent = require('../plugins/agent')
 const appsec = require('../../src/appsec')
 const Config = require('../../src/config')
+const { withVersions } = require('../setup/mocha')
 
 function assertFingerprintInTraces (traces) {
   const span = traces[0][0]
diff --git a/packages/dd-trace/test/appsec/attacker-fingerprinting.passport-local.plugin.spec.js b/packages/dd-trace/test/appsec/attacker-fingerprinting.passport-local.plugin.spec.js
index 8285d36256b..dc384f58227 100644
--- a/packages/dd-trace/test/appsec/attacker-fingerprinting.passport-local.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/attacker-fingerprinting.passport-local.plugin.spec.js
@@ -6,6 +6,7 @@ const { assert } = require('chai')
 const agent = require('../plugins/agent')
 const appsec = require('../../src/appsec')
 const Config = require('../../src/config')
+const { withVersions } = require('../setup/mocha')
 
 function assertFingerprintInTraces (traces) {
   const span = traces[0][0]
diff --git a/packages/dd-trace/test/appsec/graphql.apollo-server-express.plugin.spec.js b/packages/dd-trace/test/appsec/graphql.apollo-server-express.plugin.spec.js
index c23490a43d0..6cc95199546 100644
--- a/packages/dd-trace/test/appsec/graphql.apollo-server-express.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/graphql.apollo-server-express.plugin.spec.js
@@ -6,6 +6,7 @@ const {
   resolvers,
   graphqlCommonTests
 } = require('./graphql.test-utils')
+const { withVersions } = require('../setup/mocha')
 
 withVersions('apollo-server-core', 'express', '>=4', expressVersion => {
   withVersions('apollo-server-core', 'apollo-server-express', apolloServerExpressVersion => {
diff --git a/packages/dd-trace/test/appsec/graphql.apollo-server-fastify.plugin.spec.js b/packages/dd-trace/test/appsec/graphql.apollo-server-fastify.plugin.spec.js
index 7c64428fd6d..bfcf0eeee01 100644
--- a/packages/dd-trace/test/appsec/graphql.apollo-server-fastify.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/graphql.apollo-server-fastify.plugin.spec.js
@@ -6,6 +6,7 @@ const {
   resolvers,
   graphqlCommonTests
 } = require('./graphql.test-utils')
+const { withVersions } = require('../setup/mocha')
 
 withVersions('apollo-server-core', 'fastify', '3', fastifyVersion => {
   withVersions('apollo-server-core', 'apollo-server-fastify', apolloServerFastifyVersion => {
diff --git a/packages/dd-trace/test/appsec/graphql.apollo-server.plugin.spec.js b/packages/dd-trace/test/appsec/graphql.apollo-server.plugin.spec.js
index dd07ee62733..59c1e07091d 100644
--- a/packages/dd-trace/test/appsec/graphql.apollo-server.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/graphql.apollo-server.plugin.spec.js
@@ -7,6 +7,7 @@ const {
   resolvers,
   graphqlCommonTests
 } = require('./graphql.test-utils')
+const { withVersions } = require('../setup/mocha')
 
 withVersions('apollo-server', '@apollo/server', apolloServerVersion => {
   const config = {}
diff --git a/packages/dd-trace/test/appsec/iast/analyzers/code-injection-analyzer.express.plugin.spec.js b/packages/dd-trace/test/appsec/iast/analyzers/code-injection-analyzer.express.plugin.spec.js
index 49c650328df..d700042e245 100644
--- a/packages/dd-trace/test/appsec/iast/analyzers/code-injection-analyzer.express.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/analyzers/code-injection-analyzer.express.plugin.spec.js
@@ -10,6 +10,7 @@ const { newTaintedString } = require('../../../../src/appsec/iast/taint-tracking
 const { SQL_ROW_VALUE } = require('../../../../src/appsec/iast/taint-tracking/source-types')
 const { storage } = require('../../../../../datadog-core')
 const iastContextFunctions = require('../../../../src/appsec/iast/iast-context')
+const { withVersions } = require('../../../setup/mocha')
 
 describe('Code injection vulnerability', () => {
   withVersions('express', 'express', version => {
diff --git a/packages/dd-trace/test/appsec/iast/analyzers/command-injection-analyzer.kafkajs.plugin.spec.js b/packages/dd-trace/test/appsec/iast/analyzers/command-injection-analyzer.kafkajs.plugin.spec.js
index ecbb25ac865..240722a6fd0 100644
--- a/packages/dd-trace/test/appsec/iast/analyzers/command-injection-analyzer.kafkajs.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/analyzers/command-injection-analyzer.kafkajs.plugin.spec.js
@@ -1,6 +1,7 @@
 'use strict'
 
 const { testOutsideRequestHasVulnerability } = require('../utils')
+const { withVersions } = require('../../../setup/mocha')
 
 const topic = 'test-topic'
 
diff --git a/packages/dd-trace/test/appsec/iast/analyzers/insecure-cookie-analyzer.express.plugin.spec.js b/packages/dd-trace/test/appsec/iast/analyzers/insecure-cookie-analyzer.express.plugin.spec.js
index c45d3b49591..3b495e22674 100644
--- a/packages/dd-trace/test/appsec/iast/analyzers/insecure-cookie-analyzer.express.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/analyzers/insecure-cookie-analyzer.express.plugin.spec.js
@@ -1,6 +1,7 @@
 'use strict'
 
 const { prepareTestServerForIastInExpress } = require('../utils')
+const { withVersions } = require('../../../setup/mocha')
 const fs = require('fs')
 const os = require('os')
 const path = require('path')
diff --git a/packages/dd-trace/test/appsec/iast/analyzers/ldap-injection-analyzer.ldapjs.plugin.spec.js b/packages/dd-trace/test/appsec/iast/analyzers/ldap-injection-analyzer.ldapjs.plugin.spec.js
index dc94a5e568d..de3ea922c99 100644
--- a/packages/dd-trace/test/appsec/iast/analyzers/ldap-injection-analyzer.ldapjs.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/analyzers/ldap-injection-analyzer.ldapjs.plugin.spec.js
@@ -6,6 +6,7 @@ const path = require('path')
 
 const { prepareTestServerForIast } = require('../utils')
 const { storage } = require('../../../../../datadog-core')
+const { withVersions } = require('../../../setup/mocha')
 const iastContextFunctions = require('../../../../src/appsec/iast/iast-context')
 const { newTaintedString } = require('../../../../src/appsec/iast/taint-tracking/operations')
 const vulnerabilityReporter = require('../../../../src/appsec/iast/vulnerability-reporter')
diff --git a/packages/dd-trace/test/appsec/iast/analyzers/no-httponly-cookie-analyzer.express.plugin.spec.js b/packages/dd-trace/test/appsec/iast/analyzers/no-httponly-cookie-analyzer.express.plugin.spec.js
index 5eb9cc18f39..be5f3248d4f 100644
--- a/packages/dd-trace/test/appsec/iast/analyzers/no-httponly-cookie-analyzer.express.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/analyzers/no-httponly-cookie-analyzer.express.plugin.spec.js
@@ -1,6 +1,7 @@
 'use strict'
 
 const { prepareTestServerForIastInExpress } = require('../utils')
+const { withVersions } = require('../../../setup/mocha')
 const fs = require('fs')
 const os = require('os')
 const path = require('path')
diff --git a/packages/dd-trace/test/appsec/iast/analyzers/no-samesite-cookie-analyzer.express.plugin.spec.js b/packages/dd-trace/test/appsec/iast/analyzers/no-samesite-cookie-analyzer.express.plugin.spec.js
index 023596cfe00..e0e0064a7f3 100644
--- a/packages/dd-trace/test/appsec/iast/analyzers/no-samesite-cookie-analyzer.express.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/analyzers/no-samesite-cookie-analyzer.express.plugin.spec.js
@@ -1,6 +1,7 @@
 'use strict'
 
 const { prepareTestServerForIastInExpress } = require('../utils')
+const { withVersions } = require('../../../setup/mocha')
 const fs = require('fs')
 const os = require('os')
 const path = require('path')
diff --git a/packages/dd-trace/test/appsec/iast/analyzers/nosql-injection-mongodb-analyzer.express-mongo-sanitize.plugin.spec.js b/packages/dd-trace/test/appsec/iast/analyzers/nosql-injection-mongodb-analyzer.express-mongo-sanitize.plugin.spec.js
index e85106d0ae7..857f62f81d9 100644
--- a/packages/dd-trace/test/appsec/iast/analyzers/nosql-injection-mongodb-analyzer.express-mongo-sanitize.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/analyzers/nosql-injection-mongodb-analyzer.express-mongo-sanitize.plugin.spec.js
@@ -6,6 +6,7 @@ const os = require('os')
 const path = require('path')
 const { prepareTestServerForIastInExpress } = require('../utils')
 const agent = require('../../../plugins/agent')
+const { withVersions } = require('../../../setup/mocha')
 
 describe('nosql injection detection in mongodb - whole feature', () => {
   // https://github.com/fiznool/express-mongo-sanitize/issues/200
diff --git a/packages/dd-trace/test/appsec/iast/analyzers/nosql-injection-mongodb-analyzer.mongoose.plugin.spec.js b/packages/dd-trace/test/appsec/iast/analyzers/nosql-injection-mongodb-analyzer.mongoose.plugin.spec.js
index 2a1ff085857..605f8edb4e5 100644
--- a/packages/dd-trace/test/appsec/iast/analyzers/nosql-injection-mongodb-analyzer.mongoose.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/analyzers/nosql-injection-mongodb-analyzer.mongoose.plugin.spec.js
@@ -3,6 +3,7 @@
 const { prepareTestServerForIastInExpress } = require('../utils')
 const axios = require('axios')
 const agent = require('../../../plugins/agent')
+const { withVersions } = require('../../../setup/mocha')
 const semver = require('semver')
 const os = require('os')
 const path = require('path')
diff --git a/packages/dd-trace/test/appsec/iast/analyzers/nosql-injection-mongodb-analyzer.mquery.plugin.spec.js b/packages/dd-trace/test/appsec/iast/analyzers/nosql-injection-mongodb-analyzer.mquery.plugin.spec.js
index 52520ed6c69..86073fe5e94 100644
--- a/packages/dd-trace/test/appsec/iast/analyzers/nosql-injection-mongodb-analyzer.mquery.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/analyzers/nosql-injection-mongodb-analyzer.mquery.plugin.spec.js
@@ -3,6 +3,7 @@
 const { prepareTestServerForIastInExpress } = require('../utils')
 const axios = require('axios')
 const agent = require('../../../plugins/agent')
+const { withVersions } = require('../../../setup/mocha')
 const os = require('os')
 const path = require('path')
 const fs = require('fs')
diff --git a/packages/dd-trace/test/appsec/iast/analyzers/resources/knex-sql-injection-methods.js b/packages/dd-trace/test/appsec/iast/analyzers/resources/knex-sql-injection-methods.js
index 876d969280f..df7ace6af66 100644
--- a/packages/dd-trace/test/appsec/iast/analyzers/resources/knex-sql-injection-methods.js
+++ b/packages/dd-trace/test/appsec/iast/analyzers/resources/knex-sql-injection-methods.js
@@ -35,10 +35,25 @@ function executeKnexNestedRawQueryAsCallback (knex, taintedSql, sqlToFail, cb) {
   })
 }
 
+async function executeKnexAsyncNestedRawQuery (knex, taintedSql, notTaintedSql) {
+  await knex.raw(notTaintedSql)
+  await knex.raw(taintedSql)
+}
+
+async function executeKnexAsyncNestedRawQueryAsAsyncTryCatch (knex, taintedSql, sqlToFail) {
+  try {
+    await knex.raw(sqlToFail)
+  } catch (e) {
+    await knex.raw(taintedSql)
+  }
+}
+
 module.exports = {
   executeKnexRawQuery,
   executeKnexNestedRawQuery,
+  executeKnexAsyncNestedRawQuery,
   executeKnexNestedRawQueryOnRejectedInThen,
   executeKnexNestedRawQueryWitCatch,
-  executeKnexNestedRawQueryAsCallback
+  executeKnexNestedRawQueryAsCallback,
+  executeKnexAsyncNestedRawQueryAsAsyncTryCatch
 }
diff --git a/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.knex.plugin.spec.js b/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.knex.plugin.spec.js
index 12524327a79..42f6cc3af46 100644
--- a/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.knex.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.knex.plugin.spec.js
@@ -6,6 +6,7 @@ const path = require('path')
 const semver = require('semver')
 const { prepareTestServerForIast } = require('../utils')
 const { storage } = require('../../../../../datadog-core')
+const { withVersions } = require('../../../setup/mocha')
 const iastContextFunctions = require('../../../../src/appsec/iast/iast-context')
 const { newTaintedString } = require('../../../../src/appsec/iast/taint-tracking/operations')
 const vulnerabilityReporter = require('../../../../src/appsec/iast/vulnerability-reporter')
@@ -14,7 +15,7 @@ describe('sql-injection-analyzer with knex', () => {
   withVersions('knex', 'knex', knexVersion => {
     if (!semver.satisfies(knexVersion, '>=2')) return
 
-    withVersions('pg', 'pg', pgVersion => {
+    withVersions('pg', 'pg', () => {
       let knex
 
       prepareTestServerForIast('knex + pg',
@@ -88,6 +89,26 @@ describe('sql-injection-analyzer with knex', () => {
             })
           })
 
+          describe('nested raw query - using async instead of then', () => {
+            testThatRequestHasVulnerability(() => {
+              const store = storage('legacy').getStore()
+              const iastCtx = iastContextFunctions.getIastContext(store)
+
+              let taintedSql = 'SELECT 1'
+              taintedSql = newTaintedString(iastCtx, taintedSql, 'param', 'Request')
+
+              const notTaintedSql = 'SELECT 1'
+
+              return queryMethods.executeKnexAsyncNestedRawQuery(knex, taintedSql, notTaintedSql)
+            }, 'SQL_INJECTION', {
+              occurrences: 1,
+              location: {
+                path: 'knex-sql-injection-methods.js',
+                line: 40
+              }
+            })
+          })
+
           describe('nested raw query - onRejected as then argument', () => {
             testThatRequestHasVulnerability(() => {
               const store = storage('legacy').getStore()
@@ -128,6 +149,26 @@ describe('sql-injection-analyzer with knex', () => {
             })
           })
 
+          describe('nested raw query - async try catch', () => {
+            testThatRequestHasVulnerability(() => {
+              const store = storage('legacy').getStore()
+              const iastCtx = iastContextFunctions.getIastContext(store)
+
+              let taintedSql = 'SELECT 1'
+              taintedSql = newTaintedString(iastCtx, taintedSql, 'param', 'Request')
+
+              const sqlToFail = 'SELECT * FROM NON_EXISTSING_TABLE'
+
+              return queryMethods.executeKnexAsyncNestedRawQueryAsAsyncTryCatch(knex, taintedSql, sqlToFail)
+            }, 'SQL_INJECTION', {
+              occurrences: 1,
+              location: {
+                path: 'knex-sql-injection-methods.js',
+                line: 47
+              }
+            })
+          })
+
           describe('nested raw query - asCallback', () => {
             testThatRequestHasVulnerability(() => {
               return new Promise((resolve, reject) => {
diff --git a/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.mysql.plugin.spec.js b/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.mysql.plugin.spec.js
index 1c802b5634b..4bf8838d7d4 100644
--- a/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.mysql.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.mysql.plugin.spec.js
@@ -5,6 +5,7 @@ const os = require('os')
 const path = require('path')
 const { prepareTestServerForIast } = require('../utils')
 const { storage } = require('../../../../../datadog-core')
+const { withVersions } = require('../../../setup/mocha')
 const iastContextFunctions = require('../../../../src/appsec/iast/iast-context')
 const { newTaintedString } = require('../../../../src/appsec/iast/taint-tracking/operations')
 const vulnerabilityReporter = require('../../../../src/appsec/iast/vulnerability-reporter')
diff --git a/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.mysql2.plugin.spec.js b/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.mysql2.plugin.spec.js
index b2c763f4f7f..bb1a89c55c7 100644
--- a/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.mysql2.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.mysql2.plugin.spec.js
@@ -6,6 +6,7 @@ const fs = require('fs')
 const { assert } = require('chai')
 const { prepareTestServerForIast } = require('../utils')
 const { storage } = require('../../../../../datadog-core')
+const { withVersions } = require('../../../setup/mocha')
 const iastContextFunctions = require('../../../../src/appsec/iast/iast-context')
 const { newTaintedString } = require('../../../../src/appsec/iast/taint-tracking/operations')
 const vulnerabilityReporter = require('../../../../src/appsec/iast/vulnerability-reporter')
diff --git a/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.pg.plugin.spec.js b/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.pg.plugin.spec.js
index 76ce6f25c67..bc1636a1384 100644
--- a/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.pg.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.pg.plugin.spec.js
@@ -5,6 +5,7 @@ const os = require('os')
 const path = require('path')
 const { prepareTestServerForIast } = require('../utils')
 const { storage } = require('../../../../../datadog-core')
+const { withVersions } = require('../../../setup/mocha')
 const iastContextFunctions = require('../../../../src/appsec/iast/iast-context')
 const { newTaintedString } = require('../../../../src/appsec/iast/taint-tracking/operations')
 const vulnerabilityReporter = require('../../../../src/appsec/iast/vulnerability-reporter')
diff --git a/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.sequelize.plugin.spec.js b/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.sequelize.plugin.spec.js
index 9adfa149af6..596bd2bf1a2 100644
--- a/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.sequelize.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.sequelize.plugin.spec.js
@@ -6,6 +6,7 @@ const path = require('path')
 const semver = require('semver')
 const { prepareTestServerForIast } = require('../utils')
 const { storage } = require('../../../../../datadog-core')
+const { withVersions } = require('../../../setup/mocha')
 const iastContextFunctions = require('../../../../src/appsec/iast/iast-context')
 const { newTaintedString } = require('../../../../src/appsec/iast/taint-tracking/operations')
 const vulnerabilityReporter = require('../../../../src/appsec/iast/vulnerability-reporter')
diff --git a/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.spec.js b/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.spec.js
index 43ea2b0d773..c67a8097d48 100644
--- a/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.spec.js
+++ b/packages/dd-trace/test/appsec/iast/analyzers/sql-injection-analyzer.spec.js
@@ -64,20 +64,21 @@ describe('sql-injection-analyzer', () => {
   sqlInjectionAnalyzer.configure(true)
 
   it('should subscribe to mysql, mysql2 and pg start query channel', () => {
-    expect(sqlInjectionAnalyzer._subscriptions).to.have.lengthOf(10)
+    expect(sqlInjectionAnalyzer._subscriptions).to.have.lengthOf(7)
     expect(sqlInjectionAnalyzer._subscriptions[0]._channel.name).to.equals('apm:mysql:query:start')
     expect(sqlInjectionAnalyzer._subscriptions[1]._channel.name).to.equals('datadog:mysql2:outerquery:start')
     expect(sqlInjectionAnalyzer._subscriptions[2]._channel.name).to.equals('apm:pg:query:start')
     expect(sqlInjectionAnalyzer._subscriptions[3]._channel.name).to.equals('datadog:sequelize:query:finish')
-    expect(sqlInjectionAnalyzer._subscriptions[4]._channel.name).to.equals('datadog:pg:pool:query:start')
-    expect(sqlInjectionAnalyzer._subscriptions[5]._channel.name).to.equals('datadog:pg:pool:query:finish')
-    expect(sqlInjectionAnalyzer._subscriptions[6]._channel.name).to.equals('datadog:mysql:pool:query:start')
-    expect(sqlInjectionAnalyzer._subscriptions[7]._channel.name).to.equals('datadog:mysql:pool:query:finish')
-    expect(sqlInjectionAnalyzer._subscriptions[8]._channel.name).to.equals('datadog:knex:raw:start')
-    expect(sqlInjectionAnalyzer._subscriptions[9]._channel.name).to.equals('datadog:knex:raw:finish')
-
-    expect(sqlInjectionAnalyzer._bindings).to.have.lengthOf(1)
+    expect(sqlInjectionAnalyzer._subscriptions[4]._channel.name).to.equals('datadog:pg:pool:query:finish')
+    expect(sqlInjectionAnalyzer._subscriptions[5]._channel.name).to.equals('datadog:mysql:pool:query:start')
+    expect(sqlInjectionAnalyzer._subscriptions[6]._channel.name).to.equals('datadog:mysql:pool:query:finish')
+
+    expect(sqlInjectionAnalyzer._bindings).to.have.lengthOf(5)
     expect(sqlInjectionAnalyzer._bindings[0]._channel.name).to.equals('datadog:sequelize:query:start')
+    expect(sqlInjectionAnalyzer._bindings[1]._channel.name).to.equals('datadog:pg:pool:query:start')
+    expect(sqlInjectionAnalyzer._bindings[2]._channel.name).to.equals('datadog:knex:raw:start')
+    expect(sqlInjectionAnalyzer._bindings[3]._channel.name).to.equals('datadog:knex:raw:subscribes')
+    expect(sqlInjectionAnalyzer._bindings[4]._channel.name).to.equals('datadog:knex:raw:finish')
   })
 
   it('should not detect vulnerability when no query', () => {
@@ -206,23 +207,23 @@ describe('sql-injection-analyzer', () => {
     it('should call analyze on apm:mysql:query:start', () => {
       const onMysqlQueryStart = sqlInjectionAnalyzer._subscriptions[0]._handler
 
-      onMysqlQueryStart({ sql: 'SELECT 1', name: 'apm:mysql:query:start' })
+      onMysqlQueryStart({ sql: 'SELECT 1' })
 
       expect(analyze).to.be.calledOnceWith('SELECT 1')
     })
 
     it('should call analyze on apm:mysql2:query:start', () => {
-      const onMysql2QueryStart = sqlInjectionAnalyzer._subscriptions[0]._handler
+      const onMysql2QueryStart = sqlInjectionAnalyzer._subscriptions[1]._handler
 
-      onMysql2QueryStart({ sql: 'SELECT 1', name: 'apm:mysql2:query:start' })
+      onMysql2QueryStart({ sql: 'SELECT 1' })
 
       expect(analyze).to.be.calledOnceWith('SELECT 1')
     })
 
     it('should call analyze on apm:pg:query:start', () => {
-      const onPgQueryStart = sqlInjectionAnalyzer._subscriptions[0]._handler
+      const onPgQueryStart = sqlInjectionAnalyzer._subscriptions[2]._handler
 
