diff --git a/.github/actionlint.yml b/.github/actionlint.yml
index cb4b420b4e..afa1dc01d1 100644
--- a/.github/actionlint.yml
+++ b/.github/actionlint.yml
@@ -17,3 +17,4 @@ paths:
     ignore:
       # This runner exists, but is in beta and not known to actionlint.
       - 'label "windows-11-arm" is unknown\. .+'
+      - 'property "check_run_id" is not defined.+'
diff --git a/.github/scripts/get-envs.py b/.github/scripts/get-envs.py
index d772130bfc..dc8a28b6af 100755
--- a/.github/scripts/get-envs.py
+++ b/.github/scripts/get-envs.py
@@ -15,23 +15,22 @@
 
 import fileinput
 import os
+from pathlib import Path
 from textwrap import dedent
 
 GROUP_NUMBER = int(os.environ["GROUP_NUMBER"]) - 1
 TOTAL_GROUPS = int(os.environ["TOTAL_GROUPS"])
 GITHUB_JOB = os.environ["GITHUB_JOB"]
+GITHUB_OUTPUT = os.environ.get("GITHUB_OUTPUT", None)
 
 
 def main(stdin):
     environments = [env.rstrip() for env in stdin]
     filtered_envs = [env for env in environments if env.startswith(GITHUB_JOB + "-")]
     grouped_envs = filtered_envs[GROUP_NUMBER::TOTAL_GROUPS]
-    joined_envs = ",".join(grouped_envs)
 
     # If not environments are found, raise an error with helpful information.
-    if joined_envs:
-        print(joined_envs)
-    else:
+    if not grouped_envs:
         error_msg = dedent(f"""
             No matching environments found.
             GITHUB_JOB = {GITHUB_JOB}
@@ -41,10 +40,17 @@ def main(stdin):
             environments = {environments}
             filtered_envs = {filtered_envs}
             grouped_envs = {grouped_envs}
-            joined_envs = {joined_envs}
         """)
         raise RuntimeError(error_msg(environments))
 
+    # Output results to GITHUB_OUTPUT for use in later steps.
+    if GITHUB_OUTPUT:
+        with Path(GITHUB_OUTPUT).open("a") as output_fh:
+            print(f"envs={','.join(grouped_envs)}", file=output_fh)
+
+    # Output human readable results to stdout for visibility in logs.
+    print("\n".join(grouped_envs))
+
 