-      onPgQueryStart({ sql: 'SELECT 1', name: 'apm:pg:query:start' })
+      onPgQueryStart({ originalText: 'SELECT 1', query: { text: 'modified-query SELECT 1' } })
 
       expect(analyze).to.be.calledOnceWith('SELECT 1')
     })
diff --git a/packages/dd-trace/test/appsec/iast/analyzers/template-injection-analyzer.handlebars.plugin.spec.js b/packages/dd-trace/test/appsec/iast/analyzers/template-injection-analyzer.handlebars.plugin.spec.js
index 2704cc2afef..5a8d702c7b0 100644
--- a/packages/dd-trace/test/appsec/iast/analyzers/template-injection-analyzer.handlebars.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/analyzers/template-injection-analyzer.handlebars.plugin.spec.js
@@ -2,6 +2,7 @@
 
 const { prepareTestServerForIast } = require('../utils')
 const { storage } = require('../../../../../datadog-core')
+const { withVersions } = require('../../../setup/mocha')
 const iastContextFunctions = require('../../../../src/appsec/iast/iast-context')
 const { newTaintedString } = require('../../../../src/appsec/iast/taint-tracking/operations')
 const { SQL_ROW_VALUE } = require('../../../../src/appsec/iast/taint-tracking/source-types')
diff --git a/packages/dd-trace/test/appsec/iast/analyzers/template-injection-analyzer.pug.plugin.spec.js b/packages/dd-trace/test/appsec/iast/analyzers/template-injection-analyzer.pug.plugin.spec.js
index f07b2b57cac..fe7cf12174a 100644
--- a/packages/dd-trace/test/appsec/iast/analyzers/template-injection-analyzer.pug.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/analyzers/template-injection-analyzer.pug.plugin.spec.js
@@ -2,6 +2,7 @@
 
 const { prepareTestServerForIast } = require('../utils')
 const { storage } = require('../../../../../datadog-core')
+const { withVersions } = require('../../../setup/mocha')
 const iastContextFunctions = require('../../../../src/appsec/iast/iast-context')
 const { newTaintedString } = require('../../../../src/appsec/iast/taint-tracking/operations')
 const { SQL_ROW_VALUE } = require('../../../../src/appsec/iast/taint-tracking/source-types')
diff --git a/packages/dd-trace/test/appsec/iast/analyzers/untrusted-deserialization-analyzer.node-serialize.plugin.spec.js b/packages/dd-trace/test/appsec/iast/analyzers/untrusted-deserialization-analyzer.node-serialize.plugin.spec.js
index 904e8df95af..233021e0d0a 100644
--- a/packages/dd-trace/test/appsec/iast/analyzers/untrusted-deserialization-analyzer.node-serialize.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/analyzers/untrusted-deserialization-analyzer.node-serialize.plugin.spec.js
@@ -1,6 +1,7 @@
 'use strict'
 
 const { prepareTestServerForIast } = require('../utils')
+const { withVersions } = require('../../../setup/mocha')
 const { storage } = require('../../../../../datadog-core')
 const iastContextFunctions = require('../../../../src/appsec/iast/iast-context')
 const { newTaintedString } = require('../../../../src/appsec/iast/taint-tracking/operations')
diff --git a/packages/dd-trace/test/appsec/iast/analyzers/unvalidated-redirect-analyzer.express.plugin.spec.js b/packages/dd-trace/test/appsec/iast/analyzers/unvalidated-redirect-analyzer.express.plugin.spec.js
index 1ddd317a838..5d3b749eda5 100644
--- a/packages/dd-trace/test/appsec/iast/analyzers/unvalidated-redirect-analyzer.express.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/analyzers/unvalidated-redirect-analyzer.express.plugin.spec.js
@@ -6,6 +6,7 @@ const path = require('path')
 
 const { UNVALIDATED_REDIRECT } = require('../../../../src/appsec/iast/vulnerabilities')
 const { prepareTestServerForIastInExpress } = require('../utils')
+const { withVersions } = require('../../../setup/mocha')
 const Axios = require('axios')
 
 describe('Unvalidated Redirect vulnerability', () => {
diff --git a/packages/dd-trace/test/appsec/iast/analyzers/vulnerability-analyzer.express.plugin.spec.js b/packages/dd-trace/test/appsec/iast/analyzers/vulnerability-analyzer.express.plugin.spec.js
index 69393c50825..76a067c3f2b 100644
--- a/packages/dd-trace/test/appsec/iast/analyzers/vulnerability-analyzer.express.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/analyzers/vulnerability-analyzer.express.plugin.spec.js
@@ -6,6 +6,7 @@ const path = require('path')
 
 const { UNVALIDATED_REDIRECT } = require('../../../../src/appsec/iast/vulnerabilities')
 const { prepareTestServerForIastInExpress } = require('../utils')
+const { withVersions } = require('../../../setup/mocha')
 const axios = require('axios')
 
 describe('Vulnerability Analyzer plugin', () => {
diff --git a/packages/dd-trace/test/appsec/iast/taint-tracking/plugin.express.plugin.spec.js b/packages/dd-trace/test/appsec/iast/taint-tracking/plugin.express.plugin.spec.js
index a9a995783f1..e8ee9063162 100644
--- a/packages/dd-trace/test/appsec/iast/taint-tracking/plugin.express.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/taint-tracking/plugin.express.plugin.spec.js
@@ -1,6 +1,7 @@
 'use strict'
 
 const { prepareTestServerForIastInExpress } = require('../utils')
+const { withVersions } = require('../../../setup/mocha')
 const axios = require('axios')
 const { URL } = require('url')
 
diff --git a/packages/dd-trace/test/appsec/iast/taint-tracking/plugin.fastify.plugin.spec.js b/packages/dd-trace/test/appsec/iast/taint-tracking/plugin.fastify.plugin.spec.js
index 26d0b94bcdf..ec1ca820b94 100644
--- a/packages/dd-trace/test/appsec/iast/taint-tracking/plugin.fastify.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/taint-tracking/plugin.fastify.plugin.spec.js
@@ -1,6 +1,7 @@
 'use strict'
 
 const { prepareTestServerForIastInFastify } = require('../utils')
+const { withVersions } = require('../../../setup/mocha')
 const axios = require('axios')
 const { URL } = require('url')
 
diff --git a/packages/dd-trace/test/appsec/iast/taint-tracking/sources/plugin.apollo-server-express.plugin.spec.js b/packages/dd-trace/test/appsec/iast/taint-tracking/sources/plugin.apollo-server-express.plugin.spec.js
index 91b6e2849f6..5d090f10796 100644
--- a/packages/dd-trace/test/appsec/iast/taint-tracking/sources/plugin.apollo-server-express.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/taint-tracking/sources/plugin.apollo-server-express.plugin.spec.js
@@ -1,6 +1,7 @@
 'use strict'
 
 const agent = require('../../../../plugins/agent')
+const { withVersions } = require('../../../../setup/mocha')
 const {
   schema,
   resolvers,
diff --git a/packages/dd-trace/test/appsec/iast/taint-tracking/sources/plugin.apollo-server.plugin.spec.js b/packages/dd-trace/test/appsec/iast/taint-tracking/sources/plugin.apollo-server.plugin.spec.js
index bc6f0b7f079..ae8fe1f84d6 100644
--- a/packages/dd-trace/test/appsec/iast/taint-tracking/sources/plugin.apollo-server.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/taint-tracking/sources/plugin.apollo-server.plugin.spec.js
@@ -2,6 +2,7 @@
 
 const path = require('path')
 const agent = require('../../../../plugins/agent')
+const { withVersions } = require('../../../../setup/mocha')
 const {
   schema,
   resolvers,
diff --git a/packages/dd-trace/test/appsec/iast/taint-tracking/sources/sql_row.pg.plugin.spec.js b/packages/dd-trace/test/appsec/iast/taint-tracking/sources/sql_row.pg.plugin.spec.js
index 69e73b0ccb0..db4a8232ba2 100644
--- a/packages/dd-trace/test/appsec/iast/taint-tracking/sources/sql_row.pg.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/taint-tracking/sources/sql_row.pg.plugin.spec.js
@@ -1,6 +1,7 @@
 'use strict'
 
 const { prepareTestServerForIast } = require('../../utils')
+const { withVersions } = require('../../../../setup/mocha')
 
 const connectionData = {
   host: '127.0.0.1',
@@ -108,6 +109,6 @@ describe('db sources with pg', () => {
           res.end('OK')
         }, 'COMMAND_INJECTION', null, 'Should not detect COMMAND_INJECTION with database source')
       })
-    })
+    }, undefined, ['pg'])
   })
 })
diff --git a/packages/dd-trace/test/appsec/iast/taint-tracking/sources/sql_row.sequelize.plugin.spec.js b/packages/dd-trace/test/appsec/iast/taint-tracking/sources/sql_row.sequelize.plugin.spec.js
index ae97d11bccd..5264eddb608 100644
--- a/packages/dd-trace/test/appsec/iast/taint-tracking/sources/sql_row.sequelize.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/taint-tracking/sources/sql_row.sequelize.plugin.spec.js
@@ -1,6 +1,7 @@
 'use strict'
 
 const { prepareTestServerForIast } = require('../../utils')
+const { withVersions } = require('../../../../setup/mocha')
 
 describe('db sources with sequelize', () => {
   withVersions('sequelize', 'sequelize', sequelizeVersion => {
diff --git a/packages/dd-trace/test/appsec/iast/taint-tracking/sources/taint-tracking.cookie.plugin.spec.js b/packages/dd-trace/test/appsec/iast/taint-tracking/sources/taint-tracking.cookie.plugin.spec.js
index e6638b28309..b6f247fb0c2 100644
--- a/packages/dd-trace/test/appsec/iast/taint-tracking/sources/taint-tracking.cookie.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/taint-tracking/sources/taint-tracking.cookie.plugin.spec.js
@@ -6,6 +6,7 @@ const { storage } = require('../../../../../../datadog-core')
 const iast = require('../../../../../src/appsec/iast')
 const iastContextFunctions = require('../../../../../src/appsec/iast/iast-context')
 const { isTainted, getRanges } = require('../../../../../src/appsec/iast/taint-tracking/operations')
+const { withVersions } = require('../../../../setup/mocha')
 const {
   HTTP_REQUEST_COOKIE_NAME,
   HTTP_REQUEST_COOKIE_VALUE
diff --git a/packages/dd-trace/test/appsec/iast/taint-tracking/sources/taint-tracking.express.plugin.spec.js b/packages/dd-trace/test/appsec/iast/taint-tracking/sources/taint-tracking.express.plugin.spec.js
index e357004d854..e53231d6469 100644
--- a/packages/dd-trace/test/appsec/iast/taint-tracking/sources/taint-tracking.express.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/taint-tracking/sources/taint-tracking.express.plugin.spec.js
@@ -8,6 +8,7 @@ const { storage } = require('../../../../../../datadog-core')
 const iast = require('../../../../../src/appsec/iast')
 const iastContextFunctions = require('../../../../../src/appsec/iast/iast-context')
 const { isTainted, getRanges } = require('../../../../../src/appsec/iast/taint-tracking/operations')
+const { withVersions } = require('../../../../setup/mocha')
 const {
   HTTP_REQUEST_PATH_PARAM,
   HTTP_REQUEST_URI
diff --git a/packages/dd-trace/test/appsec/iast/taint-tracking/sources/taint-tracking.fastify.plugin.spec.js b/packages/dd-trace/test/appsec/iast/taint-tracking/sources/taint-tracking.fastify.plugin.spec.js
index 2db27074a31..a82f774b9a3 100644
--- a/packages/dd-trace/test/appsec/iast/taint-tracking/sources/taint-tracking.fastify.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/iast/taint-tracking/sources/taint-tracking.fastify.plugin.spec.js
@@ -7,6 +7,7 @@ const { storage } = require('../../../../../../datadog-core')
 const iast = require('../../../../../src/appsec/iast')
 const iastContextFunctions = require('../../../../../src/appsec/iast/iast-context')
 const { isTainted, getRanges } = require('../../../../../src/appsec/iast/taint-tracking/operations')
+const { withVersions } = require('../../../../setup/mocha')
 const {
   HTTP_REQUEST_PATH_PARAM,
   HTTP_REQUEST_URI
diff --git a/packages/dd-trace/test/appsec/iast/utils.js b/packages/dd-trace/test/appsec/iast/utils.js
index a1f174bd0c3..897463a40e0 100644
--- a/packages/dd-trace/test/appsec/iast/utils.js
+++ b/packages/dd-trace/test/appsec/iast/utils.js
@@ -239,7 +239,7 @@ function checkVulnerabilityInRequest (
   }
 }
 
-function prepareTestServerForIast (description, tests, iastConfig) {
+function prepareTestServerForIast (description, tests, iastConfig, pluginsToConfigure = []) {
   describe(description, () => {
     const config = {}
     let http
@@ -254,7 +254,7 @@ function prepareTestServerForIast (description, tests, iastConfig) {
     })
 
     before(() => {
-      return agent.load('http', undefined, { flushInterval: 1 })
+      return agent.load(['http', ...pluginsToConfigure], { client: false }, { flushInterval: 1 })
         .then(() => {
           http = require('http')
         })
@@ -308,7 +308,14 @@ function prepareTestServerForIast (description, tests, iastConfig) {
   })
 }
 
-function prepareTestServerForIastInExpress (description, expressVersion, loadMiddlewares, tests, iastConfig) {
+function prepareTestServerForIastInExpress (
+  description,
+  expressVersion,
+  loadMiddlewares,
+  tests,
+  iastConfig,
+  pluginsToConfigure = []
+) {
   if (arguments.length === 3) {
     tests = loadMiddlewares
     loadMiddlewares = undefined
@@ -319,7 +326,7 @@ function prepareTestServerForIastInExpress (description, expressVersion, loadMid
     let listener, app, server
 
     before(() => {
-      return agent.load(['express', 'http'], { client: false }, { flushInterval: 1 })
+      return agent.load(['express', 'http', ...pluginsToConfigure], { client: false }, { flushInterval: 1 })
     })
 
     before(() => {
diff --git a/packages/dd-trace/test/appsec/index.body-parser.plugin.spec.js b/packages/dd-trace/test/appsec/index.body-parser.plugin.spec.js
index 62c5465496f..5482fa58fd8 100644
--- a/packages/dd-trace/test/appsec/index.body-parser.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/index.body-parser.plugin.spec.js
@@ -6,6 +6,7 @@ const agent = require('../plugins/agent')
 const appsec = require('../../src/appsec')
 const Config = require('../../src/config')
 const { json } = require('../../src/appsec/blocked_templates')
+const { withVersions } = require('../setup/mocha')
 
 withVersions('body-parser', 'body-parser', version => {
   describe('Suspicious request blocking - body-parser', () => {
diff --git a/packages/dd-trace/test/appsec/index.cookie-parser.plugin.spec.js b/packages/dd-trace/test/appsec/index.cookie-parser.plugin.spec.js
index fed6bbcbf45..ef03ebe45cf 100644
--- a/packages/dd-trace/test/appsec/index.cookie-parser.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/index.cookie-parser.plugin.spec.js
@@ -7,6 +7,7 @@ const agent = require('../plugins/agent')
 const appsec = require('../../src/appsec')
 const Config = require('../../src/config')
 const { json } = require('../../src/appsec/blocked_templates')
+const { withVersions } = require('../setup/mocha')
 
 withVersions('cookie-parser', 'cookie-parser', version => {
   describe('Suspicious request blocking - cookie-parser', () => {
diff --git a/packages/dd-trace/test/appsec/index.express.plugin.spec.js b/packages/dd-trace/test/appsec/index.express.plugin.spec.js
index 03fbae31af4..335f5b95114 100644
--- a/packages/dd-trace/test/appsec/index.express.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/index.express.plugin.spec.js
@@ -3,11 +3,12 @@
 const Axios = require('axios')
 const { assert } = require('chai')
 const path = require('path')
+const zlib = require('node:zlib')
 const agent = require('../plugins/agent')
 const appsec = require('../../src/appsec')
 const Config = require('../../src/config')
 const { json } = require('../../src/appsec/blocked_templates')
-const zlib = require('zlib')
+const { withVersions } = require('../setup/mocha')
 
 withVersions('express', 'express', version => {
   describe('Suspicious request blocking - path parameters', () => {
diff --git a/packages/dd-trace/test/appsec/index.fastify.plugin.spec.js b/packages/dd-trace/test/appsec/index.fastify.plugin.spec.js
index d169634ed06..ad28cdb4f08 100644
--- a/packages/dd-trace/test/appsec/index.fastify.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/index.fastify.plugin.spec.js
@@ -10,6 +10,7 @@ const agent = require('../plugins/agent')
 const appsec = require('../../src/appsec')
 const Config = require('../../src/config')
 const { json } = require('../../src/appsec/blocked_templates')
+const { withVersions } = require('../setup/mocha')
 
 withVersions('fastify', 'fastify', '>=2', (fastifyVersion, _, fastifyLoadedVersion) => {
   describe('Suspicious request blocking - query', () => {
diff --git a/packages/dd-trace/test/appsec/index.next.plugin.spec.js b/packages/dd-trace/test/appsec/index.next.plugin.spec.js
index 8f7fbf2a9d8..fca1bd2732b 100644
--- a/packages/dd-trace/test/appsec/index.next.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/index.next.plugin.spec.js
@@ -9,6 +9,7 @@ const path = require('path')
 
 const agent = require('../plugins/agent')
 const { NODE_MAJOR, NODE_MINOR, NODE_PATCH } = require('../../../../version')
+const { withVersions } = require('../setup/mocha')
 
 describe('test suite', () => {
   let server
diff --git a/packages/dd-trace/test/appsec/index.sequelize.plugin.spec.js b/packages/dd-trace/test/appsec/index.sequelize.plugin.spec.js
index c4623cc8be8..0c57e0c5947 100644
--- a/packages/dd-trace/test/appsec/index.sequelize.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/index.sequelize.plugin.spec.js
@@ -5,6 +5,7 @@ const axios = require('axios')
 const agent = require('../plugins/agent')
 const appsec = require('../../src/appsec')
 const Config = require('../../src/config')
+const { withVersions } = require('../setup/mocha')
 
 describe('sequelize', () => {
   withVersions('sequelize', 'sequelize', sequelizeVersion => {
diff --git a/packages/dd-trace/test/appsec/rasp/command_injection.express.plugin.spec.js b/packages/dd-trace/test/appsec/rasp/command_injection.express.plugin.spec.js
index d7609367ab9..00aa2906f65 100644
--- a/packages/dd-trace/test/appsec/rasp/command_injection.express.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/rasp/command_injection.express.plugin.spec.js
@@ -3,6 +3,7 @@
 const agent = require('../../plugins/agent')
 const appsec = require('../../../src/appsec')
 const Config = require('../../../src/config')
+const { withVersions } = require('../../setup/mocha')
 const path = require('path')
 const Axios = require('axios')
 const { checkRaspExecutedAndHasThreat, checkRaspExecutedAndNotThreat } = require('./utils')
diff --git a/packages/dd-trace/test/appsec/rasp/lfi.express.plugin.spec.js b/packages/dd-trace/test/appsec/rasp/lfi.express.plugin.spec.js
index d0a5ad8d3dd..5309e37eeff 100644
--- a/packages/dd-trace/test/appsec/rasp/lfi.express.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/rasp/lfi.express.plugin.spec.js
@@ -6,6 +6,7 @@ const fs = require('fs')
 const agent = require('../../plugins/agent')
 const appsec = require('../../../src/appsec')
 const Config = require('../../../src/config')
+const { withVersions } = require('../../setup/mocha')
 const path = require('path')
 const { assert } = require('chai')
 const { checkRaspExecutedAndNotThreat, checkRaspExecutedAndHasThreat } = require('./utils')
diff --git a/packages/dd-trace/test/appsec/rasp/sql_injection.mysql2.plugin.spec.js b/packages/dd-trace/test/appsec/rasp/sql_injection.mysql2.plugin.spec.js
index 2fe74e9f262..22f806c6837 100644
--- a/packages/dd-trace/test/appsec/rasp/sql_injection.mysql2.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/rasp/sql_injection.mysql2.plugin.spec.js
@@ -3,6 +3,7 @@
 const agent = require('../../plugins/agent')
 const appsec = require('../../../src/appsec')
 const Config = require('../../../src/config')
+const { withVersions } = require('../../setup/mocha')
 const path = require('path')
 const Axios = require('axios')
 const { assert } = require('chai')
diff --git a/packages/dd-trace/test/appsec/rasp/sql_injection.pg.plugin.spec.js b/packages/dd-trace/test/appsec/rasp/sql_injection.pg.plugin.spec.js
index 2d4dd779c17..d4264e1d4bf 100644
--- a/packages/dd-trace/test/appsec/rasp/sql_injection.pg.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/rasp/sql_injection.pg.plugin.spec.js
@@ -5,6 +5,7 @@ const appsec = require('../../../src/appsec')
 const { wafRunFinished } = require('../../../src/appsec/channels')
 const addresses = require('../../../src/appsec/addresses')
 const Config = require('../../../src/config')
+const { withVersions } = require('../../setup/mocha')
 const path = require('path')
 const Axios = require('axios')
 const { assert } = require('chai')
diff --git a/packages/dd-trace/test/appsec/rasp/ssrf.express.plugin.spec.js b/packages/dd-trace/test/appsec/rasp/ssrf.express.plugin.spec.js
index b12861406c3..1a853e2022f 100644
--- a/packages/dd-trace/test/appsec/rasp/ssrf.express.plugin.spec.js
+++ b/packages/dd-trace/test/appsec/rasp/ssrf.express.plugin.spec.js
@@ -4,6 +4,7 @@ const Axios = require('axios')
 const agent = require('../../plugins/agent')
 const appsec = require('../../../src/appsec')
 const Config = require('../../../src/config')
+const { withVersions } = require('../../setup/mocha')
 const path = require('path')
 const { assert } = require('chai')
 const { checkRaspExecutedAndNotThreat, checkRaspExecutedAndHasThreat } = require('./utils')
diff --git a/packages/dd-trace/test/appsec/rule_manager.spec.js b/packages/dd-trace/test/appsec/rule_manager.spec.js
index 0fcf05fb4ce..d3acd49482c 100644
--- a/packages/dd-trace/test/appsec/rule_manager.spec.js
+++ b/packages/dd-trace/test/appsec/rule_manager.spec.js
@@ -191,9 +191,7 @@ describe('AppSec Rule Manager', () => {
         }]
       }
 
-      assert.doesNotThrow(() => {
-        RuleManager.updateWafFromRC(rcConfigsForNonAsmProducts)
-      })
+      RuleManager.updateWafFromRC(rcConfigsForNonAsmProducts)
 
       assert.strictEqual(rcConfigsForNonAsmProducts.toUnapply[0].apply_state, UNACKNOWLEDGED)
       assert.notProperty(rcConfigsForNonAsmProducts.toUnapply[0], 'apply_error')
@@ -367,7 +365,7 @@ describe('AppSec Rule Manager', () => {
               id: 'asm_dd.test.failed',
               product: 'ASM_DD',
               path: 'test/rule_manager/updateWafFromRC/ASM_DD/01',
-              file: {}
+              file: { rules: [{ name: 'rule_with_missing_id' }] }
             }
           ],
           toModify: [],
diff --git a/packages/dd-trace/test/guardrails/telemetry.spec.js b/packages/dd-trace/test/guardrails/telemetry.spec.js
index 4ed8d5e3119..160ee4752ad 100644
--- a/packages/dd-trace/test/guardrails/telemetry.spec.js
+++ b/packages/dd-trace/test/guardrails/telemetry.spec.js
@@ -2,6 +2,8 @@
 
 process.env.DD_INJECTION_ENABLED = 'true'
 
+const proxyquire = require('proxyquire')
+const { EventEmitter } = require('events')
 const { telemetryForwarder, assertTelemetryPoints } = require('../../../../integration-tests/helpers')
 
 describe('sendTelemetry', () => {
@@ -16,7 +18,7 @@ describe('sendTelemetry', () => {
 
   beforeEach(() => {
     cleanup = telemetryForwarder()
-    sendTelemetry = proxyquire('../src/guardrails/telemetry', {})
+    sendTelemetry = proxyquire('../../src/guardrails/telemetry', {})
   })
 