 if __name__ == "__main__":
     with fileinput.input() as stdin:
diff --git a/.github/scripts/tox-summary.py b/.github/scripts/tox-summary.py
new file mode 100755
index 0000000000..618e168dbc
--- /dev/null
+++ b/.github/scripts/tox-summary.py
@@ -0,0 +1,114 @@
+#!/usr/bin/env python
+# Copyright 2010 New Relic, Inc.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import json
+import os
+import re
+from pathlib import Path
+from textwrap import dedent
+
+REPO_DIR = Path(__file__).parent.parent.parent
+TOX_DIR = REPO_DIR / ".tox"
+GITHUB_SUMMARY = Path(os.environ.get("GITHUB_STEP_SUMMARY", TOX_DIR / "summary.md"))
+RESULTS_FILE_RE = re.compile(
+    r"(?P<job_name>[a-zA-Z0-9_-]+)-(?P<job_num>\d+)-(?P<run_id>[a-zA-Z0-9]+)-(?P<job_id>[a-zA-Z0-9_-]+)-results.json"
+)
+
+GITHUB_SERVER_URL = os.environ.get("GITHUB_SERVER_URL", "https://github.com")
+GITHUB_REPOSITORY = os.environ.get("GITHUB_REPOSITORY", "newrelic/newrelic-python-agent")
+
+TABLE_HEADER = """
+# Tox Results Summary
+
+| Environment | Status | Duration (s) | Setup Duration (s) | Test Duration (s) | Runner |
+|-------------|--------|--------------|--------------------|-------------------|--------|
+"""
+TABLE_HEADER = dedent(TABLE_HEADER).strip()
+
+
+def main():
+    results = {}
+    # Search both repo and .tox dirs
+    filepaths = list(REPO_DIR.glob("*-results.json")) + list(TOX_DIR.glob("*-results.json"))
+    for filepath in filepaths:
+        with filepath.open() as f:
+            # Load the JSON data
+            data = json.load(f)
+            envs = data.get("testenvs", ())
+
+            # Extract GitHub info from filename
+            match = RESULTS_FILE_RE.match(filepath.name)
+            if match:
+                runner_link = f"{GITHUB_SERVER_URL}/{GITHUB_REPOSITORY}/actions/runs/{match.group('run_id')}/job/{match.group('job_id')}"
+                runner = f"[{match.group('job_name')} ({match.group('job_num')})]({runner_link})"
+            else:
+                runner = "N/A"
+
+            # Aggregate any non-empty results
+            sub_results = {k: v for k, v in envs.items() if v and k != ".pkg"}
+            for result in sub_results.values():
+                result["runner"] = runner
+            results.update(sub_results)
+
+    if not results:
+        raise RuntimeError("No tox results found.")
+
+    with GITHUB_SUMMARY.open("w") as output_fp:
+        summary = summarize_results(results)
+        # Print table header
+        print(TABLE_HEADER, file=output_fp)
+
+        for result in summary:
+            line = "| {env_name} | {status} | {duration} | {setup_duration} | {test_duration} | {runner} |".format(
+                **result
+            )
+            print(line, file=output_fp)
+
+
+def summarize_results(results):
+    summary = []
+    for env, result in results.items():
+        duration = result["result"].get("duration", 0)
+        duration = f"{duration:.2f}" if duration >= 0 else "N/A"
+        status = "OK ✅" if result["result"]["success"] else "FAIL ❌"
+        runner = result.get("runner", "N/A")
+
+        # Sum up setup and test durations from individual commands
+        setup_duration = 0
+        for cmd in result.get("setup", ()):
+            setup_duration += cmd.get("elapsed", 0)
+        setup_duration = f"{setup_duration:.2f}" if setup_duration >= 0 else "N/A"
+
+        test_duration = 0
+        for cmd in result.get("test", ()):
+            test_duration += cmd.get("elapsed", 0)
+        test_duration = f"{test_duration:.2f}" if test_duration >= 0 else "N/A"
+
+        summary.append(
+            {
+                "env_name": env,
+                "status": status,
+                "duration": duration,
+                "setup_duration": setup_duration,
+                "test_duration": test_duration,
+                "runner": runner,
+            }
+        )
+
+    return sorted(summary, key=lambda result: (1 if "OK" in result["status"] else 0, result["env_name"]))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/.github/workflows/benchmarks.yml b/.github/workflows/benchmarks.yml
index b2718cb9d7..513e467f29 100644
--- a/.github/workflows/benchmarks.yml
+++ b/.github/workflows/benchmarks.yml
@@ -31,7 +31,7 @@ jobs:
     timeout-minutes: 30
     strategy:
       matrix:
-        python: ["3.8", "3.9", "3.10", "3.11", "3.12", "3.13"]
+        python: ["3.8", "3.9", "3.10", "3.11", "3.12", "3.13", "3.14"]
 
     env:
       ASV_FACTOR: "1.1"
diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index e447122709..2337ee8d40 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -41,6 +41,8 @@ jobs:
             os: ubuntu-24.04
           - wheel: cp313-manylinux
             os: ubuntu-24.04
+          - wheel: cp314-manylinux
+            os: ubuntu-24.04
           # Linux musllibc
           - wheel: cp38-musllinux
             os: ubuntu-24.04
@@ -54,10 +56,14 @@ jobs:
             os: ubuntu-24.04
           - wheel: cp313-musllinux
             os: ubuntu-24.04
+          - wheel: cp314-musllinux
+            os: ubuntu-24.04
           # Windows
           # Windows wheels won't but published until the full release announcement.
           # - wheel: cp313-win
           #   os: windows-2025
+          # - wheel: cp314-win
+          #   os: windows-2025
 
     name: Build wheels for ${{ matrix.wheel }}
     runs-on: ${{ matrix.os }}
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index e516fd7e4c..3cf295af90 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -102,6 +102,7 @@ jobs:
       - name: Download Coverage Artifacts
         uses: actions/download-artifact@634f93cb2916e3fdff6788551b99b062d0335ce0 # 5.0.0
         with:
+          pattern: coverage-*
           path: ./
 