   it('should send telemetry', async () => {
@@ -68,4 +70,99 @@ describe('sendTelemetry', () => {
       assertTelemetryPoints(process.pid, msgs, ['abort.integration', '1'])
     })
   })
+
+  describe('Error scenarios and metadata', () => {
+    let mockProc, telemetryModule, capturedStdinData
+
+    function createMockProcess () {
+      const proc = new EventEmitter()
+      proc.stdin = new EventEmitter()
+      proc.stdin.end = (data) => {
+        capturedStdinData = data
+      }
+      return proc
+    }
+
+    function loadTelemetryModuleWithMockProc () {
+      return proxyquire('../../src/guardrails/telemetry', {
+        child_process: { spawn: () => mockProc }
+      })
+    }
+
+    function runTelemetry (eventType, value) {
+      const originalStringify = JSON.stringify
+      JSON.stringify = function (obj) {
+        if (obj && obj.metadata && obj.points) {
+          if (eventType === 'spawn-error') {
+            mockProc.emit('error', new Error(value))
+          } else if (eventType === 'exit') {
+            mockProc.emit('exit', value)
+          } else if (eventType === 'stdin-error') {
+            mockProc.stdin.emit('error', new Error(value))
+          }
+        }
+        return originalStringify.apply(this, arguments)
+      }
+
+      try {
+        telemetryModule([{ name: 'test', tags: [] }])
+      } finally {
+        JSON.stringify = originalStringify
+      }
+    }
+
+    function assertStdinMetadata (expected) {
+      expect(capturedStdinData).to.exist
+      const parsed = JSON.parse(capturedStdinData)
+      expect(parsed.metadata.result).to.equal(expected.result)
+      expect(parsed.metadata.result_class).to.equal(expected.result_class)
+      expect(parsed.metadata.result_reason).to.equal(expected.result_reason)
+    }
+
+    beforeEach(() => {
+      mockProc = createMockProcess()
+      capturedStdinData = null
+      telemetryModule = loadTelemetryModuleWithMockProc()
+    })
+
+    it('should set error metadata when telemetry forwarder fails to spawn', () => {
+      runTelemetry('spawn-error', 'Spawn failed')
+
+      assertStdinMetadata({
+        result: 'error',
+        result_class: 'internal_error',
+        result_reason: 'Failed to spawn telemetry forwarder'
+      })
+    })
+
+    it('should set error metadata when telemetry forwarder exits with non-zero code', () => {
+      runTelemetry('exit', 1)
+
+      assertStdinMetadata({
+        result: 'error',
+        result_class: 'internal_error',
+        result_reason: 'Telemetry forwarder exited with code 1'
+      })
+    })
+
+    it('should set error metadata when writing to telemetry forwarder fails', () => {
+      runTelemetry('stdin-error', 'Write failed')
+
+      assertStdinMetadata({
+        result: 'error',
+        result_class: 'internal_error',
+        result_reason: 'Failed to write telemetry data to telemetry forwarder'
+      })
+    })
+
+    it('should set success metadata when telemetry forwarder exits successfully', () => {
+      runTelemetry('exit', 0)
+
+      assertStdinMetadata({
+        result: 'success',
+        result_class: 'success',
+        result_reason: 'Successfully configured ddtrace package'
+      })
+    })
+  })
 })
diff --git a/packages/dd-trace/test/llmobs/cassettes/anthropic/anthropic_v1_messages_post_77bd4579.yaml b/packages/dd-trace/test/llmobs/cassettes/anthropic/anthropic_v1_messages_post_77bd4579.yaml
new file mode 100644
index 00000000000..fb93ef7e1df
--- /dev/null
+++ b/packages/dd-trace/test/llmobs/cassettes/anthropic/anthropic_v1_messages_post_77bd4579.yaml
@@ -0,0 +1,106 @@
+interactions:
+- request:
+    body: "{\n  \"model\": \"claude-3-5-sonnet-20241022\",\n  \"temperature\": 1,\n
+      \ \"top_k\": -1,\n  \"top_p\": -1,\n  \"stream\": false,\n  \"max_tokens\":
+      2048,\n  \"messages\": [\n    {\n      \"role\": \"user\",\n      \"content\":
+      \"Hello!\"\n    }\n  ]\n}"
+    headers:
+      ? !!python/object/apply:multidict._multidict.istr
+      - Accept
+      : - application/json
+      ? !!python/object/apply:multidict._multidict.istr
+      - Accept-Encoding
+      : - gzip,deflate
+      ? !!python/object/apply:multidict._multidict.istr
+      - Connection
+      : - keep-alive
+      Content-Length:
+      - '215'
+      ? !!python/object/apply:multidict._multidict.istr
+      - Content-Type
+      : - application/json
+      ? !!python/object/apply:multidict._multidict.istr
+      - User-Agent
+      : - Anthropic/JS 0.14.1
+      ? !!python/object/apply:multidict._multidict.istr
+      - anthropic-version
+      : - '2023-06-01'
+      ? !!python/object/apply:multidict._multidict.istr
+      - x-stainless-arch
+      : - arm64
+      ? !!python/object/apply:multidict._multidict.istr
+      - x-stainless-lang
+      : - js
+      ? !!python/object/apply:multidict._multidict.istr
+      - x-stainless-os
+      : - MacOS
+      ? !!python/object/apply:multidict._multidict.istr
+      - x-stainless-package-version
+      : - 0.14.1
+      ? !!python/object/apply:multidict._multidict.istr
+      - x-stainless-runtime
+      : - node
+      ? !!python/object/apply:multidict._multidict.istr
+      - x-stainless-runtime-version
+      : - v22.17.0
+    method: POST
+    uri: https://api.anthropic.com/v1/messages
+  response:
+    body:
+      string: '{"id":"msg_01Pnd27hsaCcokrYVGjZ3TLm","type":"message","role":"assistant","model":"claude-3-5-sonnet-20241022","content":[{"type":"text","text":"Hi
+        there! How can I help you today?"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":9,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"output_tokens":13,"service_tier":"standard"}}'
+    headers:
+      CF-RAY:
+      - 96b7a6125975e600-IAD
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Thu, 07 Aug 2025 15:01:22 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Robots-Tag:
+      - none
+      anthropic-organization-id:
+      - 4257e925-ee99-4ee8-9c62-8e53716d5203
+      anthropic-ratelimit-input-tokens-limit:
+      - '5000000'
+      anthropic-ratelimit-input-tokens-remaining:
+      - '5000000'
+      anthropic-ratelimit-input-tokens-reset:
+      - '2025-08-07T15:01:21Z'
+      anthropic-ratelimit-output-tokens-limit:
+      - '1000000'
+      anthropic-ratelimit-output-tokens-remaining:
+      - '1000000'
+      anthropic-ratelimit-output-tokens-reset:
+      - '2025-08-07T15:01:22Z'
+      anthropic-ratelimit-requests-limit:
+      - '10000'
+      anthropic-ratelimit-requests-remaining:
+      - '9999'
+      anthropic-ratelimit-requests-reset:
+      - '2025-08-07T15:01:20Z'
+      anthropic-ratelimit-tokens-limit:
+      - '6000000'
+      anthropic-ratelimit-tokens-remaining:
+      - '6000000'
+      anthropic-ratelimit-tokens-reset:
+      - '2025-08-07T15:01:21Z'
+      cf-cache-status:
+      - DYNAMIC
+      request-id:
+      - req_011CRtYt3PP5A3YUN232izWH
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      via:
+      - 1.1 google
+    status:
+      code: 200
+      message: OK
+version: 1
diff --git a/packages/dd-trace/test/llmobs/cassettes/anthropic/anthropic_v1_messages_post_a0f05e2e.yaml b/packages/dd-trace/test/llmobs/cassettes/anthropic/anthropic_v1_messages_post_a0f05e2e.yaml
new file mode 100644
index 00000000000..08f5f0e5232
--- /dev/null
+++ b/packages/dd-trace/test/llmobs/cassettes/anthropic/anthropic_v1_messages_post_a0f05e2e.yaml
@@ -0,0 +1,118 @@
+interactions:
+- request:
+    body: '{"model":"claude-3-5-sonnet-20241022","temperature":1,"top_k":-1,"top_p":-1,"stream":false,"max_tokens":2048,"thinking":{"type":"disabled"},"messages":[{"role":"user","content":"Hello!"}]}'
+    headers:
+      ? !!python/object/apply:multidict._multidict.istr
+      - Accept
+      : - application/json
+      ? !!python/object/apply:multidict._multidict.istr
+      - Accept-Encoding
+      : - gzip, deflate
+      ? !!python/object/apply:multidict._multidict.istr
+      - Accept-Language
+      : - '*'
+      ? !!python/object/apply:multidict._multidict.istr
+      - Connection
+      : - keep-alive
+      Content-Length:
+      - '188'
+      ? !!python/object/apply:multidict._multidict.istr
+      - Content-Type
+      : - application/json
+      ? !!python/object/apply:multidict._multidict.istr
+      - User-Agent
+      : - Anthropic/JS 0.56.0
+      ? !!python/object/apply:multidict._multidict.istr
+      - X-Stainless-Arch
+      : - arm64
+      ? !!python/object/apply:multidict._multidict.istr
+      - X-Stainless-Lang
+      : - js
+      ? !!python/object/apply:multidict._multidict.istr
+      - X-Stainless-OS
+      : - MacOS
+      ? !!python/object/apply:multidict._multidict.istr
+      - X-Stainless-Package-Version
+      : - 0.56.0
+      ? !!python/object/apply:multidict._multidict.istr
+      - X-Stainless-Retry-Count
+      : - '0'
+      ? !!python/object/apply:multidict._multidict.istr
+      - X-Stainless-Runtime
+      : - node
+      ? !!python/object/apply:multidict._multidict.istr
+      - X-Stainless-Runtime-Version
+      : - v22.17.0
+      ? !!python/object/apply:multidict._multidict.istr
+      - X-Stainless-Timeout
+      : - '600'
+      ? !!python/object/apply:multidict._multidict.istr
+      - anthropic-dangerous-direct-browser-access
+      : - 'true'
+      ? !!python/object/apply:multidict._multidict.istr
+      - anthropic-version
+      : - '2023-06-01'
+      ? !!python/object/apply:multidict._multidict.istr
+      - sec-fetch-mode
+      : - cors
+    method: POST
+    uri: https://api.anthropic.com/v1/messages
+  response:
+    body:
+      string: '{"id":"msg_01HCvrgZzKLTVSWisuGYdYne","type":"message","role":"assistant","model":"claude-3-5-sonnet-20241022","content":[{"type":"text","text":"Hi
+        there! How can I help you today?"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":9,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"output_tokens":13,"service_tier":"standard"}}'
+    headers:
+      CF-RAY:
+      - 96b7a61ebdd5f828-IAD
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Thu, 07 Aug 2025 15:01:23 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Robots-Tag:
+      - none
+      anthropic-organization-id:
+      - 4257e925-ee99-4ee8-9c62-8e53716d5203
+      anthropic-ratelimit-input-tokens-limit:
+      - '5000000'
+      anthropic-ratelimit-input-tokens-remaining:
+      - '5000000'
+      anthropic-ratelimit-input-tokens-reset:
+      - '2025-08-07T15:01:23Z'
+      anthropic-ratelimit-output-tokens-limit:
+      - '1000000'
+      anthropic-ratelimit-output-tokens-remaining:
+      - '1000000'
+      anthropic-ratelimit-output-tokens-reset:
+      - '2025-08-07T15:01:23Z'
+      anthropic-ratelimit-requests-limit:
+      - '10000'
+      anthropic-ratelimit-requests-remaining:
+      - '9999'
+      anthropic-ratelimit-requests-reset:
+      - '2025-08-07T15:01:22Z'
+      anthropic-ratelimit-tokens-limit:
+      - '6000000'
+      anthropic-ratelimit-tokens-remaining:
+      - '6000000'
+      anthropic-ratelimit-tokens-reset:
+      - '2025-08-07T15:01:23Z'
+      cf-cache-status:
+      - DYNAMIC
+      request-id:
+      - req_011CRtYtBnu8AxL7pDMXnNWB
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      via:
+      - 1.1 google
+    status:
+      code: 200
+      message: OK
+version: 1
diff --git a/packages/dd-trace/test/llmobs/cassettes/genai/genai_v1beta_models_text-embedding-004_embedContent_post_ec826ebf.yaml b/packages/dd-trace/test/llmobs/cassettes/genai/genai_v1beta_models_text-embedding-004_embedContent_post_ec826ebf.yaml
new file mode 100644
index 00000000000..944f3a311eb
--- /dev/null
+++ b/packages/dd-trace/test/llmobs/cassettes/genai/genai_v1beta_models_text-embedding-004_embedContent_post_ec826ebf.yaml
@@ -0,0 +1,257 @@
+interactions:
+- request:
+    body: '{"content":{"role":"user","parts":[{"text":"Hello, world!"}]},"taskType":"RETRIEVAL_DOCUMENT","title":"Document
+      title"}'
+    headers:
+      ? !!python/object/apply:multidict._multidict.istr
+      - Accept
+      : - '*/*'
+      ? !!python/object/apply:multidict._multidict.istr
+      - Accept-Encoding
+      : - gzip, deflate
+      ? !!python/object/apply:multidict._multidict.istr
+      - Accept-Language
+      : - '*'
+      ? !!python/object/apply:multidict._multidict.istr
+      - Connection
+      : - keep-alive
+      Content-Length:
+      - '119'
+      ? !!python/object/apply:multidict._multidict.istr
+      - Content-Type
+      : - application/json
+      ? !!python/object/apply:multidict._multidict.istr
+      - User-Agent
+      : - node
+      ? !!python/object/apply:multidict._multidict.istr
+      - sec-fetch-mode
+      : - cors
+      ? !!python/object/apply:multidict._multidict.istr
+      - x-goog-api-client
+      : - genai-js/0.24.1
+    method: POST
+    uri: https://generativelanguage.googleapis.com/v1beta/models/text-embedding-004:embedContent
+  response:
+    body:
+      string: "{\n  \"embedding\": {\n    \"values\": [\n      0.015372546,\n      -0.014356539,\n
+        \     -0.066795334,\n      -0.0020824727,\n      -0.012117872,\n      0.007339449,\n
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diff --git a/packages/dd-trace/test/llmobs/cassettes/openai/openai_audio_transcriptions_post_c8e48c61.yaml b/packages/dd-trace/test/llmobs/cassettes/openai/openai_audio_transcriptions_post_c8e48c61.yaml
new file mode 100644
index 00000000000..20a5184ac63
--- /dev/null
+++ b/packages/dd-trace/test/llmobs/cassettes/openai/openai_audio_transcriptions_post_c8e48c61.yaml
@@ -0,0 +1,1340 @@
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new file mode 100644
index 00000000000..67fe40849df
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\"\n
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diff --git a/packages/dd-trace/test/llmobs/plugins/ai/index.spec.js b/packages/dd-trace/test/llmobs/plugins/ai/index.spec.js
new file mode 100644
index 00000000000..91356c02526
--- /dev/null
+++ b/packages/dd-trace/test/llmobs/plugins/ai/index.spec.js
@@ -0,0 +1,664 @@
+'use strict'
+
+const { useEnv } = require('../../../../../../integration-tests/helpers')
+const chai = require('chai')
+const { expect } = chai
+const semifies = require('semifies')
+const { withVersions } = require('../../../setup/mocha')
+
+const { NODE_MAJOR } = require('../../../../../../version')
+
+const {
+  expectedLLMObsLLMSpanEvent,
+  expectedLLMObsNonLLMSpanEvent,
+  deepEqualWithMockValues,
+  MOCK_STRING,
+  useLlmobs,
+  MOCK_NUMBER,
+  MOCK_OBJECT
+} = require('../../util')
+
+chai.Assertion.addMethod('deepEqualWithMockValues', deepEqualWithMockValues)
+
+// ai<4.0.2 is not supported in CommonJS with Node.js < 22
+const range = NODE_MAJOR < 22 ? '>=4.0.2' : '>=4.0.0'
+
+function getAiSdkOpenAiPackage (vercelAiVersion) {
+  return semifies(vercelAiVersion, '>=5.0.0') ? '@ai-sdk/openai' : '@ai-sdk/openai@1.3.23'
+}
+
+describe('Plugin', () => {
+  useEnv({
+    OPENAI_API_KEY: '<not-a-real-key>',
+    _DD_LLMOBS_FLUSH_INTERVAL: 0
+  })
+
+  withVersions('ai', 'ai', range, (version, _, realVersion) => {
+    let ai
+    let openai
+
+    const getEvents = useLlmobs({ plugin: 'ai' })
+
+    beforeEach(function () {
+      ai = require(`../../../../../../versions/ai@${version}`).get()
+
+      const OpenAI = require(`../../../../../../versions/${getAiSdkOpenAiPackage(realVersion)}`).get()
+      openai = OpenAI.createOpenAI({
+        baseURL: 'http://127.0.0.1:9126/vcr/openai',
+        compatibility: 'strict'
+      })
+    })
+
+    it('creates a span for generateText', async () => {
+      await ai.generateText({
+        model: openai('gpt-4o-mini'),
+        system: 'You are a helpful assistant',
+        prompt: 'Hello, OpenAI!',
+        maxTokens: 100,
+        temperature: 0.5
+      })
+
+      const { apmSpans, llmobsSpans } = await getEvents()
+
+      const expectedWorkflowSpan = expectedLLMObsNonLLMSpanEvent({
+        span: apmSpans[0],
+        name: 'generateText',
+        spanKind: 'workflow',
+        inputValue: 'Hello, OpenAI!',
+        outputValue: MOCK_STRING,
+        metadata: {
+          maxTokens: 100,
+          temperature: 0.5,
+          maxSteps: MOCK_NUMBER,
+          maxRetries: MOCK_NUMBER,
+        },
+        tokenMetrics: { input_tokens: MOCK_NUMBER, output_tokens: MOCK_NUMBER, total_tokens: MOCK_NUMBER },
+        tags: { ml_app: 'test', language: 'javascript', integration: 'ai' },
+      })
+
+      const expectedLlmSpan = expectedLLMObsLLMSpanEvent({
+        span: apmSpans[1],
+        parentId: llmobsSpans[0].span_id,
+        spanKind: 'llm',
+        modelName: 'gpt-4o-mini',
+        modelProvider: 'openai',
+        name: 'doGenerate',
+        inputMessages: [
+          { content: 'You are a helpful assistant', role: 'system' },
+          { content: 'Hello, OpenAI!', role: 'user' }
+        ],
+        outputMessages: [{ content: MOCK_STRING, role: 'assistant' }],
+        metadata: {
+          max_tokens: 100,
+          temperature: 0.5,
+        },
+        tokenMetrics: { input_tokens: MOCK_NUMBER, output_tokens: MOCK_NUMBER, total_tokens: MOCK_NUMBER },
+        tags: { ml_app: 'test', language: 'javascript', integration: 'ai' },
+      })
+
+      expect(llmobsSpans[0]).to.deepEqualWithMockValues(expectedWorkflowSpan)
+      expect(llmobsSpans[1]).to.deepEqualWithMockValues(expectedLlmSpan)
+    })
+
+    it('creates a span for generateObject', async () => {
+      const schema = ai.jsonSchema({
+        type: 'object',
+        properties: {
+          name: { type: 'string' },
+          age: { type: 'number' },
+          height: { type: 'string' }
+        },
+        required: ['name', 'age', 'height']
+      })
+
+      await ai.generateObject({
+        model: openai('gpt-4o-mini'),
+        schema,
+        prompt: 'Invent a character for a video game'
+      })
+
+      const { apmSpans, llmobsSpans } = await getEvents()
+
+      const expectedWorkflowSpan = expectedLLMObsNonLLMSpanEvent({
+        span: apmSpans[0],
+        name: 'generateObject',
+        spanKind: 'workflow',
+        inputValue: 'Invent a character for a video game',
+        outputValue: MOCK_STRING,
+        metadata: {
+          schema: MOCK_OBJECT,
+          output: 'object',
+          maxRetries: MOCK_NUMBER,
+        },
+        tokenMetrics: { input_tokens: MOCK_NUMBER, output_tokens: MOCK_NUMBER, total_tokens: MOCK_NUMBER },
+        tags: { ml_app: 'test', language: 'javascript', integration: 'ai' },
+      })
+
+      const expectedLlmSpan = expectedLLMObsLLMSpanEvent({
+        span: apmSpans[1],
+        parentId: llmobsSpans[0].span_id,
+        spanKind: 'llm',
+        modelName: 'gpt-4o-mini',
+        modelProvider: 'openai',
+        name: 'doGenerate',
+        inputMessages: [{ content: 'Invent a character for a video game', role: 'user' }],
+        outputMessages: [{ content: MOCK_STRING, role: 'assistant' }],
+        tokenMetrics: { input_tokens: MOCK_NUMBER, output_tokens: MOCK_NUMBER, total_tokens: MOCK_NUMBER },
+        tags: { ml_app: 'test', language: 'javascript', integration: 'ai' }
+      })
+
+      expect(llmobsSpans[0]).to.deepEqualWithMockValues(expectedWorkflowSpan)
+      expect(llmobsSpans[1]).to.deepEqualWithMockValues(expectedLlmSpan)
+    })
+
+    it('creates a span for embed', async () => {
+      await ai.embed({
+        model: openai.embedding('text-embedding-ada-002'),
+        value: 'hello world'
+      })
+
+      const { apmSpans, llmobsSpans } = await getEvents()
+
+      const expectedWorkflowSpan = expectedLLMObsNonLLMSpanEvent({
+        span: apmSpans[0],
+        name: 'embed',
+        spanKind: 'workflow',
+        inputValue: 'hello world',
+        outputValue: '[1 embedding(s) returned with size 1536]',
+        metadata: {
+          maxSteps: MOCK_NUMBER,
+          maxRetries: MOCK_NUMBER,
+        },
+        tags: { ml_app: 'test', language: 'javascript', integration: 'ai' }
+      })
+
+      const expectedEmbeddingSpan = expectedLLMObsLLMSpanEvent({
+        span: apmSpans[1],
+        parentId: llmobsSpans[0].span_id,
+        spanKind: 'embedding',
+        modelName: 'text-embedding-ada-002',
+        modelProvider: 'openai',
+        name: 'doEmbed',
+        inputDocuments: [{ text: 'hello world' }],
+        outputValue: '[1 embedding(s) returned with size 1536]',
+        tokenMetrics: { input_tokens: MOCK_NUMBER, total_tokens: MOCK_NUMBER },
+        tags: { ml_app: 'test', language: 'javascript', integration: 'ai' }
+      })
+
+      expect(llmobsSpans[0]).to.deepEqualWithMockValues(expectedWorkflowSpan)
+      expect(llmobsSpans[1]).to.deepEqualWithMockValues(expectedEmbeddingSpan)
+    })
+
+    it('creates a span for embedMany', async () => {
+      await ai.embedMany({
+        model: openai.embedding('text-embedding-ada-002'),
+        values: ['hello world', 'goodbye world']
+      })
+
+      const { apmSpans, llmobsSpans } = await getEvents()
+
+      const expectedWorkflowSpan = expectedLLMObsNonLLMSpanEvent({
+        span: apmSpans[0],
+        name: 'embedMany',
+        spanKind: 'workflow',
+        inputValue: JSON.stringify(['hello world', 'goodbye world']),
+        outputValue: '[2 embedding(s) returned with size 1536]',
+        metadata: {
+          maxSteps: MOCK_NUMBER,
+          maxRetries: MOCK_NUMBER,
+        },
+        tags: { ml_app: 'test', language: 'javascript', integration: 'ai' }
+      })
+
+      const expectedEmbeddingSpan = expectedLLMObsLLMSpanEvent({
+        span: apmSpans[1],
+        parentId: llmobsSpans[0].span_id,
+        spanKind: 'embedding',
+        modelName: 'text-embedding-ada-002',
+        modelProvider: 'openai',
+        name: 'doEmbed',
+        inputDocuments: [{ text: 'hello world' }, { text: 'goodbye world' }],
+        outputValue: '[2 embedding(s) returned with size 1536]',
+        tokenMetrics: { input_tokens: MOCK_NUMBER, total_tokens: MOCK_NUMBER },
+        tags: { ml_app: 'test', language: 'javascript', integration: 'ai' }
+      })
+
+      expect(llmobsSpans[0]).to.deepEqualWithMockValues(expectedWorkflowSpan)
+      expect(llmobsSpans[1]).to.deepEqualWithMockValues(expectedEmbeddingSpan)
+    })
+
+    it('creates a span for streamText', async () => {
+      const result = await ai.streamText({
+        model: openai('gpt-4o-mini'),
+        system: 'You are a helpful assistant',
+        prompt: 'Hello, OpenAI!',
+        maxTokens: 100,
+        temperature: 0.5
+      })
+
+      const textStream = result.textStream
+
+      for await (const part of textStream) {} // eslint-disable-line
+
+      const { apmSpans, llmobsSpans } = await getEvents()
+
+      const expectedWorkflowSpan = expectedLLMObsNonLLMSpanEvent({
+        span: apmSpans[0],
+        name: 'streamText',
+        spanKind: 'workflow',
+        inputValue: 'Hello, OpenAI!',
+        outputValue: 'Hello! How can I assist you today?', // assert text from stream is fully captured
+        metadata: {
+          maxSteps: MOCK_NUMBER,
+          maxRetries: MOCK_NUMBER,
+        },
+        tags: { ml_app: 'test', language: 'javascript', integration: 'ai' }
+      })
+
+      const expectedLlmSpan = expectedLLMObsLLMSpanEvent({
+        span: apmSpans[1],
+        parentId: llmobsSpans[0].span_id,
+        spanKind: 'llm',
+        modelName: 'gpt-4o-mini',
+        modelProvider: 'openai',
+        name: 'doStream',
+        inputMessages: [
+          { content: 'You are a helpful assistant', role: 'system' },
+          { content: 'Hello, OpenAI!', role: 'user' }
+        ],
+        metadata: {
+          max_tokens: 100,
+          temperature: 0.5,
+        },
+        outputMessages: [{ content: 'Hello! How can I assist you today?', role: 'assistant' }],
+        tokenMetrics: { input_tokens: MOCK_NUMBER, output_tokens: MOCK_NUMBER, total_tokens: MOCK_NUMBER },
+        tags: { ml_app: 'test', language: 'javascript', integration: 'ai' }
+      })
+
+      expect(llmobsSpans[0]).to.deepEqualWithMockValues(expectedWorkflowSpan)
+      expect(llmobsSpans[1]).to.deepEqualWithMockValues(expectedLlmSpan)
+    })
+
+    it('creates a span for streamObject', async () => {
+      const schema = ai.jsonSchema({
+        type: 'object',
+        properties: {
+          name: { type: 'string' },
+          age: { type: 'number' },
+          height: { type: 'string' }
+        },
+        required: ['name', 'age', 'height']
+      })
+
+      const result = await ai.streamObject({
+        model: openai('gpt-4o-mini'),
+        schema,
+        prompt: 'Invent a character for a video game'
+      })
+
+      const partialObjectStream = result.partialObjectStream
+
+      for await (const part of partialObjectStream) {} // eslint-disable-line
+
+      const { apmSpans, llmobsSpans } = await getEvents()
+
+      const expectedCharacter = { name: 'Zara Nightshade', age: 28, height: "5'7\"" }
+
+      const expectedWorkflowSpan = expectedLLMObsNonLLMSpanEvent({
+        span: apmSpans[0],
+        name: 'streamObject',
+        spanKind: 'workflow',
+        inputValue: 'Invent a character for a video game',
+        outputValue: JSON.stringify(expectedCharacter),
+        metadata: {
+          schema: MOCK_OBJECT,
+          output: 'object',
+          maxRetries: MOCK_NUMBER,
+        },
+        tags: { ml_app: 'test', language: 'javascript', integration: 'ai' }
+      })
+
+      const expectedLlmSpan = expectedLLMObsLLMSpanEvent({
+        span: apmSpans[1],
+        parentId: llmobsSpans[0].span_id,
+        spanKind: 'llm',
+        modelName: 'gpt-4o-mini',
+        modelProvider: 'openai',
+        name: 'doStream',
+        inputMessages: [{ content: 'Invent a character for a video game', role: 'user' }],
+        outputMessages: [{
+          content: JSON.stringify(expectedCharacter),
+          role: 'assistant'
+        }],
+        tokenMetrics: { input_tokens: MOCK_NUMBER, output_tokens: MOCK_NUMBER, total_tokens: MOCK_NUMBER },
+        tags: { ml_app: 'test', language: 'javascript', integration: 'ai' }
+      })
+
+      expect(llmobsSpans[0]).to.deepEqualWithMockValues(expectedWorkflowSpan)
+      expect(llmobsSpans[1]).to.deepEqualWithMockValues(expectedLlmSpan)
+    })
+
+    it('creates a span for a tool call', async () => {
+      let tools
+      let maxStepsArg = {}
+      const toolSchema = ai.jsonSchema({
+        type: 'object',
+        properties: {
+          location: { type: 'string', description: 'The location to get the weather for' }
+        },
+        required: ['location']
+      })
+
+      if (semifies(realVersion, '>=5.0.0')) {
+        tools = {
+          weather: ai.tool({
+            description: 'Get the weather in a given location',
+            inputSchema: toolSchema,
+            execute: async ({ location }) => ({
+              location,
+              temperature: 72
+            })
+          })
+        }
+
+        maxStepsArg = { stopWhen: ai.stepCountIs(5) }
+      } else {
+        tools = [ai.tool({
+          id: 'weather',
+          description: 'Get the weather in a given location',
+          parameters: toolSchema,
+          execute: async ({ location }) => ({
+            location,
+            temperature: 72
+          })
+        })]
+
+        maxStepsArg = { maxSteps: 5 }
+      }
+
+      await ai.generateText({
+        model: openai('gpt-4o-mini'),
+        system: 'You are a helpful assistant',
+        prompt: 'What is the weather in Tokyo?',
+        tools,
+        ...maxStepsArg,
+      })
+
+      const { apmSpans, llmobsSpans } = await getEvents()
+
+      const workflowSpan = llmobsSpans[0]
+      const llmSpan = llmobsSpans[1]
+      const toolCallSpan = llmobsSpans[2]
+      const llmSpan2 = llmobsSpans[3]
+
+      const expectedFinalOutput = semifies(realVersion, '>=5.0.0')
+        ? 'The current temperature in Tokyo is 72°F. If you need more details about the weather, just let me know!'
+        : 'The current weather in Tokyo is 72°F.'
+
+      const expectedWorkflowSpan = expectedLLMObsNonLLMSpanEvent({
+        span: apmSpans[0],
+        name: 'generateText',
+        spanKind: 'workflow',
+        inputValue: 'What is the weather in Tokyo?',
+        outputValue: expectedFinalOutput,
+        metadata: {
+          maxSteps: MOCK_NUMBER,
+          maxRetries: MOCK_NUMBER,
+        },
+        tokenMetrics: { input_tokens: MOCK_NUMBER, output_tokens: MOCK_NUMBER, total_tokens: MOCK_NUMBER },
+        tags: { ml_app: 'test', language: 'javascript', integration: 'ai' },
+      })
+
+      const expectedLlmSpan = expectedLLMObsLLMSpanEvent({
+        span: apmSpans[1],
+        parentId: llmobsSpans[0].span_id,
+        spanKind: 'llm',
+        modelName: 'gpt-4o-mini',
+        modelProvider: 'openai',
+        name: 'doGenerate',
+        inputMessages: [
+          { content: 'You are a helpful assistant', role: 'system' },
+          { content: 'What is the weather in Tokyo?', role: 'user' }
+        ],
+        outputMessages: [{
+          content: MOCK_STRING,
+          role: 'assistant',
+          tool_calls: [{
+            tool_id: MOCK_STRING,
+            name: 'weather',
+            arguments: {
+              location: 'Tokyo'
+            },
+            type: 'function'
+          }]
+        }],
+        metadata: {
+          max_tokens: 100,
+          temperature: 0.5,
+        },
+        tokenMetrics: { input_tokens: MOCK_NUMBER, output_tokens: MOCK_NUMBER, total_tokens: MOCK_NUMBER },
+        tags: { ml_app: 'test', language: 'javascript', integration: 'ai' },
+      })
+
+      const expectedToolCallSpan = expectedLLMObsNonLLMSpanEvent({
+        span: apmSpans[2],
+        parentId: llmobsSpans[0].span_id,
+        name: 'weather',
+        spanKind: 'tool',
+        inputValue: '{"location":"Tokyo"}',
+        outputValue: JSON.stringify({ location: 'Tokyo', temperature: 72 }),
+        tags: { ml_app: 'test', language: 'javascript', integration: 'ai' },
+      })
+
+      const expectedLlmSpan2 = expectedLLMObsLLMSpanEvent({
+        span: apmSpans[3],
+        parentId: llmobsSpans[0].span_id,
+        spanKind: 'llm',
+        modelName: 'gpt-4o-mini',
+        modelProvider: 'openai',
+        name: 'doGenerate',
+        inputMessages: [
+          { content: 'You are a helpful assistant', role: 'system' },
+          { content: 'What is the weather in Tokyo?', role: 'user' },
+          {
+            content: '',
+            role: 'assistant',
+            tool_calls: [{
+              tool_id: MOCK_STRING,
+              name: 'weather',
+              arguments: {
+                location: 'Tokyo'
+              },
+              type: 'function'
+            }]
+          },
+          {
+            content: JSON.stringify({ location: 'Tokyo', temperature: 72 }),
+            role: 'tool',
+            tool_id: MOCK_STRING
+          }
+        ],
+        outputMessages: [{ content: expectedFinalOutput, role: 'assistant' }],
+        metadata: {
+          max_tokens: 100,
+          temperature: 0.5,
+        },
+        tokenMetrics: { input_tokens: MOCK_NUMBER, output_tokens: MOCK_NUMBER, total_tokens: MOCK_NUMBER },
+        tags: { ml_app: 'test', language: 'javascript', integration: 'ai' },
+      })
+
+      expect(workflowSpan).to.deepEqualWithMockValues(expectedWorkflowSpan)
+      expect(llmSpan).to.deepEqualWithMockValues(expectedLlmSpan)
+      expect(toolCallSpan).to.deepEqualWithMockValues(expectedToolCallSpan)
+      expect(llmSpan2).to.deepEqualWithMockValues(expectedLlmSpan2)
+    })
+
+    it('created a span for a tool call from a stream', async () => {
+      let tools
+      let maxStepsArg = {}
+      const toolSchema = ai.jsonSchema({
+        type: 'object',
+        properties: {
+          location: { type: 'string', description: 'The location to get the weather for' }
+        },
+        required: ['location']
+      })
+
+      if (semifies(realVersion, '>=5.0.0')) {
+        tools = {
+          weather: ai.tool({
+            description: 'Get the weather in a given location',
+            inputSchema: toolSchema,
+            execute: async ({ location }) => ({
+              location,
+              temperature: 72
+            })
+          })
+        }
+
+        maxStepsArg = { stopWhen: ai.stepCountIs(5) }
+      } else {
+        tools = [ai.tool({
+          id: 'weather',
+          description: 'Get the weather in a given location',
+          parameters: toolSchema,
+          execute: async ({ location }) => ({
+            location,
+            temperature: 72
+          })
+        })]
+
+        maxStepsArg = { maxSteps: 5 }
+      }
+
+      const result = await ai.streamText({
+        model: openai('gpt-4o-mini'),
+        system: 'You are a helpful assistant',
+        prompt: 'What is the weather in Tokyo?',
+        tools,
+        ...maxStepsArg,
+      })
+
+      const textStream = result.textStream
+
+      for await (const part of textStream) {} // eslint-disable-line
+
+      const { apmSpans, llmobsSpans } = await getEvents()
+
+      const workflowSpan = llmobsSpans[0]
+      const llmSpan = llmobsSpans[1]
+      const toolCallSpan = llmobsSpans[2]
+      const llmSpan2 = llmobsSpans[3]
+
+      const expectedFinalOutput = semifies(realVersion, '>=5.0.0')
+        ? 'The current temperature in Tokyo is 72°F. If you need more details or specific forecasts, feel free to ask!'
+        : 'The current weather in Tokyo is 72°F.'
+
+      const expectedWorkflowSpan = expectedLLMObsNonLLMSpanEvent({
+        span: apmSpans[0],
+        name: 'streamText',
+        spanKind: 'workflow',
+        inputValue: 'What is the weather in Tokyo?',
+        outputValue: expectedFinalOutput,
+        metadata: {
+          maxSteps: MOCK_NUMBER,
+          maxRetries: MOCK_NUMBER,
+        },
+        tokenMetrics: { input_tokens: MOCK_NUMBER, output_tokens: MOCK_NUMBER, total_tokens: MOCK_NUMBER },
+        tags: { ml_app: 'test', language: 'javascript', integration: 'ai' },
+      })
+
+      const expectedLlmSpan = expectedLLMObsLLMSpanEvent({
+        span: apmSpans[1],
+        parentId: llmobsSpans[0].span_id,
+        spanKind: 'llm',
+        modelName: 'gpt-4o-mini',
+        modelProvider: 'openai',
+        name: 'doStream',
+        inputMessages: [
+          { content: 'You are a helpful assistant', role: 'system' },
+          { content: 'What is the weather in Tokyo?', role: 'user' }
+        ],
+        outputMessages: [{
+          content: MOCK_STRING,
+          role: 'assistant',
+          tool_calls: [{
+            tool_id: MOCK_STRING,
+            name: 'weather',
+            arguments: {
+              location: 'Tokyo'
+            },
+            type: 'function'
+          }]
+        }],
+        metadata: {
+          max_tokens: 100,
+          temperature: 0.5,
+        },
+        tokenMetrics: { input_tokens: MOCK_NUMBER, output_tokens: MOCK_NUMBER, total_tokens: MOCK_NUMBER },
+        tags: { ml_app: 'test', language: 'javascript', integration: 'ai' },
+      })
+
+      const expectedToolCallSpan = expectedLLMObsNonLLMSpanEvent({
+        span: apmSpans[2],
+        parentId: llmobsSpans[0].span_id,
+        /**
+         * MOCK_STRING used as the stream implementation for ai does not finish the initial llm spans
+         * first to associate the tool call id with the tool itself (by matching descriptions).
+         *
+         * Usually, this would mean the tool call name is 'toolCall'.
+         *
+         * However, because we used mocked responses, the second time this test is called, the tool call
+         * will have the name 'weather' instead. We just assert that the name exists and is a string to simplify.
+         */
+        name: MOCK_STRING,
+        spanKind: 'tool',
+        inputValue: JSON.stringify({ location: 'Tokyo' }),
+        outputValue: JSON.stringify({ location: 'Tokyo', temperature: 72 }),
+        tags: { ml_app: 'test', language: 'javascript', integration: 'ai' },
+      })
+
+      const expectedLlmSpan2 = expectedLLMObsLLMSpanEvent({
+        span: apmSpans[3],
+        parentId: llmobsSpans[0].span_id,
+        spanKind: 'llm',
+        modelName: 'gpt-4o-mini',
+        modelProvider: 'openai',
+        name: 'doStream',
+        inputMessages: [
+          { content: 'You are a helpful assistant', role: 'system' },
+          { content: 'What is the weather in Tokyo?', role: 'user' },
+          {
+            content: '',
+            role: 'assistant',
+            tool_calls: [{
+              tool_id: MOCK_STRING,
+              name: 'weather',
+              arguments: {
+                location: 'Tokyo'
+              },
+              type: 'function'
+            }]
+          },
+          {
+            content: JSON.stringify({ location: 'Tokyo', temperature: 72 }),
+            role: 'tool',
+            tool_id: MOCK_STRING
+          }
+        ],
+        outputMessages: [{ content: expectedFinalOutput, role: 'assistant' }],
+        metadata: {
+          max_tokens: 100,
+          temperature: 0.5,
+        },
+        tokenMetrics: { input_tokens: MOCK_NUMBER, output_tokens: MOCK_NUMBER, total_tokens: MOCK_NUMBER },
+        tags: { ml_app: 'test', language: 'javascript', integration: 'ai' },
+      })
+
+      expect(workflowSpan).to.deepEqualWithMockValues(expectedWorkflowSpan)
+      expect(llmSpan).to.deepEqualWithMockValues(expectedLlmSpan)
+      expect(toolCallSpan).to.deepEqualWithMockValues(expectedToolCallSpan)
+      expect(llmSpan2).to.deepEqualWithMockValues(expectedLlmSpan2)
+    })
+  })
+})
diff --git a/packages/dd-trace/test/llmobs/plugins/aws-sdk/bedrockruntime.spec.js b/packages/dd-trace/test/llmobs/plugins/aws-sdk/bedrockruntime.spec.js
index ad5494095c1..1014007c948 100644
--- a/packages/dd-trace/test/llmobs/plugins/aws-sdk/bedrockruntime.spec.js
+++ b/packages/dd-trace/test/llmobs/plugins/aws-sdk/bedrockruntime.spec.js
@@ -1,6 +1,7 @@
 'use strict'
 
 const agent = require('../../../plugins/agent')
+const { withVersions } = require('../../../setup/mocha')
 
 const nock = require('nock')
 const { expectedLLMObsLLMSpanEvent, deepEqualWithMockValues } = require('../../util')
diff --git a/packages/dd-trace/test/llmobs/plugins/google-cloud-vertexai/index.spec.js b/packages/dd-trace/test/llmobs/plugins/google-cloud-vertexai/index.spec.js
index 012f6bc1ec7..d4bf7f6eeb3 100644
--- a/packages/dd-trace/test/llmobs/plugins/google-cloud-vertexai/index.spec.js
+++ b/packages/dd-trace/test/llmobs/plugins/google-cloud-vertexai/index.spec.js
@@ -2,6 +2,7 @@
 
 const LLMObsSpanWriter = require('../../../../src/llmobs/writers/spans')
 const agent = require('../../../plugins/agent')
+const { withVersions } = require('../../../setup/mocha')
 const {
   expectedLLMObsLLMSpanEvent,
   deepEqualWithMockValues
diff --git a/packages/dd-trace/test/llmobs/plugins/langchain/index.spec.js b/packages/dd-trace/test/llmobs/plugins/langchain/index.spec.js
index a647f39e7a8..39fd855162d 100644
--- a/packages/dd-trace/test/llmobs/plugins/langchain/index.spec.js
+++ b/packages/dd-trace/test/llmobs/plugins/langchain/index.spec.js
@@ -4,6 +4,7 @@ const LLMObsSpanWriter = require('../../../../src/llmobs/writers/spans')
 const { useEnv } = require('../../../../../../integration-tests/helpers')
 const agent = require('../../../../../dd-trace/test/plugins/agent')
 const iastFilter = require('../../../../src/appsec/iast/taint-tracking/filter')
+const { withVersions } = require('../../../setup/mocha')
 
 const {
   expectedLLMObsLLMSpanEvent,
@@ -14,46 +15,10 @@ const {
 } = require('../../util')
 const chai = require('chai')
 
-const semver = require('semver')
-
 chai.Assertion.addMethod('deepEqualWithMockValues', deepEqualWithMockValues)
 
-const nock = require('nock')
-function stubCall ({ base = '', path = '', code = 200, response = {} }) {
-  const responses = Array.isArray(response) ? response : [response]
-  const times = responses.length
-  nock(base).post(path).times(times).reply(() => {
-    return [code, responses.shift()]
-  })
-}
-
-const openAiBaseCompletionInfo = { base: 'https://api.openai.com', path: '/v1/completions' }
-const openAiBaseChatInfo = { base: 'https://api.openai.com', path: '/v1/chat/completions' }
-const openAiBaseEmbeddingInfo = { base: 'https://api.openai.com', path: '/v1/embeddings' }
-
 const isDdTrace = iastFilter.isDdTrace
 
-function stubSingleEmbedding (langchainOpenaiOpenAiVersion) {
-  if (semver.satisfies(langchainOpenaiOpenAiVersion, '>=4.91.0')) {
-    stubCall({
-      ...openAiBaseEmbeddingInfo,
-      response: require('../../../../../datadog-plugin-langchain/test/fixtures/single-embedding.json')
-    })
-  } else {
-    stubCall({
-      ...openAiBaseEmbeddingInfo,
-      response: {
-        object: 'list',
-        data: [{
-          object: 'embedding',
-          index: 0,
-          embedding: Array(1536).fill(0)
-        }]
-      }
-    })
-  }
-}
-
 describe('integrations', () => {
   let langchainOpenai
   let langchainAnthropic
@@ -66,24 +31,50 @@ describe('integrations', () => {
   let tool
   let MemoryVectorStore
 
-  /**
-   * In OpenAI 4.91.0, the default response format for embeddings was changed from `float` to `base64`.
-   * We do not have control in @langchain/openai embeddings to change this for an individual call,
-   * so we need to check the version and stub the response accordingly. If the OpenAI version installed with
-   * @langchain/openai is less than 4.91.0, we stub the response to be a float array of zeros.
-   * If it is 4.91.0 or greater, we stub with a pre-recorded fixture of a 1536 base64 encoded embedding.
-   */
-  let langchainOpenaiOpenAiVersion
-
   let llmobs
 
-  // so we can verify it gets tagged properly
   useEnv({
     OPENAI_API_KEY: '<not-a-real-key>',
     ANTHROPIC_API_KEY: '<not-a-real-key>',
     COHERE_API_KEY: '<not-a-real-key>'
   })
 
+  function getLangChainOpenAiClient (type = 'llm', options = {}) {
+    Object.assign(options, {
+      configuration: {
+        baseURL: 'http://127.0.0.1:9126/vcr/openai'
+      }
+    })
+
+    if (type === 'llm') {
+      return new langchainOpenai.OpenAI(options)
+    }
+
+    if (type === 'chat') {
+      return new langchainOpenai.ChatOpenAI(options)
+    }
+
+    if (type === 'embedding') {
+      return new langchainOpenai.OpenAIEmbeddings(options)
+    }
+
+    throw new Error(`Invalid type: ${type}`)
+  }
+
+  function getLangChainAnthropicClient (type = 'chat', options = {}) {
+    Object.assign(options, {
+      clientOptions: {
+        baseURL: 'http://127.0.0.1:9126/vcr/anthropic'
+      }
+    })
+
+    if (type === 'chat') {
+      return new langchainAnthropic.ChatAnthropic(options)
+    }
+
+    throw new Error(`Invalid type: ${type}`)
+  }
+
   describe('langchain', () => {
     before(async () => {
       sinon.stub(LLMObsSpanWriter.prototype, 'append')
@@ -111,7 +102,6 @@ describe('integrations', () => {
     })
 
     afterEach(() => {
-      nock.cleanAll()
       LLMObsSpanWriter.prototype.append.reset()
     })
 
@@ -122,8 +112,7 @@ describe('integrations', () => {
       return agent.close({ ritmReset: false, wipe: true })
     })
 
-    // TODO(sabrenner): remove this once we have the more robust mocking merged
-    withVersions('langchain', ['@langchain/core'], '<0.3.60', version => {
+    withVersions('langchain', ['@langchain/core'], version => {
       describe('langchain', () => {
         beforeEach(() => {
           langchainOpenai = require(`../../../../../../versions/langchain@${version}`)
@@ -148,28 +137,11 @@ describe('integrations', () => {
           MemoryVectorStore = require(`../../../../../../versions/@langchain/core@${version}`)
             .get('langchain/vectorstores/memory')
             .MemoryVectorStore
-
-          langchainOpenaiOpenAiVersion =
-            require(`../../../../../../versions/langchain@${version}`)
-              .get('openai/version')
-              .VERSION
         })
 
         describe('llm', () => {
           it('submits an llm span for an openai llm call', async () => {
-            stubCall({
-              ...openAiBaseCompletionInfo,
-              response: {
-                choices: [
-                  {
-                    text: 'Hello, world!'
-                  }
-                ],
-                usage: { prompt_tokens: 8, completion_tokens: 12, otal_tokens: 20 }
-              }
-            })
-
-            const llm = new langchainOpenai.OpenAI({ model: 'gpt-3.5-turbo-instruct' })
+            const llm = getLangChainOpenAiClient('llm', { model: 'gpt-3.5-turbo-instruct' })
 
             const checkTraces = agent.assertSomeTraces(traces => {
               const span = traces[0][0]
@@ -181,24 +153,22 @@ describe('integrations', () => {
                 modelName: 'gpt-3.5-turbo-instruct',
                 modelProvider: 'openai',
                 name: 'langchain.llms.openai.OpenAI',
-                inputMessages: [{ content: 'Hello!' }],
-                outputMessages: [{ content: 'Hello, world!' }],
+                inputMessages: [{ content: 'What is 2 + 2?' }],
+                outputMessages: [{ content: '\n\n4' }],
                 metadata: MOCK_ANY,
-                tokenMetrics: { input_tokens: 8, output_tokens: 12, total_tokens: 20 },
+                tokenMetrics: { input_tokens: 8, output_tokens: 2, total_tokens: 10 },
                 tags: { ml_app: 'test', language: 'javascript', integration: 'langchain' }
               })
 
               expect(spanEvent).to.deepEqualWithMockValues(expected)
             })
 
-            await llm.invoke('Hello!')
+            await llm.invoke('What is 2 + 2?')
 
             await checkTraces
           })
 
           it('does not tag output if there is an error', async () => {
-            nock('https://api.openai.com').post('/v1/completions').reply(500)
-
             const checkTraces = agent.assertSomeTraces(traces => {
               const span = traces[0][0]
               const spanEvent = LLMObsSpanWriter.prototype.append.getCall(0).args[0]
@@ -206,7 +176,7 @@ describe('integrations', () => {
               const expected = expectedLLMObsLLMSpanEvent({
                 span,
                 spanKind: 'llm',
-                modelName: 'gpt-3.5-turbo-instruct',
+                modelName: 'text-embedding-3-small',
                 modelProvider: 'openai',
                 name: 'langchain.llms.openai.OpenAI',
                 inputMessages: [{ content: 'Hello!' }],
@@ -223,7 +193,7 @@ describe('integrations', () => {
               expect(spanEvent).to.deepEqualWithMockValues(expected)
             })
 
-            const llm = new langchainOpenai.OpenAI({ model: 'gpt-3.5-turbo-instruct', maxRetries: 0 })
+            const llm = new langchainOpenai.OpenAI({ model: 'text-embedding-3-small', maxRetries: 0 })
 
             try {
               await llm.invoke('Hello!')
@@ -286,22 +256,7 @@ describe('integrations', () => {
 
         describe('chat model', () => {
           it('submits an llm span for an openai chat model call', async () => {
-            stubCall({
-              ...openAiBaseChatInfo,
-              response: {
-                choices: [
-                  {
-                    message: {
-                      content: 'Hello, world!',
-                      role: 'assistant'
-                    }
-                  }
-                ],
-                usage: { prompt_tokens: 8, completion_tokens: 12, total_tokens: 20 }
-              }
-            })
-
-            const chat = new langchainOpenai.ChatOpenAI({ model: 'gpt-3.5-turbo' })
+            const chat = getLangChainOpenAiClient('chat', { model: 'gpt-3.5-turbo' })
 
             const checkTraces = agent.assertSomeTraces(traces => {
               const span = traces[0][0]
@@ -313,24 +268,22 @@ describe('integrations', () => {
                 modelName: 'gpt-3.5-turbo',
                 modelProvider: 'openai',
                 name: 'langchain.chat_models.openai.ChatOpenAI',
-                inputMessages: [{ content: 'Hello!', role: 'user' }],
-                outputMessages: [{ content: 'Hello, world!', role: 'assistant' }],
+                inputMessages: [{ content: 'What is 2 + 2?', role: 'user' }],
+                outputMessages: [{ content: '2 + 2 = 4', role: 'assistant' }],
                 metadata: MOCK_ANY,
-                tokenMetrics: { input_tokens: 8, output_tokens: 12, total_tokens: 20 },
+                tokenMetrics: { input_tokens: 15, output_tokens: 7, total_tokens: 22 },
                 tags: { ml_app: 'test', language: 'javascript', integration: 'langchain' }
               })
 
               expect(spanEvent).to.deepEqualWithMockValues(expected)
             })
 
-            await chat.invoke('Hello!')
+            await chat.invoke('What is 2 + 2?')
 
             await checkTraces
           })
 
           it('does not tag output if there is an error', async () => {
-            nock('https://api.openai.com').post('/v1/chat/completions').reply(500)
-
             const checkTraces = agent.assertSomeTraces(traces => {
               const span = traces[0][0]
               const spanEvent = LLMObsSpanWriter.prototype.append.getCall(0).args[0]
@@ -338,7 +291,7 @@ describe('integrations', () => {
               const expected = expectedLLMObsLLMSpanEvent({
                 span,
                 spanKind: 'llm',
-                modelName: 'gpt-3.5-turbo',
+                modelName: 'gpt-3.5-turbo-instruct',
                 modelProvider: 'openai',
                 name: 'langchain.chat_models.openai.ChatOpenAI',
                 inputMessages: [{ content: 'Hello!', role: 'user' }],
@@ -355,7 +308,7 @@ describe('integrations', () => {
               expect(spanEvent).to.deepEqualWithMockValues(expected)
             })
 
-            const chat = new langchainOpenai.ChatOpenAI({ model: 'gpt-3.5-turbo', maxRetries: 0 })
+            const chat = new langchainOpenai.ChatOpenAI({ model: 'gpt-3.5-turbo-instruct', maxRetries: 0 })
 
             try {
               await chat.invoke('Hello!')
@@ -365,23 +318,6 @@ describe('integrations', () => {
           })
 
           it('submits an llm span for an anthropic chat model call', async () => {
-            stubCall({
-              base: 'https://api.anthropic.com',
-              path: '/v1/messages',
-              response: {
-                id: 'msg_01NE2EJQcjscRyLbyercys6p',
-                type: 'message',
-                role: 'assistant',
-                model: 'claude-2.1',
-                content: [
-                  { type: 'text', text: 'Hello!' }
-                ],
-                stop_reason: 'end_turn',
-                stop_sequence: null,
-                usage: { input_tokens: 11, output_tokens: 6 }
-              }
-            })
-
             const checkTraces = agent.assertSomeTraces(traces => {
               const span = traces[0][0]
               const spanEvent = LLMObsSpanWriter.prototype.append.getCall(0).args[0]
@@ -389,20 +325,20 @@ describe('integrations', () => {
               const expected = expectedLLMObsLLMSpanEvent({
                 span,
                 spanKind: 'llm',
-                modelName: 'claude-2.1', // overriden langchain for older versions
+                modelName: 'claude-3-5-sonnet-20241022',
                 modelProvider: 'anthropic',
                 name: 'langchain.chat_models.anthropic.ChatAnthropic',
                 inputMessages: [{ content: 'Hello!', role: 'user' }],
-                outputMessages: [{ content: 'Hello!', role: 'assistant' }],
+                outputMessages: [{ content: 'Hi there! How can I help you today?', role: 'assistant' }],
                 metadata: MOCK_ANY,
-                tokenMetrics: { input_tokens: 11, output_tokens: 6, total_tokens: 17 },
+                tokenMetrics: { input_tokens: 9, output_tokens: 13, total_tokens: 22 },
                 tags: { ml_app: 'test', language: 'javascript', integration: 'langchain' }
               })
 
               expect(spanEvent).to.deepEqualWithMockValues(expected)
             })
 
-            const chatModel = new langchainAnthropic.ChatAnthropic({ model: 'claude-2.1' })
+            const chatModel = getLangChainAnthropicClient('chat', { modelName: 'claude-3-5-sonnet-20241022' })
 
             await chatModel.invoke('Hello!')
 
@@ -410,31 +346,6 @@ describe('integrations', () => {
           })
 
           it('submits an llm span with tool calls', async () => {
-            stubCall({
-              ...openAiBaseChatInfo,
-              response: {
-                model: 'gpt-4',
-                choices: [{
-                  message: {
-                    role: 'assistant',
-                    content: null,
-                    tool_calls: [
-                      {
-                        id: 'tool-1',
-                        type: 'function',
-                        function: {
-                          name: 'extract_fictional_info',
-                          arguments: '{"name":"SpongeBob","origin":"Bikini Bottom"}'
-                        }
-                      }
-                    ]
-                  },
-                  finish_reason: 'tool_calls',
-                  index: 0
-                }]
-              }
-            })
-
             const checkTraces = agent.assertSomeTraces(traces => {
               const span = traces[0][0]
               const spanEvent = LLMObsSpanWriter.prototype.append.getCall(0).args[0]
@@ -458,8 +369,7 @@ describe('integrations', () => {
                   }]
                 }],
                 metadata: MOCK_ANY,
-                // also tests tokens not sent on llm-type spans should be 0
-                tokenMetrics: { input_tokens: 0, output_tokens: 0, total_tokens: 0 },
+                tokenMetrics: { input_tokens: 82, output_tokens: 31, total_tokens: 113 },
                 tags: { ml_app: 'test', language: 'javascript', integration: 'langchain' }
               })
 
@@ -468,19 +378,22 @@ describe('integrations', () => {
 
             const tools = [
               {
-                name: 'extract_fictional_info',
-                description: 'Get the fictional information from the body of the input text',
-                parameters: {
-                  type: 'object',
-                  properties: {
-                    name: { type: 'string', description: 'Name of the character' },
-                    origin: { type: 'string', description: 'Where they live' }
+                type: 'function',
+                function: {
+                  name: 'extract_fictional_info',
+                  description: 'Get the fictional information from the body of the input text',
+                  parameters: {
+                    type: 'object',
+                    properties: {
+                      name: { type: 'string', description: 'Name of the character' },
+                      origin: { type: 'string', description: 'Where they live' }
+                    }
                   }
                 }
               }
             ]
 
-            const model = new langchainOpenai.ChatOpenAI({ model: 'gpt-4' })
+            const model = getLangChainOpenAiClient('chat', { model: 'gpt-4' })
             const modelWithTools = model.bindTools(tools)
 
             await modelWithTools.invoke('My name is SpongeBob and I live in Bikini Bottom.')
@@ -491,26 +404,7 @@ describe('integrations', () => {
 
         describe('embedding', () => {
           it('submits an embedding span for an `embedQuery` call', async () => {
-            if (semver.satisfies(langchainOpenaiOpenAiVersion, '>=4.91.0')) {
-              stubCall({
-                ...openAiBaseEmbeddingInfo,
-                response: require('../../../../../datadog-plugin-langchain/test/fixtures/single-embedding.json')
-              })
-            } else {
-              stubCall({
-                ...openAiBaseEmbeddingInfo,
-                response: {
-                  object: 'list',
-                  data: [{
-                    object: 'embedding',
-                    index: 0,
-                    embedding: Array(1536).fill(0)
-                  }]
-                }
-              })
-            }
-
-            const embeddings = new langchainOpenai.OpenAIEmbeddings()
+            const embeddings = getLangChainOpenAiClient('embedding')
 
             const checkTraces = agent.assertSomeTraces(traces => {
               const span = traces[0][0]
@@ -522,7 +416,7 @@ describe('integrations', () => {
                 modelName: 'text-embedding-ada-002',
                 modelProvider: 'openai',
                 name: 'langchain.embeddings.openai.OpenAIEmbeddings',
-                inputDocuments: [{ text: 'Hello!' }],
+                inputDocuments: [{ text: 'Hello, world!' }],
                 outputValue: '[1 embedding(s) returned with size 1536]',
                 metadata: MOCK_ANY,
                 tags: { ml_app: 'test', language: 'javascript', integration: 'langchain' }
@@ -531,14 +425,12 @@ describe('integrations', () => {
               expect(spanEvent).to.deepEqualWithMockValues(expected)
             })
 
-            await embeddings.embedQuery('Hello!')
+            await embeddings.embedQuery('Hello, world!')
 
             await checkTraces
           })
 
           it('does not tag output if there is an error', async () => {
-            nock('https://api.openai.com').post('/v1/embeddings').reply(500)
-
             const checkTraces = agent.assertSomeTraces(traces => {
               const span = traces[0][0]
               const spanEvent = LLMObsSpanWriter.prototype.append.getCall(0).args[0]
@@ -546,10 +438,10 @@ describe('integrations', () => {
               const expected = expectedLLMObsLLMSpanEvent({
                 span,
                 spanKind: 'embedding',
-                modelName: 'text-embedding-ada-002',
+                modelName: 'gpt-3.5-turbo-instruct',
                 modelProvider: 'openai',
                 name: 'langchain.embeddings.openai.OpenAIEmbeddings',
-                inputDocuments: [{ text: 'Hello!' }],
+                inputDocuments: [{ text: 'Hello, world!' }],
                 outputValue: '',
                 metadata: MOCK_ANY,
                 tags: { ml_app: 'test', language: 'javascript', integration: 'langchain' },
@@ -562,40 +454,17 @@ describe('integrations', () => {
               expect(spanEvent).to.deepEqualWithMockValues(expected)
             })
 
-            const embeddings = new langchainOpenai.OpenAIEmbeddings({ maxRetries: 0 })
+            const embeddings = getLangChainOpenAiClient('embedding', { model: 'gpt-3.5-turbo-instruct' })
 
             try {
-              await embeddings.embedQuery('Hello!')
+              await embeddings.embedQuery('Hello, world!')
             } catch {}
 
             await checkTraces
           })
 
           it('submits an embedding span for an `embedDocuments` call', async () => {
-            if (semver.satisfies(langchainOpenaiOpenAiVersion, '>=4.91.0')) {
-              stubCall({
-                ...openAiBaseEmbeddingInfo,
-                response: require('../../../../../datadog-plugin-langchain/test/fixtures/double-embedding.json')
-              })
-            } else {
-              stubCall({
-                ...openAiBaseEmbeddingInfo,
-                response: {
-                  object: 'list',
-                  data: [{
-                    object: 'embedding',
-                    index: 0,
-                    embedding: Array(1536).fill(0)
-                  }, {
-                    object: 'embedding',
-                    index: 1,
-                    embedding: Array(1536).fill(0)
-                  }]
-                }
-              })
-            }
-
-            const embeddings = new langchainOpenai.OpenAIEmbeddings()
+            const embeddings = getLangChainOpenAiClient('embedding')
 
             const checkTraces = agent.assertSomeTraces(traces => {
               const span = traces[0][0]
@@ -607,7 +476,7 @@ describe('integrations', () => {
                 modelName: 'text-embedding-ada-002',
                 modelProvider: 'openai',
                 name: 'langchain.embeddings.openai.OpenAIEmbeddings',
-                inputDocuments: [{ text: 'Hello!' }, { text: 'World!' }],
+                inputDocuments: [{ text: 'Hello, world!' }, { text: 'Goodbye, world!' }],
                 outputValue: '[2 embedding(s) returned with size 1536]',
                 metadata: MOCK_ANY,
                 tags: { ml_app: 'test', language: 'javascript', integration: 'langchain' }
@@ -616,7 +485,7 @@ describe('integrations', () => {
               expect(spanEvent).to.deepEqualWithMockValues(expected)
             })
 
-            await embeddings.embedDocuments(['Hello!', 'World!'])
+            await embeddings.embedDocuments(['Hello, world!', 'Goodbye, world!'])
 
             await checkTraces
           })
@@ -624,24 +493,12 @@ describe('integrations', () => {
 
         describe('chain', () => {
           it('submits a workflow and llm spans for a simple chain call', async () => {
-            stubCall({
-              ...openAiBaseCompletionInfo,
-              response: {
-                choices: [
-                  {
-                    text: 'LangSmith can help with testing in several ways.'
-                  }
-                ],
-                usage: { prompt_tokens: 8, completion_tokens: 12, otal_tokens: 20 }
-              }
-            })
-
             const prompt = langchainPrompts.ChatPromptTemplate.fromMessages([
               ['system', 'You are a world class technical documentation writer'],
               ['user', '{input}']
             ])
 
-            const llm = new langchainOpenai.OpenAI({ model: 'gpt-3.5-turbo-instruct' })
+            const llm = getLangChainOpenAiClient('llm', { model: 'gpt-3.5-turbo-instruct' })
 
             const chain = prompt.pipe(llm)
 