       - name: Combine Coverage
@@ -118,6 +119,31 @@ jobs:
           fail_ci_if_error: true
           token: ${{ secrets.CODECOV_TOKEN }}
 
+  # Combine and upload coverage data
+  summary:
+    runs-on: ubuntu-24.04
+    if: success() || failure() # Does not run on cancelled workflows
+    needs:
+      - tests
+
+    steps:
+      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # 5.0.0
+      - uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # 6.0.0
+        with:
+          python-version: "3.13"
+          architecture: x64
+
+      - name: Download Results Artifacts
+        uses: actions/download-artifact@634f93cb2916e3fdff6788551b99b062d0335ce0 # 5.0.0
+        with:
+          pattern: results-*
+          path: ./
+
+      - name: Report Results Summary
+        run: |
+          find . -name "*-results.json" -exec mv {} ./ \;
+          python ./.github/scripts/tox-summary.py
+
   # ======================================
   # OS Specific Core Test Suite Runners
   #  - Linux runs in the CI container
@@ -155,19 +181,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -175,6 +205,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   linux_arm64:
     env:
       TOTAL_GROUPS: 2
@@ -206,19 +246,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -226,6 +270,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   windows:
     env:
       TOTAL_GROUPS: 1
@@ -250,7 +304,9 @@ jobs:
       - name: Install Python
         uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # 6.0.0
         with:
-          python-version: "3.13"
+          python-version: |
+            3.13
+            3.14
 
       - name: Install uv
         uses: astral-sh/setup-uv@3259c6206f993105e3a61b142c2d97bf4b9ef83d # 7.1.0
@@ -262,19 +318,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -282,6 +342,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   windows_arm64:
     env:
       TOTAL_GROUPS: 1
@@ -306,7 +376,9 @@ jobs:
       - name: Install Python
         uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # 6.0.0
         with:
-          python-version: "3.13"
+          python-version: |
+            3.13
+            3.14
 
       - name: Install uv
         uses: astral-sh/setup-uv@3259c6206f993105e3a61b142c2d97bf4b9ef83d # 7.1.0
@@ -318,19 +390,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -338,6 +414,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   # ====================================
   # Integration Test Suite Runners
   #  - runs on Linux in the CI container
@@ -374,19 +460,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -394,6 +484,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   cassandra:
     env:
       TOTAL_GROUPS: 1
@@ -443,19 +543,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -463,6 +567,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   elasticsearchserver07:
     env:
       TOTAL_GROUPS: 1
@@ -509,19 +623,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -529,6 +647,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   elasticsearchserver08:
     env:
       TOTAL_GROUPS: 1
@@ -576,19 +704,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -596,6 +728,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   firestore:
     env:
       TOTAL_GROUPS: 1
@@ -647,19 +789,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -667,6 +813,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   grpc:
     env:
       TOTAL_GROUPS: 1
@@ -698,19 +854,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }}
+          tox run \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -718,6 +878,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   kafka:
     env:
       TOTAL_GROUPS: 4
@@ -774,19 +944,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -794,6 +968,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   memcached:
     env:
       TOTAL_GROUPS: 1
@@ -838,19 +1022,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -858,6 +1046,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   mongodb3:
     env:
       TOTAL_GROUPS: 1
@@ -902,19 +1100,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -922,6 +1124,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   mongodb8:
     env:
       TOTAL_GROUPS: 1
@@ -966,19 +1178,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -986,6 +1202,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   mssql:
     env:
       TOTAL_GROUPS: 1
@@ -1035,19 +1261,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -1055,6 +1285,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   mysql:
     env:
       TOTAL_GROUPS: 1
@@ -1104,19 +1344,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -1124,6 +1368,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   nginx:
     env:
       TOTAL_GROUPS: 1
@@ -1169,19 +1423,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -1189,6 +1447,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   oracledb:
     env:
       TOTAL_GROUPS: 1
@@ -1236,19 +1504,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -1256,6 +1528,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   postgres9:
     env:
       TOTAL_GROUPS: 1
@@ -1302,19 +1584,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -1322,6 +1608,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   postgres16:
     env:
       TOTAL_GROUPS: 2
@@ -1368,19 +1664,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -1388,6 +1688,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   rabbitmq:
     env:
       TOTAL_GROUPS: 1
@@ -1433,19 +1743,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -1453,6 +1767,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   redis:
     env:
       TOTAL_GROUPS: 1
@@ -1497,19 +1821,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -1517,6 +1845,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   rediscluster:
     env:
       TOTAL_GROUPS: 1
@@ -1602,19 +1940,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -1622,6 +1964,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   solr:
     env:
       TOTAL_GROUPS: 1
@@ -1668,19 +2020,23 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
@@ -1688,6 +2044,16 @@ jobs:
           if-no-files-found: error
           retention-days: 1
 
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
+
   valkey:
     env:
       TOTAL_GROUPS: 1
@@ -1732,22 +2098,36 @@ jobs:
       - name: Get Environments
         id: get-envs
         run: |
-          echo "envs=$(tox -l | python ./.github/scripts/get-envs.py)" >> "$GITHUB_OUTPUT"
+          tox -l | python ./.github/scripts/get-envs.py
         env:
           GROUP_NUMBER: ${{ matrix.group-number }}
 
       - name: Test
         run: |
-          tox -vv -e ${{ steps.get-envs.outputs.envs }} -p auto
+          tox run-parallel \
+            -vv -e ${{ steps.get-envs.outputs.envs }} \
+            --result-json=./.tox/${{ github.job }}-${{ matrix.group-number }}-${{ github.run_id }}-${{ job.check_run_id }}-results.json \
+            --exit-and-dump-after=900
         env:
           TOX_PARALLEL_NO_SPINNER: 1
           FORCE_COLOR: "true"
 
       - name: Upload Coverage Artifacts
         uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
         with:
           name: coverage-${{ github.job }}-${{ strategy.job-index }}
           path: ./**/.coverage.*
           include-hidden-files: true
           if-no-files-found: error
           retention-days: 1
+
+      - name: Upload Results Artifacts
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # 4.6.2
+        if: always()
+        with:
+          name: results-${{ github.job }}-${{ strategy.job-index }}
+          path: ./.tox/*-results.json
+          include-hidden-files: true
+          if-no-files-found: error
+          retention-days: 1
diff --git a/.gitignore b/.gitignore
index 4acad5ce17..63a3cb8877 100644
--- a/.gitignore
+++ b/.gitignore
@@ -35,7 +35,6 @@ share/python-wheels/
 .installed.cfg
 *.egg
 MANIFEST
-_version.py
 version.txt
 version.py
 _version.py
diff --git a/MANIFEST.in b/MANIFEST.in
index 35cd7ee08f..d683ef3cc0 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -2,7 +2,6 @@ include MANIFEST.in
 include README.md
 include LICENSE
 include THIRD_PARTY_NOTICES.md
-include newrelic/version.txt
 include newrelic/newrelic.ini
 include newrelic/common/cacert.pem
 include newrelic/packages/wrapt/LICENSE
diff --git a/asv.conf.json b/asv.conf.json
index 5826289a5e..203d52c887 100644
--- a/asv.conf.json
+++ b/asv.conf.json
@@ -6,7 +6,7 @@
     "repo": ".",
     "environment_type": "virtualenv",
     "install_timeout": 120,
-    "pythons": ["3.8", "3.9", "3.10", "3.11", "3.12", "3.13"],
+    "pythons": ["3.8", "3.9", "3.10", "3.11", "3.12", "3.13", "3.14"],
     "benchmark_dir": "tests/agent_benchmarks",
     "env_dir": ".asv/env",
     "results_dir": ".asv/results",
diff --git a/newrelic/hooks/coroutines_asyncio.py b/newrelic/hooks/coroutines_asyncio.py
index 8dc4e27ef9..41fc776595 100644
--- a/newrelic/hooks/coroutines_asyncio.py
+++ b/newrelic/hooks/coroutines_asyncio.py
@@ -45,4 +45,7 @@ def instrument_asyncio_base_events(module):
 