@@ -653,12 +510,19 @@ describe('integrations', () => {
               const workflowSpanEvent = LLMObsSpanWriter.prototype.append.getCall(0).args[0]
               const llmSpanEvent = LLMObsSpanWriter.prototype.append.getCall(1).args[0]
 
+              const expectedOutput = '\n\nSystem: LangSmith is a top-of-the-line software that caters to the needs ' +
+              'of technical writers like you. It offers a user-friendly interface, advanced formatting tools, and ' +
+              'collaboration features to help you create high-quality technical documents with ease. With LangSmith, ' +
+              'you can produce professional-looking manuals, guides, and tutorials that will impress even the most ' +
+              'discerning clients. Its robust features and intuitive design make it the go-to tool for ' +
+              'technical writers all over the world.'
+
               const expectedWorkflow = expectedLLMObsNonLLMSpanEvent({
                 span: workflowSpan,
                 spanKind: 'workflow',
                 name: 'langchain_core.runnables.RunnableSequence',
                 inputValue: JSON.stringify({ input: 'Can you tell me about LangSmith?' }),
-                outputValue: 'LangSmith can help with testing in several ways.',
+                outputValue: expectedOutput,
                 metadata: MOCK_ANY,
                 tags: { ml_app: 'test', language: 'javascript', integration: 'langchain' }
               })
@@ -670,14 +534,13 @@ describe('integrations', () => {
                 modelName: 'gpt-3.5-turbo-instruct',
                 modelProvider: 'openai',
                 name: 'langchain.llms.openai.OpenAI',
-                // this is how LangChain formats these IOs for LLMs
                 inputMessages: [{
                   content: 'System: You are a world class technical documentation writer\n' +
                   'Human: Can you tell me about LangSmith?'
                 }],
-                outputMessages: [{ content: 'LangSmith can help with testing in several ways.' }],
+                outputMessages: [{ content: expectedOutput }],
                 metadata: MOCK_ANY,
-                tokenMetrics: { input_tokens: 8, output_tokens: 12, total_tokens: 20 },
+                tokenMetrics: { input_tokens: 21, output_tokens: 94, total_tokens: 115 },
                 tags: { ml_app: 'test', language: 'javascript', integration: 'langchain' }
               })
 
@@ -692,8 +555,6 @@ describe('integrations', () => {
           })
 
           it('does not tag output if there is an error', async () => {
-            nock('https://api.openai.com').post('/v1/completions').reply(500)
-
             const checkTraces = agent.assertSomeTraces(traces => {
               const spans = traces[0]
 
@@ -718,7 +579,7 @@ describe('integrations', () => {
               expect(workflowSpanEvent).to.deepEqualWithMockValues(expectedWorkflow)
             })
 
-            const llm = new langchainOpenai.OpenAI({ model: 'gpt-3.5-turbo-instruct', maxRetries: 0 })
+            const llm = getLangChainOpenAiClient('llm', { model: 'text-embedding-3-small', maxRetries: 0 })
             const parser = new langchainOutputParsers.StringOutputParser()
             const chain = llm.pipe(parser)
 
@@ -730,40 +591,12 @@ describe('integrations', () => {
           })
 
           it('submits workflow and llm spans for a nested chain', async () => {
-            stubCall({
-              ...openAiBaseChatInfo,
-              response: [
-                {
-                  choices: [
-                    {
-                      message: {
-                        content: 'Springfield, Illinois',
-                        role: 'assistant'
-                      }
-                    }
-                  ],
-                  usage: { prompt_tokens: 8, completion_tokens: 12, total_tokens: 20 }
-                },
-                {
-                  choices: [
-                    {
-                      message: {
-                        content: 'Springfield, Illinois está en los Estados Unidos.',
-                        role: 'assistant'
-                      }
-                    }
-                  ],
-                  usage: { prompt_tokens: 8, completion_tokens: 12, total_tokens: 20 }
-                }
-              ]
-            })
-
             const firstPrompt = langchainPrompts.ChatPromptTemplate.fromTemplate('what is the city {person} is from?')
             const secondPrompt = langchainPrompts.ChatPromptTemplate.fromTemplate(
               'what country is the city {city} in? respond in {language}'
             )
 
-            const model = new langchainOpenai.ChatOpenAI({ model: 'gpt-3.5-turbo' })
+            const model = getLangChainOpenAiClient('chat', { model: 'gpt-3.5-turbo' })
             const parser = new langchainOutputParsers.StringOutputParser()
 
             const firstChain = firstPrompt.pipe(model).pipe(parser)
@@ -792,12 +625,15 @@ describe('integrations', () => {
               const secondSubWorkflowSpanEvent = LLMObsSpanWriter.prototype.append.getCall(3).args[0]
               const secondLLMSpanEvent = LLMObsSpanWriter.prototype.append.getCall(4).args[0]
 
+              const expectedOutput = 'Abraham Lincoln nació en Hodgenville, Kentucky. ' +
+              'Más tarde vivió en Springfield, Illinois, que se asocia frecuentemente con él como su ciudad natal.'
+
               const expectedTopLevelWorkflow = expectedLLMObsNonLLMSpanEvent({
                 span: topLevelWorkflow,
                 spanKind: 'workflow',
                 name: 'langchain_core.runnables.RunnableSequence',
                 inputValue: JSON.stringify({ person: 'Abraham Lincoln', language: 'Spanish' }),
-                outputValue: 'Springfield, Illinois está en los Estados Unidos.',
+                outputValue: expectedOutput,
                 tags: { ml_app: 'test', language: 'javascript', integration: 'langchain' }
               })
 
@@ -807,7 +643,8 @@ describe('integrations', () => {
                 spanKind: 'workflow',
                 name: 'langchain_core.runnables.RunnableSequence',
                 inputValue: JSON.stringify({ person: 'Abraham Lincoln', language: 'Spanish' }),
-                outputValue: 'Springfield, Illinois',
+                outputValue: 'Abraham Lincoln was born in Hodgenville, Kentucky. He later lived ' +
+                'in Springfield, Illinois, which is often associated with him as his home city.',
                 tags: { ml_app: 'test', language: 'javascript', integration: 'langchain' }
               })
 
@@ -821,9 +658,13 @@ describe('integrations', () => {
                 inputMessages: [
                   { content: 'what is the city Abraham Lincoln is from?', role: 'user' }
                 ],
-                outputMessages: [{ content: 'Springfield, Illinois', role: 'assistant' }],
+                outputMessages: [{
+                  content: 'Abraham Lincoln was born in Hodgenville, Kentucky. He later lived ' +
+                'in Springfield, Illinois, which is often associated with him as his home city.',
+                  role: 'assistant'
+                }],
                 metadata: MOCK_ANY,
-                tokenMetrics: { input_tokens: 8, output_tokens: 12, total_tokens: 20 },
+                tokenMetrics: { input_tokens: 16, output_tokens: 30, total_tokens: 46 },
                 tags: { ml_app: 'test', language: 'javascript', integration: 'langchain' }
               })
 
@@ -832,8 +673,12 @@ describe('integrations', () => {
                 parentId: topLevelWorkflow.span_id,
                 spanKind: 'workflow',
                 name: 'langchain_core.runnables.RunnableSequence',
-                inputValue: JSON.stringify({ language: 'Spanish', city: 'Springfield, Illinois' }),
-                outputValue: 'Springfield, Illinois está en los Estados Unidos.',
+                inputValue: JSON.stringify({
+                  language: 'Spanish',
+                  city: 'Abraham Lincoln was born in Hodgenville, Kentucky. He later lived in ' +
+                  'Springfield, Illinois, which is often associated with him as his home city.'
+                }),
+                outputValue: expectedOutput,
                 tags: { ml_app: 'test', language: 'javascript', integration: 'langchain' }
               })
 
@@ -845,11 +690,16 @@ describe('integrations', () => {
                 modelProvider: 'openai',
                 name: 'langchain.chat_models.openai.ChatOpenAI',
                 inputMessages: [
-                  { content: 'what country is the city Springfield, Illinois in? respond in Spanish', role: 'user' }
+                  {
+                    content: 'what country is the city Abraham Lincoln was born in Hodgenville, Kentucky. ' +
+                    'He later lived in Springfield, Illinois, which is often associated with him as his home city. ' +
+                    'in? respond in Spanish',
+                    role: 'user'
+                  }
                 ],
-                outputMessages: [{ content: 'Springfield, Illinois está en los Estados Unidos.', role: 'assistant' }],
+                outputMessages: [{ content: expectedOutput, role: 'assistant' }],
                 metadata: MOCK_ANY,
-                tokenMetrics: { input_tokens: 8, output_tokens: 12, total_tokens: 20 },
+                tokenMetrics: { input_tokens: 46, output_tokens: 37, total_tokens: 83 },
                 tags: { ml_app: 'test', language: 'javascript', integration: 'langchain' }
               })
 
@@ -861,51 +711,17 @@ describe('integrations', () => {
             })
 
             const result = await completeChain.invoke({ person: 'Abraham Lincoln', language: 'Spanish' })
-            expect(result).to.equal('Springfield, Illinois está en los Estados Unidos.')
+            expect(result).to.exist
 
             await checkTraces
           })
 
           it('submits workflow and llm spans for a batched chain', async () => {
-            stubCall({
-              ...openAiBaseChatInfo,
-              response: [
-                {
-                  model: 'gpt-4',
-                  usage: {
-                    prompt_tokens: 37,
-                    completion_tokens: 10,
-                    total_tokens: 47
-                  },
-                  choices: [{
-                    message: {
-                      role: 'assistant',
-                      content: 'Why did the chicken cross the road? To get to the other side!'
-                    }
-                  }]
-                },
-                {
-                  model: 'gpt-4',
-                  usage: {
-                    prompt_tokens: 37,
-                    completion_tokens: 10,
-                    total_tokens: 47
-                  },
-                  choices: [{
-                    message: {
-                      role: 'assistant',
-                      content: 'Why was the dog confused? It was barking up the wrong tree!'
-                    }
-                  }]
-                }
-              ]
-            })
-
             const prompt = langchainPrompts.ChatPromptTemplate.fromTemplate(
               'Tell me a joke about {topic}'
             )
             const parser = new langchainOutputParsers.StringOutputParser()
-            const model = new langchainOpenai.ChatOpenAI({ model: 'gpt-4' })
+            const model = getLangChainOpenAiClient('chat', { model: 'gpt-4' })
 
             const chain = langchainRunnables.RunnableSequence.from([
               {
@@ -933,9 +749,9 @@ describe('integrations', () => {
                 name: 'langchain_core.runnables.RunnableSequence',
                 inputValue: JSON.stringify(['chickens', 'dogs']),
                 outputValue: JSON.stringify([
-                  'Why did the chicken cross the road? To get to the other side!',
-                  'Why was the dog confused? It was barking up the wrong tree!'
-                ]),
+                  "Why don't chickens use Facebook?\n\nBecause they already know what everyone's clucking about!",
+                  'Why did the scarecrow adopt a dog?\n\nBecause he needed a "barking" buddy!']
+                ),
                 tags: { ml_app: 'test', language: 'javascript', integration: 'langchain' }
               })
 
@@ -948,11 +764,12 @@ describe('integrations', () => {
                 name: 'langchain.chat_models.openai.ChatOpenAI',
                 inputMessages: [{ content: 'Tell me a joke about chickens', role: 'user' }],
                 outputMessages: [{
-                  content: 'Why did the chicken cross the road? To get to the other side!',
+                  content: "Why don't chickens use Facebook?\n\nBecause " +
+                  "they already know what everyone's clucking about!",
                   role: 'assistant'
                 }],
                 metadata: MOCK_ANY,
-                tokenMetrics: { input_tokens: 37, output_tokens: 10, total_tokens: 47 },
+                tokenMetrics: { input_tokens: 13, output_tokens: 18, total_tokens: 31 },
                 tags: { ml_app: 'test', language: 'javascript', integration: 'langchain' }
               })
 
@@ -965,11 +782,11 @@ describe('integrations', () => {
                 name: 'langchain.chat_models.openai.ChatOpenAI',
                 inputMessages: [{ content: 'Tell me a joke about dogs', role: 'user' }],
                 outputMessages: [{
-                  content: 'Why was the dog confused? It was barking up the wrong tree!',
+                  content: 'Why did the scarecrow adopt a dog?\n\nBecause he needed a "barking" buddy!',
                   role: 'assistant'
                 }],
                 metadata: MOCK_ANY,
-                tokenMetrics: { input_tokens: 37, output_tokens: 10, total_tokens: 47 },
+                tokenMetrics: { input_tokens: 13, output_tokens: 19, total_tokens: 32 },
                 tags: { ml_app: 'test', language: 'javascript', integration: 'langchain' }
               })
 
@@ -984,28 +801,13 @@ describe('integrations', () => {
           })
 
           it('submits a workflow and llm spans for different schema IO', async () => {
-            stubCall({
-              ...openAiBaseChatInfo,
-              response: {
-                choices: [
-                  {
-                    message: {
-                      content: 'Mitochondria',
-                      role: 'assistant'
-                    }
-                  }
-                ],
-                usage: { prompt_tokens: 8, completion_tokens: 12, total_tokens: 20 }
-              }
-            })
-
             const prompt = langchainPrompts.ChatPromptTemplate.fromMessages([
               ['system', 'You are an assistant who is good at {ability}. Respond in 20 words or fewer'],
               new langchainPrompts.MessagesPlaceholder('history'),
               ['human', '{input}']
             ])
 
-            const model = new langchainOpenai.ChatOpenAI({ model: 'gpt-3.5-turbo' })
+            const model = getLangChainOpenAiClient('chat', { model: 'gpt-3.5-turbo' })
             const chain = prompt.pipe(model)
 
             const checkTraces = agent.assertSomeTraces(traces => {
@@ -1070,7 +872,7 @@ describe('integrations', () => {
                 ],
                 outputMessages: [{ content: 'Mitochondria', role: 'assistant' }],
                 metadata: MOCK_ANY,
-                tokenMetrics: { input_tokens: 8, output_tokens: 12, total_tokens: 20 },
+                tokenMetrics: { input_tokens: 54, output_tokens: 3, total_tokens: 57 },
                 tags: { ml_app: 'test', language: 'javascript', integration: 'langchain' }
               })
 
@@ -1091,21 +893,6 @@ describe('integrations', () => {
           })
 
           it('traces a manually-instrumented step', async () => {
-            stubCall({
-              ...openAiBaseChatInfo,
-              response: {
-                choices: [
-                  {
-                    message: {
-                      content: '3 squared is 9',
-                      role: 'assistant'
-                    }
-                  }
-                ],
-                usage: { prompt_tokens: 8, completion_tokens: 12, total_tokens: 20 }
-              }
-            })
-
             let lengthFunction = (input = { foo: '' }) => {
               llmobs.annotate({ inputData: input }) // so we don't try and tag `config` with auto-annotation
               return {
@@ -1114,7 +901,7 @@ describe('integrations', () => {
             }
             lengthFunction = llmobs.wrap({ kind: 'task' }, lengthFunction)
 
-            const model = new langchainOpenai.ChatOpenAI({ model: 'gpt-4o' })
+            const model = getLangChainOpenAiClient('chat', { model: 'gpt-4o' })
 
             const prompt = langchainPrompts.ChatPromptTemplate.fromTemplate('What is {length} squared?')
 
@@ -1140,7 +927,7 @@ describe('integrations', () => {
                 spanKind: 'workflow',
                 name: 'langchain_core.runnables.RunnableSequence',
                 inputValue: JSON.stringify({ foo: 'bar' }),
-                outputValue: '3 squared is 9',
+                outputValue: '3 squared is 9.',
                 tags: { ml_app: 'test', language: 'javascript', integration: 'langchain' }
               })
 
@@ -1162,9 +949,9 @@ describe('integrations', () => {
                 modelProvider: 'openai',
                 name: 'langchain.chat_models.openai.ChatOpenAI',
                 inputMessages: [{ content: 'What is 3 squared?', role: 'user' }],
-                outputMessages: [{ content: '3 squared is 9', role: 'assistant' }],
+                outputMessages: [{ content: '3 squared is 9.', role: 'assistant' }],
                 metadata: MOCK_ANY,
-                tokenMetrics: { input_tokens: 8, output_tokens: 12, total_tokens: 20 },
+                tokenMetrics: { input_tokens: 13, output_tokens: 6, total_tokens: 19 },
                 tags: { ml_app: 'test', language: 'javascript', integration: 'langchain' }
               })
 
@@ -1268,9 +1055,7 @@ describe('integrations', () => {
           let vectorstore
 
           beforeEach(() => {
-            stubSingleEmbedding(langchainOpenaiOpenAiVersion)
-
-            const embeddings = new langchainOpenai.OpenAIEmbeddings()
+            const embeddings = getLangChainOpenAiClient('embedding')
             vectorstore = new MemoryVectorStore(embeddings)
 
             const document = {
@@ -1282,8 +1067,6 @@ describe('integrations', () => {
           })
 
           it('submits a retrieval span with a child embedding span for similaritySearch', async () => {
-            stubSingleEmbedding(langchainOpenaiOpenAiVersion)
-
             const checkTraces = agent.assertSomeTraces(traces => {
               const spans = traces[0] // first trace is the embedding call from the beforeEach
 
@@ -1319,8 +1102,6 @@ describe('integrations', () => {
           })
 
           it('submits a retrieval span with a child embedding span for similaritySearchWithScore', async () => {
-            stubSingleEmbedding(langchainOpenaiOpenAiVersion)
-
             const checkTraces = agent.assertSomeTraces(traces => {
               const spans = traces[0] // first trace is the embedding call from the beforeEach
 
@@ -1343,7 +1124,7 @@ describe('integrations', () => {
                 outputDocuments: [{
                   text: 'The powerhouse of the cell is the mitochondria',
                   name: 'https://example.com',
-                  score: 1
+                  score: 0.7882083567178202
                 }],
                 tags: { ml_app: 'test', language: 'javascript', integration: 'langchain' }
               })
diff --git a/packages/dd-trace/test/llmobs/plugins/openai/openaiv3.spec.js b/packages/dd-trace/test/llmobs/plugins/openai/openaiv3.spec.js
index 01bce1241c8..77c3ea2ee7e 100644
--- a/packages/dd-trace/test/llmobs/plugins/openai/openaiv3.spec.js
+++ b/packages/dd-trace/test/llmobs/plugins/openai/openaiv3.spec.js
@@ -4,6 +4,7 @@ const agent = require('../../../plugins/agent')
 const Sampler = require('../../../../src/sampler')
 const { DogStatsDClient } = require('../../../../src/dogstatsd')
 const { NoopExternalLogger } = require('../../../../src/external-logger/src')
+const { withVersions } = require('../../../setup/mocha')
 
 const { expectedLLMObsLLMSpanEvent, deepEqualWithMockValues, MOCK_STRING, MOCK_NUMBER } = require('../../util')
 const chai = require('chai')
diff --git a/packages/dd-trace/test/llmobs/plugins/openai/openaiv4.spec.js b/packages/dd-trace/test/llmobs/plugins/openai/openaiv4.spec.js
index bbbfa5352e1..ad95baab645 100644
--- a/packages/dd-trace/test/llmobs/plugins/openai/openaiv4.spec.js
+++ b/packages/dd-trace/test/llmobs/plugins/openai/openaiv4.spec.js
@@ -4,6 +4,7 @@ const agent = require('../../../plugins/agent')
 const Sampler = require('../../../../src/sampler')
 const { DogStatsDClient } = require('../../../../src/dogstatsd')
 const { NoopExternalLogger } = require('../../../../src/external-logger/src')
+const { withVersions } = require('../../../setup/mocha')
 
 const { expectedLLMObsLLMSpanEvent, deepEqualWithMockValues, MOCK_STRING, MOCK_NUMBER } = require('../../util')
 const chai = require('chai')
diff --git a/packages/dd-trace/test/llmobs/util.js b/packages/dd-trace/test/llmobs/util.js
index 7ca394eb2bf..4ebae03e751 100644
--- a/packages/dd-trace/test/llmobs/util.js
+++ b/packages/dd-trace/test/llmobs/util.js
@@ -6,19 +6,23 @@ const tracerVersion = require('../../../../package.json').version
 
 const MOCK_STRING = Symbol('string')
 const MOCK_NUMBER = Symbol('number')
+const MOCK_OBJECT = Symbol('object')
 const MOCK_ANY = Symbol('any')
 
 function deepEqualWithMockValues (expected) {
   const actual = this._obj
 
-  for (const key in actual) {
+  for (const key of Object.keys(actual)) {
     if (expected[key] === MOCK_STRING) {
       new chai.Assertion(typeof actual[key], `key ${key}`).to.equal('string')
     } else if (expected[key] === MOCK_NUMBER) {
       new chai.Assertion(typeof actual[key], `key ${key}`).to.equal('number')
+    } else if (expected[key] === MOCK_OBJECT) {
+      new chai.Assertion(typeof actual[key], `key ${key}`).to.equal('object')
     } else if (expected[key] === MOCK_ANY) {
       new chai.Assertion(actual[key], `key ${key}`).to.exist
     } else if (Array.isArray(expected[key])) {
+      assert.ok(Array.isArray(actual[key]), `key "${key}" is not an array`)
       const sortedExpected = [...expected[key].sort()]
       const sortedActual = [...actual[key].sort()]
       new chai.Assertion(sortedActual, `key: ${key}`).to.deepEqualWithMockValues(sortedExpected)
@@ -190,11 +194,78 @@ function fromBuffer (spanProperty, isNumber = false) {
   return isNumber ? Number(strVal) : strVal
 }
 
+const agent = require('../plugins/agent')
+const assert = require('node:assert')
+
+/**
+ * @param {Object} options
+ * @param {string} options.plugin
+ * @param {Object} options.tracerConfigOptions
+ * @param {Object} options.closeOptions
+ * @returns {function(): Promise<{ apmSpans: Array, llmobsSpans: Array }>}
+ */
+function useLlmobs ({
+  plugin,
+  tracerConfigOptions = {
+    llmobs: {
+      mlApp: 'test',
+      agentlessEnabled: false
+    }
+  },
+  closeOptions = { ritmReset: false, wipe: true }
+}) {
+  if (!plugin) {
+    throw new TypeError(
+      '`plugin` is required when using `useLlmobs`'
+    )
+  }
+
+  if (!tracerConfigOptions.llmobs) {
+    throw new TypeError(
+      '`loadOptions.llmobs` is required when using `useLlmobs`'
+    )
+  }
+
+  let apmTracesPromise
+  let llmobsTracesPromise
+
+  before(() => {
+    return agent.load(plugin, {}, tracerConfigOptions)
+  })
+
+  beforeEach(() => {
+    apmTracesPromise = agent.assertSomeTraces(apmTraces => {
+      return apmTraces
+        .flatMap(trace => trace)
+        .sort((a, b) => a.start < b.start ? -1 : (a.start > b.start ? 1 : 0))
+    })
+
+    llmobsTracesPromise = agent.useLlmobsTraces(llmobsTraces => {
+      return llmobsTraces
+        .flatMap(trace => trace)
+        .map(trace => trace.spans[0])
+        .sort((a, b) => a.start_ns - b.start_ns)
+    })
+  })
+
+  after(() => {
+    return agent.close(closeOptions)
+  })
+
+  return async function () {
+    const [apmSpans, llmobsSpans] = await Promise.all([apmTracesPromise, llmobsTracesPromise])
+
+    return { apmSpans, llmobsSpans }
+  }
+}
+
 module.exports = {
   expectedLLMObsLLMSpanEvent,
   expectedLLMObsNonLLMSpanEvent,
   deepEqualWithMockValues,
+  useLlmobs,
   MOCK_ANY,
   MOCK_NUMBER,
-  MOCK_STRING
+  MOCK_STRING,
+  MOCK_OBJECT
 }
diff --git a/packages/dd-trace/test/plugin_manager.spec.js b/packages/dd-trace/test/plugin_manager.spec.js
index 16cf108cd1e..7f43b928ccf 100644
--- a/packages/dd-trace/test/plugin_manager.spec.js
+++ b/packages/dd-trace/test/plugin_manager.spec.js
@@ -16,6 +16,7 @@ describe('Plugin Manager', () => {
   let Four
   let Five
   let Six
+  let Eight
   let pm
 
   beforeEach(() => {
@@ -45,7 +46,11 @@ describe('Plugin Manager', () => {
       six: class Six extends FakePlugin {
         static id = 'six'
       },
-      seven: {}
+      seven: {},
+      eight: class Eight extends FakePlugin {
+        static experimental = true
+        static id = 'eight'
+      }
     }
 
     Two = plugins.two
@@ -59,6 +64,9 @@ describe('Plugin Manager', () => {
     Six = plugins.six
     Six.prototype.configure = sinon.spy()
 
+    Eight = plugins.eight
+    Eight.prototype.configure = sinon.spy()
+
     process.env.DD_TRACE_DISABLED_PLUGINS = 'five,six,seven'
 
     PluginManager = proxyquire.noPreserveCache()('../src/plugin_manager', {
@@ -75,6 +83,7 @@ describe('Plugin Manager', () => {
 
   afterEach(() => {
     delete process.env.DD_TRACE_DISABLED_PLUGINS
+    delete process.env.DD_TRACE_EIGHT_ENABLED
     pm.destroy()
   })
 
@@ -265,6 +274,28 @@ describe('Plugin Manager', () => {
       })
     })
 
+    describe('with an experimental plugin', () => {
+      it('should disable the plugin by default', () => {
+        pm.configure()
+        loadChannel.publish({ name: 'eight' })
+        expect(Eight.prototype.configure).to.have.been.calledWithMatch({ enabled: false })
+      })
+
+      it('should enable the plugin when configured programmatically', () => {
+        pm.configure()
+        pm.configurePlugin('eight')
+        loadChannel.publish({ name: 'eight' })
+        expect(Eight.prototype.configure).to.have.been.calledWithMatch({ enabled: true })
+      })
+
+      it('should enable the plugin when configured with an environment variable', () => {
+        process.env.DD_TRACE_EIGHT_ENABLED = 'true'
+        pm.configure()
+        loadChannel.publish({ name: 'eight' })
+        expect(Eight.prototype.configure).to.have.been.calledWithMatch({ enabled: true })
+      })
+    })
+
     it('instantiates plugin classes', () => {
       pm.configure()
       loadChannel.publish({ name: 'two' })
diff --git a/packages/dd-trace/test/plugins/agent.js b/packages/dd-trace/test/plugins/agent.js
index 0d992b10a6a..ed88d26ce47 100644
--- a/packages/dd-trace/test/plugins/agent.js
+++ b/packages/dd-trace/test/plugins/agent.js
@@ -12,6 +12,7 @@ const { expect } = require('chai')
 
 const traceHandlers = new Set()
 const statsHandlers = new Set()
+const llmobsHandlers = new Set()
 let sockets = []
 let agent = null
 let listener = null
@@ -331,6 +332,7 @@ module.exports = {
     tracer = require('../..')
     agent = express()
     agent.use(bodyParser.raw({ limit: Infinity, type: 'application/msgpack' }))
+    agent.use(bodyParser.text({ limit: Infinity, type: 'application/json' }))
     agent.use((req, res, next) => {
       if (req.is('application/msgpack')) {
         if (!req.body.length) return res.status(200).send()
@@ -367,6 +369,14 @@ module.exports = {
     // EVP proxy endpoint
     agent.post('/evp_proxy/v2/api/v2/citestcycle', ciVisRequestHandler)
 
+    // LLM Observability traces endpoint
+    agent.post('/evp_proxy/v2/api/v2/llmobs', (req, res) => {
+      llmobsHandlers.forEach(({ handler }) => {
+        handler(JSON.parse(req.body))
+      })
+      res.status(200).send()
+    })
+
     // DSM Checkpoint endpoint
     dsmStats = []
     agent.post('/v0.1/pipeline_stats', (req, res) => {
@@ -511,12 +521,23 @@ module.exports = {
     return runCallbackAgainstTraces(callback, options, statsHandlers)
   },
 
+  /**
+   * Use a callback handler for LLM Observability traces.
+   * @param {Function} callback
+   * @param {Record<string, any>} options
+   * @returns
+   */
+  useLlmobsTraces (callback, options) {
+    return runCallbackAgainstTraces(callback, options, llmobsHandlers)
+  },
+
   /**
    * Unregister any outstanding expectation callbacks.
    */
   reset () {
     traceHandlers.clear()
     statsHandlers.clear()
+    llmobsHandlers.clear()
   },
 
   /**
@@ -540,6 +561,7 @@ module.exports = {
     agent = null
     traceHandlers.clear()
     statsHandlers.clear()
+    llmobsHandlers.clear()
     for (const plugin of plugins) {
       tracer.use(plugin, { enabled: false })
     }
@@ -552,6 +574,8 @@ module.exports = {
     this.setAvailableEndpoints(DEFAULT_AVAILABLE_ENDPOINTS)
     currentIntegrationName = null
 
+    tracer.llmobs.disable()
+
     return new Promise((resolve, reject) => {
       this.server.on('close', () => {
         this.server = null
diff --git a/packages/dd-trace/test/plugins/externals.json b/packages/dd-trace/test/plugins/externals.json
index 554a5065709..702584168cd 100644
--- a/packages/dd-trace/test/plugins/externals.json
+++ b/packages/dd-trace/test/plugins/externals.json
@@ -1,4 +1,18 @@
 {
+  "ai": [
+    {
+      "name": "ai",
+      "versions": ["4.0.2"]
+    },
+    {
+      "name": "@ai-sdk/openai",
+      "versions": [">=1.3.23"]
+    },
+    {
+      "name": "zod",
+      "versions": [">=3.25.75"]
+    }
+  ],
   "apollo": [
     {
       "name": "@apollo/subgraph",
diff --git a/packages/dd-trace/test/plugins/util/ip_extractor.spec.js b/packages/dd-trace/test/plugins/util/ip_extractor.spec.js
index 8138a01b353..32995439560 100644
--- a/packages/dd-trace/test/plugins/util/ip_extractor.spec.js
+++ b/packages/dd-trace/test/plugins/util/ip_extractor.spec.js
@@ -290,4 +290,206 @@ describe('ip extractor', () => {
       }
     }).catch(done)
   })
+
+  describe('Forwarded header', () => {
+    it('should detect ip in header \'Forwarded\' in for', (done) => {
+      const expectedIp = '1.2.3.4'
+      controller = function (req) {
+        const ip = extractIp({}, req)
+        try {
+          expect(ip).to.be.equal(expectedIp)
+          done()
+        } catch (e) {
+          done(e)
+        }
+      }
+      axios.get(`http://localhost:${port}/`, {
+        headers: {
+          Forwarded: `for=${expectedIp}`
+        }
+      }).catch(done)
+    })
+
+    it('should detect ip in header \'Forwarded\' in by', (done) => {
+      const expectedIp = '1.2.3.4'
+      controller = function (req) {
+        const ip = extractIp({}, req)
+        try {
+          expect(ip).to.be.equal(expectedIp)
+          done()
+        } catch (e) {
+          done(e)
+        }
+      }
+      axios.get(`http://localhost:${port}/`, {
+        headers: {
+          Forwarded: `by=${expectedIp}`
+        }
+      }).catch(done)
+    })
+
+    it('should detect ipv6 in header \'Forwarded\' in for', (done) => {
+      const expectedIp = '5a54:f844:006c:b8f1:0e96:9e54:54ac:4a2d'
+      controller = function (req) {
+        const ip = extractIp({}, req)
+        try {
+          expect(ip).to.be.equal(expectedIp)
+          done()
+        } catch (e) {
+          done(e)
+        }
+      }
+      axios.get(`http://localhost:${port}/`, {
+        headers: {
+          Forwarded: `for="[${expectedIp}]"`
+        }
+      }).catch(done)
+    })
+
+    it('should detect ipv6 in header \'Forwarded\' in by', (done) => {
+      const expectedIp = '5a54:f844:006c:b8f1:0e96:9e54:54ac:4a2d'
+      controller = function (req) {
+        const ip = extractIp({}, req)
+        try {
+          expect(ip).to.be.equal(expectedIp)
+          done()
+        } catch (e) {
+          done(e)
+        }
+      }
+      axios.get(`http://localhost:${port}/`, {
+        headers: {
+          Forwarded: `by="[${expectedIp}]"`
+        }
+      }).catch(done)
+    })
+
+    it('should detect ip in header \'Forwarded\' in by when for is private', (done) => {
+      const expectedIp = '1.2.3.4'
+      controller = function (req) {
+        const ip = extractIp({}, req)
+        try {
+          expect(ip).to.be.equal(expectedIp)
+          done()
+        } catch (e) {
+          done(e)
+        }
+      }
+      axios.get(`http://localhost:${port}/`, {
+        headers: {
+          Forwarded: `for=192.168.0.1;by=${expectedIp}`
+        }
+      }).catch(done)
+    })
+
+    it('should detect ip in header \'Forwarded\' in for when for and by are public', (done) => {
+      const expectedIp = '1.2.3.4'
+      controller = function (req) {
+        const ip = extractIp({}, req)
+        try {
+          expect(ip).to.be.equal(expectedIp)
+          done()
+        } catch (e) {
+          done(e)
+        }
+      }
+      axios.get(`http://localhost:${port}/`, {
+        headers: {
+          Forwarded: `by=5.6.7.8;for=${expectedIp}`
+        }
+      }).catch(done)
+    })
+
+    it('should detect ip in header \'x-client-ip\' when \'Forwarded\' is also set', (done) => {
+      const expectedIp = '1.2.3.4'
+      controller = function (req) {
+        const ip = extractIp({}, req)
+        try {
+          expect(ip).to.be.equal(expectedIp)
+          done()
+        } catch (e) {
+          done(e)
+        }
+      }
+      axios.get(`http://localhost:${port}/`, {
+        headers: {
+          'x-client-ip': expectedIp,
+          Forwarded: 'for=5.6.7.8'
+        }
+      }).catch(done)
+    })
+
+    it('should detect ip in header \'Forwarded\' when \'forwarded-for\' is also set', (done) => {
+      const expectedIp = '1.2.3.4'
+      controller = function (req) {
+        const ip = extractIp({}, req)
+        try {
+          expect(ip).to.be.equal(expectedIp)
+          done()
+        } catch (e) {
+          done(e)
+        }
+      }
+      axios.get(`http://localhost:${port}/`, {
+        headers: {
+          'forwarded-for': '5.6.7.8',
+          Forwarded: `for=${expectedIp}`
+        }
+      }).catch(done)
+    })
+
+    it('should detect ip in header \'Forwarded\' when \'host\' and \'proto\' are also set', (done) => {
+      const expectedIp = '1.2.3.4'
+      controller = function (req) {
+        const ip = extractIp({}, req)
+        try {
+          expect(ip).to.be.equal(expectedIp)
+          done()
+        } catch (e) {
+          done(e)
+        }
+      }
+      axios.get(`http://localhost:${port}/`, {
+        headers: {
+          Forwarded: `for=${expectedIp};proto=http;host=testhost`
+        }
+      }).catch(done)
+    })
+
+    it('should detect ip in header \'Forwarded\' when port is included in the IP', (done) => {
+      const expectedIp = '1.2.3.4'
+      controller = function (req) {
+        const ip = extractIp({}, req)
+        try {
+          expect(ip).to.be.equal(expectedIp)
+          done()
+        } catch (e) {
+          done(e)
+        }
+      }
+      axios.get(`http://localhost:${port}/`, {
+        headers: {
+          Forwarded: `for=${expectedIp}:8080`
+        }
+      }).catch(done)
+    })
+
+    it('should detect ip in header \'Forwarded\' when port is included in the IPv6', (done) => {
+      const expectedIp = '5a54:f844:006c:b8f1:0e96:9e54:54ac:4a2d'
+      controller = function (req) {
+        const ip = extractIp({}, req)
+        try {
+          expect(ip).to.be.equal(expectedIp)
+          done()
+        } catch (e) {
+          done(e)
+        }
+      }
+      axios.get(`http://localhost:${port}/`, {
+        headers: {
+          Forwarded: `for=[${expectedIp}]:8080`
+        }
+      }).catch(done)
+    })
+  })
 })
diff --git a/packages/dd-trace/test/plugins/versions/package.json b/packages/dd-trace/test/plugins/versions/package.json
index 16cac01c49e..8fbcb7373bd 100644
--- a/packages/dd-trace/test/plugins/versions/package.json
+++ b/packages/dd-trace/test/plugins/versions/package.json
@@ -4,46 +4,47 @@
   "license": "BSD-3-Clause",
   "private": true,
   "dependencies": {
+    "@ai-sdk/openai": "2.0.1",
     "@apollo/gateway": "2.11.2",
     "@apollo/server": "5.0.0",
     "@apollo/subgraph": "2.11.2",
-    "@aws-sdk/client-bedrock-runtime": "3.859.0",
-    "@aws-sdk/client-dynamodb": "3.859.0",
-    "@aws-sdk/client-kinesis": "3.859.0",
-    "@aws-sdk/client-lambda": "3.859.0",
-    "@aws-sdk/client-s3": "3.859.0",
-    "@aws-sdk/client-sfn": "3.859.0",
-    "@aws-sdk/client-sns": "3.859.0",
-    "@aws-sdk/client-sqs": "3.859.0",
+    "@aws-sdk/client-bedrock-runtime": "3.864.0",
+    "@aws-sdk/client-dynamodb": "3.864.0",
+    "@aws-sdk/client-kinesis": "3.864.0",
+    "@aws-sdk/client-lambda": "3.865.0",
+    "@aws-sdk/client-s3": "3.864.0",
+    "@aws-sdk/client-sfn": "3.864.0",
+    "@aws-sdk/client-sns": "3.864.0",
+    "@aws-sdk/client-sqs": "3.864.0",
     "@aws-sdk/node-http-handler": "3.374.0",
     "@aws-sdk/smithy-client": "3.374.0",
     "@azure/functions": "4.7.3",
     "@azure/service-bus": "7.9.5",
     "@confluentinc/kafka-javascript": "1.4.0",
     "@cucumber/cucumber": "12.1.0",
-    "@elastic/elasticsearch": "9.1.0",
-    "@elastic/transport": "9.1.0",
+    "@elastic/elasticsearch": "9.1.1",
+    "@elastic/transport": "9.1.1",
     "@fastify/cookie": "11.0.2",
     "@fastify/multipart": "9.0.3",
-    "@google-cloud/pubsub": "5.1.0",
+    "@google-cloud/pubsub": "5.2.0",
     "@google-cloud/vertexai": "1.10.0",
     "@graphql-tools/executor": "1.4.9",
     "@grpc/grpc-js": "1.13.4",
     "@grpc/proto-loader": "0.8.0",
     "@hapi/boom": "10.0.1",
-    "@hapi/hapi": "21.4.0",
-    "@hono/node-server": "1.18.1",
+    "@hapi/hapi": "21.4.3",
+    "@hono/node-server": "1.18.2",
     "@jest/core": "30.0.5",
     "@jest/globals": "30.0.5",
     "@jest/reporters": "30.0.5",
     "@jest/test-sequencer": "30.0.5",
     "@jest/transform": "30.0.5",
     "@koa/router": "14.0.0",
-    "@langchain/anthropic": "0.3.25",
+    "@langchain/anthropic": "0.3.26",
     "@langchain/cohere": "0.3.4",
-    "@langchain/core": "0.3.66",
+    "@langchain/core": "0.3.70",
     "@langchain/google-genai": "0.2.16",
-    "@langchain/openai": "0.6.3",
+    "@langchain/openai": "0.6.7",
     "@node-redis/client": "1.0.6",
     "@opensearch-project/opensearch": "3.5.1",
     "@opentelemetry/exporter-jaeger": "2.0.1",
@@ -52,13 +53,14 @@
     "@opentelemetry/instrumentation-http": "0.203.0",
     "@opentelemetry/sdk-node": "0.203.0",
     "@playwright/test": "1.54.2",
-    "@prisma/client": "6.13.0",
-    "@redis/client": "5.7.0",
-    "@smithy/smithy-client": "4.4.9",
+    "@prisma/client": "6.14.0",
+    "@redis/client": "5.8.1",
+    "@smithy/smithy-client": "4.4.10",
     "@vitest/coverage-istanbul": "3.2.4",
     "@vitest/coverage-v8": "3.2.4",
     "@vitest/runner": "3.2.4",
-    "aerospike": "6.2.0",
+    "aerospike": "6.3.0",
+    "ai": "5.0.2",
     "amqp10": "3.6.0",
     "amqplib": "0.10.8",
     "apollo-server-core": "3.13.0",
@@ -78,7 +80,7 @@
     "cookie": "1.0.2",
     "cookie-parser": "1.4.7",
     "couchbase": "4.5.0",
-    "cypress": "14.5.3",
+    "cypress": "14.5.4",
     "cypress-fail-fast": "7.1.1",
     "dd-trace-api": "1.0.0",
     "ejs": "3.1.10",
@@ -86,7 +88,7 @@
     "express": "5.1.0",
     "express-mongo-sanitize": "2.2.0",
     "express-session": "1.18.2",
-    "fastify": "5.4.0",
+    "fastify": "5.5.0",
     "find-my-way": "9.3.0",
     "fs": "0.0.2",
     "generic-pool": "3.9.0",
@@ -97,7 +99,7 @@
     "graphql-yoga": "5.15.1",
     "handlebars": "4.7.8",
     "hapi": "18.1.0",
-    "hono": "4.8.12",
+    "hono": "4.9.1",
     "ioredis": "5.7.0",
     "iovalkey": "0.3.3",
     "jest": "30.0.5",
@@ -130,18 +132,18 @@
     "moleculer": "0.14.35",
     "mongodb": "6.18.0",
     "mongodb-core": "3.2.7",
-    "mongoose": "8.17.0",
+    "mongoose": "8.17.1",
     "mquery": "5.0.0",
     "multer": "2.0.2",
     "mysql": "2.18.1",
     "mysql2": "3.14.3",
-    "next": "15.4.5",
-    "nock": "14.0.8",
+    "next": "15.4.6",
+    "nock": "14.0.10",
     "node-serialize": "0.0.4",
     "npm": "11.5.2",
     "nyc": "17.1.0",
     "office-addin-mock": "3.0.3",
-    "openai": "5.11.0",
+    "openai": "5.12.2",
     "oracledb": "6.9.0",
     "passport": "0.7.0",
     "passport-http": "0.3.0",
@@ -150,7 +152,7 @@
     "pg-cursor": "2.15.3",
     "pg-native": "3.5.2",
     "pg-query-stream": "4.10.3",
-    "pino": "9.7.0",
+    "pino": "9.9.0",
     "pino-pretty": "13.1.1",
     "playwright": "1.54.2",
     "playwright-core": "1.54.2",
@@ -162,12 +164,12 @@
     "q": "2.0.3",
     "react": "19.1.1",
     "react-dom": "19.1.1",
-    "redis": "5.7.0",
+    "redis": "5.8.1",
     "request": "2.88.2",
     "restify": "11.1.0",
     "rhea": "3.0.4",
     "router": "2.2.0",
-    "selenium-webdriver": "4.34.0",
+    "selenium-webdriver": "4.35.0",
     "sequelize": "6.37.7",
     "sharedb": "5.2.2",
     "sinon": "21.0.0",
@@ -180,6 +182,7 @@
     "winston": "3.17.0",
     "workerpool": "9.3.3",
     "ws": "8.18.3",
-    "yarn": "1.22.22"
+    "yarn": "1.22.22",
+    "zod": "4.0.14"
   }
 }
diff --git a/packages/dd-trace/test/profiling/profilers/events.spec.js b/packages/dd-trace/test/profiling/profilers/events.spec.js
index 199c6dd85d7..bb648603220 100644
--- a/packages/dd-trace/test/profiling/profilers/events.spec.js
+++ b/packages/dd-trace/test/profiling/profilers/events.spec.js
@@ -17,7 +17,7 @@ describe('profilers/events', () => {
     // Set up a mock span to simulate tracing context
     const span = {
       context: () => ({
-        toSpanId: () => '1234',
+        toBigIntSpanId: () => 1234n,
         _trace: {
           started: [span]
         }
diff --git a/packages/dd-trace/test/profiling/profilers/poisson.spec.js b/packages/dd-trace/test/profiling/profilers/poisson.spec.js
index ee412a5fc7b..89a5055115c 100644
--- a/packages/dd-trace/test/profiling/profilers/poisson.spec.js
+++ b/packages/dd-trace/test/profiling/profilers/poisson.spec.js
@@ -65,8 +65,10 @@ describe('PoissonProcessSamplingFilter', () => {
       resetInterval: 20,
       now: constantNow
     })
-    const event = { startTime: 0, duration: 100 }
-    assert.doesNotThrow(() => filter.filter(event))
+    assert.strictEqual(callCount, 1)
+    const event = { startTime: 0, duration: Number.POSITIVE_INFINITY }
+    // Make sure that filtering events does not throw and calls now() once
+    filter.filter(event)
     assert.strictEqual(callCount, 2)
   })
 
diff --git a/packages/dd-trace/test/setup/core.js b/packages/dd-trace/test/setup/core.js
index 6dc88017d8d..714fd3da7f0 100644
--- a/packages/dd-trace/test/setup/core.js
+++ b/packages/dd-trace/test/setup/core.js
@@ -4,7 +4,6 @@ const sinon = require('sinon')
 const chai = require('chai')
 const sinonChai = require('sinon-chai')
 const proxyquire = require('../proxyquire')
-const { NODE_MAJOR } = require('../../../../version')
 
 chai.use(sinonChai)
 chai.use(require('../asserts/profile'))
@@ -26,29 +25,3 @@ if (/^v\d+\.x$/.test(process.env.GITHUB_BASE_REF || '')) {
   process.env.DD_INJECTION_ENABLED = 'true'
   process.env.DD_INJECT_FORCE = 'true'
 }
-
-// TODO(bengl): remove this block once we can properly support Node.js 24 without it
-if (NODE_MAJOR >= 24 && !process.env.OPTIONS_OVERRIDE) {
-  const childProcess = require('child_process')
-  const { exec, fork } = childProcess
-
-  function addAsyncContextFrame (fn, thisArg, args) {
-    const opts = args[1]
-    if (opts) {
-      const env = opts.env ||= {}
-      env.NODE_OPTIONS ||= ''
-      if (!env.NODE_OPTIONS.includes('--no-async-context-frame')) {
-        env.NODE_OPTIONS += ' --no-async-context-frame'
-      }
-    }
-    return fn.apply(thisArg, args)
-  }
-
-  childProcess.exec = function () {
-    return addAsyncContextFrame(exec, this, arguments)
-  }
-
-  childProcess.fork = function () {
-    return addAsyncContextFrame(fork, this, arguments)
-  }
-}
diff --git a/packages/dd-trace/test/setup/mocha.js b/packages/dd-trace/test/setup/mocha.js
index ef684349b92..469adb58b4c 100644
--- a/packages/dd-trace/test/setup/mocha.js
+++ b/packages/dd-trace/test/setup/mocha.js
@@ -16,9 +16,6 @@ const { getInstrumentation } = require('./helpers/load-inst')
 
 const NODE_PATH_SEP = platform() === 'win32' ? ';' : ':'
 
-// TODO: Remove global
-global.withVersions = withVersions
-
 exports.withVersions = withVersions
 exports.withExports = withExports
 exports.withNamingSchema = withNamingSchema
diff --git a/scripts/flakiness.mjs b/scripts/flakiness.mjs
index 7933edd5dd7..f2f417b2fb6 100644
--- a/scripts/flakiness.mjs
+++ b/scripts/flakiness.mjs
@@ -1,9 +1,11 @@
 /* eslint-disable no-console */
 
+import { writeFileSync } from 'fs'
 import { Octokit } from 'octokit'
 
 const {
   BRANCH,
+  CI,
   DAYS = '1',
   OCCURRENCES = '1',
   UNTIL
@@ -111,7 +113,7 @@ await Promise.all(workflows.map(w => checkWorkflowRuns(w)))
 // TODO: Report this somewhere useful instead.
 
 const dateRange = startDate === endDate ? `on ${endDate}` : `from ${startDate} to ${endDate}`
-const logString = `jobs with at least ${OCCURRENCES} occurrences seen ${dateRange} (UTC)*`
+const logString = `jobs with at least ${OCCURRENCES} occurrences seen ${dateRange} (UTC)`
 
 if (Object.keys(flaky).length === 0) {
   console.log(`*No flaky ${logString}`)
@@ -120,21 +122,48 @@ if (Object.keys(flaky).length === 0) {
   const pipelineSuccessRate = +((workflowSuccessRate / 100) ** workflows.length * 100).toFixed(1)
   const pipelineBadge = pipelineSuccessRate >= 85 ? '🟢' : pipelineSuccessRate >= 75 ? '🟡' : '🔴'
 
-  console.log(`*Flaky ${logString}`)
+  let markdown = ''
+  let slack = ''
+
+  markdown += `**Flaky ${logString}**\n`
+  slack += `*Flaky ${logString}*\\n`
+
   for (const [workflow, jobs] of Object.entries(flaky).sort()) {
     if (!reported.has(workflow)) continue
-    console.log(`* ${workflow}`)
+
+    markdown += `* ${workflow}\n`
+    slack += `  ●   ${workflow}\\n`
+
     for (const [job, urls] of Object.entries(jobs).sort()) {
       if (urls.length < OCCURRENCES) continue
       // Padding is needed because Slack doesn't show single digits as links.
-      const links = urls.map((url, idx) => `[${String(idx + 1).padStart(2, '0')}](${url})`)
+      const markdownLinks = urls.map((url, idx) => `[${String(idx + 1).padStart(2, '0')}](${url})`)
+      const slackLinks = urls.map((url, idx) => `<${url}|${String(idx + 1).padStart(2, '0')}>`)
       const runsBadge = urls.length >= 3 ? ' 🔴' : urls.length === 2 ? ' 🟡' : ''
-      console.log(`    * ${job} (${links.join(', ')})${runsBadge}`)
+      markdown += `    * ${job} (${markdownLinks.join(', ')})${runsBadge}\n`
+      slack += `         ○   ${job} (${slackLinks.join(', ')})${runsBadge}\\n`
     }
   }
-  console.log('*Flakiness stats*')
-  console.log(`* Total runs: ${totalCount}`)
-  console.log(`* Flaky runs: ${flakeCount}`)
-  console.log(`* Workflow success rate: ${workflowSuccessRate}%`)
-  console.log(`* Pipeline success rate (approx): ${pipelineSuccessRate}% ${pipelineBadge}`)
+
+  markdown += '\n'
+  markdown += '**Flakiness stats**\n'
+  markdown += `* Total runs: ${totalCount}\n`
+  markdown += `* Flaky runs: ${flakeCount}\n`
+  markdown += `* Workflow success rate: ${workflowSuccessRate}%\n`
+  markdown += `* Pipeline success rate (approx): ${pipelineSuccessRate}% ${pipelineBadge}`
+
+  slack += '\\n'
+  slack += '*Flakiness stats*\\n'
+  slack += `  ●   Total runs: ${totalCount}\\n`
+  slack += `  ●   Flaky runs: ${flakeCount}\\n`
+  slack += `  ●   Workflow success rate: ${workflowSuccessRate}%\\n`
+  slack += `  ●   Pipeline success rate (approx): ${pipelineSuccessRate}% ${pipelineBadge}`
+
+  console.log(markdown)
+
+  // TODO: Make this an option instead.
+  if (CI) {
+    writeFileSync('flakiness.md', markdown)
+    writeFileSync('flakiness.txt', slack)
+  }
 }
diff --git a/yarn.lock b/yarn.lock
index fa3959202be..82483ccdf23 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -217,10 +217,10 @@
   resolved "https://registry.yarnpkg.com/@datadog/libdatadog/-/libdatadog-0.7.0.tgz#81e07d3040c628892db697ccd01ae3c4d2a76315"
   integrity sha512-VVZLspzQcfEU47gmGCVoRkngn7RgFRR4CHjw4YaX8eWT+xz4Q4l6PvA45b7CMk9nlt3MNN5MtGdYttYMIpo6Sg==
 
-"@datadog/native-appsec@10.0.1":
-  version "10.0.1"
-  resolved "https://registry.yarnpkg.com/@datadog/native-appsec/-/native-appsec-10.0.1.tgz#220bd855971ebe3c517915a6db4caec50545b128"
-  integrity sha512-v60KOnQOAn6lcrFB8eHXfW5H227mk5tuj0CCqlk1FCZ5UxW8jjvXYV3cVjlQvSkwk55BN9jh6xa99QaX5WkqmQ==
+"@datadog/native-appsec@10.1.0":
+  version "10.1.0"
+  resolved "https://registry.yarnpkg.com/@datadog/native-appsec/-/native-appsec-10.1.0.tgz#60a388b1e7055b39d67d070219f2c14fc239b9c3"
+  integrity sha512-IKV9L4MvQxrT6GK0k5n9oOWw34gsGaiHW/03J1DOEu1crUqXcSWYJVOrGnRwz6XPXf6LDtAvmR+AU1QwDcDsww==
   dependencies:
     node-gyp-build "^3.9.0"
 
@@ -286,15 +286,15 @@
     debug "^4.3.1"
     minimatch "^3.1.2"
 
-"@eslint/config-helpers@^0.3.0":
-  version "0.3.0"
-  resolved "https://registry.yarnpkg.com/@eslint/config-helpers/-/config-helpers-0.3.0.tgz#3e09a90dfb87e0005c7694791e58e97077271286"
-  integrity sha512-ViuymvFmcJi04qdZeDc2whTHryouGcDlaxPqarTD0ZE10ISpxGUVZGZDx4w01upyIynL3iu6IXH2bS1NhclQMw==
+"@eslint/config-helpers@^0.3.1":
+  version "0.3.1"
+  resolved "https://registry.yarnpkg.com/@eslint/config-helpers/-/config-helpers-0.3.1.tgz#d316e47905bd0a1a931fa50e669b9af4104d1617"
+  integrity sha512-xR93k9WhrDYpXHORXpxVL5oHj3Era7wo6k/Wd8/IsQNnZUTzkGS29lyn3nAT05v6ltUuTFVCCYDEGfy2Or/sPA==
 
-"@eslint/core@^0.15.0", "@eslint/core@^0.15.1":
-  version "0.15.1"
-  resolved "https://registry.yarnpkg.com/@eslint/core/-/core-0.15.1.tgz#d530d44209cbfe2f82ef86d6ba08760196dd3b60"
-  integrity sha512-bkOp+iumZCCbt1K1CmWf0R9pM5yKpDv+ZXtvSyQpudrI9kuFLp+bM2WOPXImuD/ceQuaa8f5pj93Y7zyECIGNA==
+"@eslint/core@^0.15.2":
+  version "0.15.2"
+  resolved "https://registry.yarnpkg.com/@eslint/core/-/core-0.15.2.tgz#59386327d7862cc3603ebc7c78159d2dcc4a868f"
+  integrity sha512-78Md3/Rrxh83gCxoUc0EiciuOHsIITzLy53m3d9UyiW8y9Dj2D29FeETqyKA+BRK76tnTp6RXWb3pCay8Oyomg==
   dependencies:
     "@types/json-schema" "^7.0.15"
 
@@ -313,22 +313,22 @@
     minimatch "^3.1.2"
     strip-json-comments "^3.1.1"
 
-"@eslint/js@9.32.0", "@eslint/js@^9.29.0":
-  version "9.32.0"
-  resolved "https://registry.yarnpkg.com/@eslint/js/-/js-9.32.0.tgz#a02916f58bd587ea276876cb051b579a3d75d091"
-  integrity sha512-BBpRFZK3eX6uMLKz8WxFOBIFFcGFJ/g8XuwjTHCqHROSIsopI+ddn/d5Cfh36+7+e5edVS8dbSHnBNhrLEX0zg==
+"@eslint/js@9.33.0", "@eslint/js@^9.29.0":
+  version "9.33.0"
+  resolved "https://registry.yarnpkg.com/@eslint/js/-/js-9.33.0.tgz#475c92fdddab59b8b8cab960e3de2564a44bf368"
+  integrity sha512-5K1/mKhWaMfreBGJTwval43JJmkip0RmM+3+IuqupeSKNC/Th2Kc7ucaq5ovTSra/OOKB9c58CGSz3QMVbWt0A==
 
 "@eslint/object-schema@^2.1.6":
   version "2.1.6"
   resolved "https://registry.yarnpkg.com/@eslint/object-schema/-/object-schema-2.1.6.tgz#58369ab5b5b3ca117880c0f6c0b0f32f6950f24f"
   integrity sha512-RBMg5FRL0I0gs51M/guSAj5/e14VQ4tpZnQNWwuDT66P14I43ItmPfIZRhO9fUVIPOAQXU47atlywZ/czoqFPA==
 
-"@eslint/plugin-kit@^0.3.3", "@eslint/plugin-kit@^0.3.4":
-  version "0.3.4"
-  resolved "https://registry.yarnpkg.com/@eslint/plugin-kit/-/plugin-kit-0.3.4.tgz#c6b9f165e94bf4d9fdd493f1c028a94aaf5fc1cc"
-  integrity sha512-Ul5l+lHEcw3L5+k8POx6r74mxEYKG5kOb6Xpy2gCRW6zweT6TEhAf8vhxGgjhqrd/VO/Dirhsb+1hNpD1ue9hw==
+"@eslint/plugin-kit@^0.3.3", "@eslint/plugin-kit@^0.3.5":
+  version "0.3.5"
+  resolved "https://registry.yarnpkg.com/@eslint/plugin-kit/-/plugin-kit-0.3.5.tgz#fd8764f0ee79c8ddab4da65460c641cefee017c5"
+  integrity sha512-Z5kJ+wU3oA7MMIqVR9tyZRtjYPr4OC004Q4Rw7pgOKUOKkJfZ3O24nz3WYfGRpMDNmcOi3TwQOmgm7B7Tpii0w==
   dependencies:
-    "@eslint/core" "^0.15.1"
+    "@eslint/core" "^0.15.2"
     levn "^0.4.1"
 
 "@humanfs/core@^0.19.1":
@@ -780,12 +780,12 @@
   integrity sha512-DE427ROAphMQzU4ENbliGYrBSYPXF+TtLg9S8vzeA+OF4ZKzoDdzfL8sxuMUGS/lgRhM6j1URSk9ghf7Xo1tyA==
 
 "@stylistic/eslint-plugin@^5.0.0":
-  version "5.2.2"
-  resolved "https://registry.yarnpkg.com/@stylistic/eslint-plugin/-/eslint-plugin-5.2.2.tgz#a1cb24f17263e1dcb2d5c94069dc3ae7af1eb9ce"
-  integrity sha512-bE2DUjruqXlHYP3Q2Gpqiuj2bHq7/88FnuaS0FjeGGLCy+X6a07bGVuwtiOYnPSLHR6jmx5Bwdv+j7l8H+G97A==
+  version "5.2.3"
+  resolved "https://registry.yarnpkg.com/@stylistic/eslint-plugin/-/eslint-plugin-5.2.3.tgz#f2be5d25e768f5ef4bb72d339bb71c500accef61"
+  integrity sha512-oY7GVkJGVMI5benlBDCaRrSC1qPasafyv5dOBLLv5MTilMGnErKhO6ziEfodDDIZbo5QxPUNW360VudJOFODMw==
   dependencies:
     "@eslint-community/eslint-utils" "^4.7.0"
-    "@typescript-eslint/types" "^8.37.0"
+    "@typescript-eslint/types" "^8.38.0"
     eslint-visitor-keys "^4.2.1"
     espree "^10.4.0"
     estraverse "^5.3.0"
@@ -819,9 +819,9 @@
     undici-types "~6.20.0"
 
 "@types/node@^18.19.106":
-  version "18.19.121"
-  resolved "https://registry.yarnpkg.com/@types/node/-/node-18.19.121.tgz#c50d353ea2d1fb1261a8bbd0bf2850306f5af2b3"
-  integrity sha512-bHOrbyztmyYIi4f1R0s17QsPs1uyyYnGcXeZoGEd227oZjry0q6XQBQxd82X1I57zEfwO8h9Xo+Kl5gX1d9MwQ==
+  version "18.19.122"
+  resolved "https://registry.yarnpkg.com/@types/node/-/node-18.19.122.tgz#e7358f8df7cc3f14e860198e1ca4dc2ed9a7de06"
+  integrity sha512-yzegtT82dwTNEe/9y+CM8cgb42WrUfMMCg2QqSddzO1J6uPmBD7qKCZ7dOHZP2Yrpm/kb0eqdNMn2MUyEiqBmA==
   dependencies:
     undici-types "~5.26.4"
 
@@ -849,10 +849,10 @@
   resolved "https://registry.yarnpkg.com/@types/yoga-layout/-/yoga-layout-1.9.2.tgz#efaf9e991a7390dc081a0b679185979a83a9639a"
   integrity sha512-S9q47ByT2pPvD65IvrWp7qppVMpk9WGMbVq9wbWZOHg6tnXSD4vyhao6nOSBwwfDdV2p3Kx9evA9vI+XWTfDvw==
 
-"@typescript-eslint/types@^8.37.0":
-  version "8.38.0"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/types/-/types-8.38.0.tgz#297351c994976b93c82ac0f0e206c8143aa82529"
-  integrity sha512-wzkUfX3plUqij4YwWaJyqhiPE5UCRVlFpKn1oCRn2O1bJ592XxWJj8ROQ3JD5MYXLORW84063z3tZTb/cs4Tyw==
+"@typescript-eslint/types@^8.38.0":
+  version "8.39.0"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/types/-/types-8.39.0.tgz#80f010b7169d434a91cd0529d70a528dbc9c99c6"
+  integrity sha512-ArDdaOllnCj3yn/lzKn9s0pBQYmmyme/v1HbGIGB0GB/knFI3fWMHloC+oYTJW46tVbYnGKTMDK4ah1sC2v0Kg==
 
 "@yarnpkg/lockfile@^1.1.0":
   version "1.1.0"
@@ -1996,18 +1996,18 @@ eslint-visitor-keys@^4.2.1:
   integrity sha512-Uhdk5sfqcee/9H/rCOJikYz67o0a2Tw2hGRPOG2Y1R2dg7brRe1uG0yaNQDHu+TO/uQPF/5eCapvYSmHUjt7JQ==
 
 eslint@^9.29.0:
-  version "9.32.0"
-  resolved "https://registry.yarnpkg.com/eslint/-/eslint-9.32.0.tgz#4ea28df4a8dbc454e1251e0f3aed4bcf4ce50a47"
-  integrity sha512-LSehfdpgMeWcTZkWZVIJl+tkZ2nuSkyyB9C27MZqFWXuph7DvaowgcTvKqxvpLW1JZIk8PN7hFY3Rj9LQ7m7lg==
+  version "9.33.0"
+  resolved "https://registry.yarnpkg.com/eslint/-/eslint-9.33.0.tgz#cc186b3d9eb0e914539953d6a178a5b413997b73"
+  integrity sha512-TS9bTNIryDzStCpJN93aC5VRSW3uTx9sClUn4B87pwiCaJh220otoI0X8mJKr+VcPtniMdN8GKjlwgWGUv5ZKA==
   dependencies:
     "@eslint-community/eslint-utils" "^4.2.0"
     "@eslint-community/regexpp" "^4.12.1"
     "@eslint/config-array" "^0.21.0"
-    "@eslint/config-helpers" "^0.3.0"
-    "@eslint/core" "^0.15.0"
+    "@eslint/config-helpers" "^0.3.1"
+    "@eslint/core" "^0.15.2"
     "@eslint/eslintrc" "^3.3.1"
-    "@eslint/js" "9.32.0"
-    "@eslint/plugin-kit" "^0.3.4"
+    "@eslint/js" "9.33.0"
+    "@eslint/plugin-kit" "^0.3.5"
     "@humanfs/node" "^0.16.6"
     "@humanwhocodes/module-importer" "^1.0.1"
     "@humanwhocodes/retry" "^0.4.2"
@@ -4620,9 +4620,9 @@ test-exclude@^6.0.0:
     minimatch "^3.0.4"
 
 tiktoken@^1.0.21:
-  version "1.0.21"
-  resolved "https://registry.yarnpkg.com/tiktoken/-/tiktoken-1.0.21.tgz#434f4c67ccda114cdfb19a180b93d9be8bc396be"
-  integrity sha512-/kqtlepLMptX0OgbYD9aMYbM7EFrMZCL7EoHM8Psmg2FuhXoo/bH64KqOiZGGwa6oS9TPdSEDKBnV2LuB8+5vQ==
+  version "1.0.22"
+  resolved "https://registry.yarnpkg.com/tiktoken/-/tiktoken-1.0.22.tgz#a6c674839228bb88f32dfe646dff47193762f7d3"
+  integrity sha512-PKvy1rVF1RibfF3JlXBSP0Jrcw2uq3yXdgcEXtKTYn3QJ/cBRBHDnrJ5jHky+MENZ6DIPwNUGWpkVx+7joCpNA==
 
 tlhunter-sorted-set@^0.1.0:
   version "0.1.0"
@@ -5046,9 +5046,9 @@ yaml@^1.10.2:
   integrity sha512-r3vXyErRCYJ7wg28yvBY5VSoAF8ZvlcW9/BwUzEtUsjvX/DKs24dIkuwjtuprwJJHsbyUbLApepYTR1BN4uHrg==
 
 yaml@^2.8.0:
-  version "2.8.0"
-  resolved "https://registry.yarnpkg.com/yaml/-/yaml-2.8.0.tgz#15f8c9866211bdc2d3781a0890e44d4fa1a5fff6"
-  integrity sha512-4lLa/EcQCB0cJkyts+FpIRx5G/llPxfP6VQU5KByHEhLxY3IJCH0f0Hy1MHI8sClTvsIb8qwRJ6R/ZdlDJ/leQ==
+  version "2.8.1"
+  resolved "https://registry.yarnpkg.com/yaml/-/yaml-2.8.1.tgz#1870aa02b631f7e8328b93f8bc574fac5d6c4d79"
+  integrity sha512-lcYcMxX2PO9XMGvAJkJ3OsNMw+/7FKes7/hgerGUYWIoWu5j/+YQqcZr5JnPZWzOsEBgMbSbiSTn/dv/69Mkpw==
 
 yargs-parser@^18.1.2:
   version "18.1.3"