 
 def instrument_asyncio_events(module):
-    wrap_function_wrapper(module, "BaseDefaultEventLoopPolicy.set_event_loop", wrap_create_task)
+    if hasattr(module, "_BaseDefaultEventLoopPolicy"):  # Python >= 3.14
+        wrap_function_wrapper(module, "_BaseDefaultEventLoopPolicy.set_event_loop", wrap_create_task)
+    else:  # Python <= 3.13
+        wrap_function_wrapper(module, "BaseDefaultEventLoopPolicy.set_event_loop", wrap_create_task)
diff --git a/pyproject.toml b/pyproject.toml
index 337aaae634..2dbdb34837 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -37,6 +37,7 @@ classifiers = [
     "Programming Language :: Python :: 3.11",
     "Programming Language :: Python :: 3.12",
     "Programming Language :: Python :: 3.13",
+    "Programming Language :: Python :: 3.14",
     "Programming Language :: Python :: Implementation :: CPython",
     "Programming Language :: Python :: Implementation :: PyPy",
     "Topic :: System :: Monitoring",
@@ -90,7 +91,7 @@ packages = [
 ]
 
 [tool.setuptools.package-data]
-newrelic = ["newrelic.ini", "version.txt", "packages/urllib3/LICENSE.txt", "common/cacert.pem", "scripts/azure-prebuild.sh"]
+newrelic = ["newrelic.ini", "packages/urllib3/LICENSE.txt", "common/cacert.pem", "scripts/azure-prebuild.sh"]
 
 [tool.setuptools_scm]
 write_to = "newrelic/_version.py"
diff --git a/setup.py b/setup.py
index 81a40ae967..4cccb1e437 100644
--- a/setup.py
+++ b/setup.py
@@ -134,7 +134,6 @@ def build_extension(self, ext):
             "package_data": {
                 "newrelic": [
                     "newrelic.ini",
-                    "version.txt",
                     "packages/urllib3/LICENSE.txt",
                     "common/cacert.pem",
                     "scripts/azure-prebuild.sh",
diff --git a/tests/cross_agent/test_collector_hostname.py b/tests/cross_agent/test_collector_hostname.py
index 6da387fac6..f7e888b80d 100644
--- a/tests/cross_agent/test_collector_hostname.py
+++ b/tests/cross_agent/test_collector_hostname.py
@@ -108,6 +108,6 @@ def test_collector_hostname(config_file_key, config_override_host, env_key, env_
         },
     )
     process.start()
-    result = queue.get(timeout=2)
+    result = queue.get(timeout=15)
 
     assert result == "PASS"
diff --git a/tests/datastore_sqlite/test_obfuscation.py b/tests/datastore_sqlite/test_obfuscation.py
index df3954aab9..9a417efc44 100644
--- a/tests/datastore_sqlite/test_obfuscation.py
+++ b/tests/datastore_sqlite/test_obfuscation.py
@@ -47,14 +47,20 @@ def test():
     test()
 
 
-_parameter_tests = [
-    ("INSERT INTO a VALUES (:1, :2)", "INSERT INTO a VALUES (:1, :2)"),
-    ("INSERT INTO a VALUES (?, ?)", "INSERT INTO a VALUES (?, ?)"),
-]
+def test_named_parameters(sqlite3_cursor):
+    sql = obfuscated = "INSERT INTO a VALUES (:1, :2)"
+
+    @validate_sql_obfuscation([obfuscated])
+    @background_task()
+    def test():
+        sqlite3_cursor.executemany(sql, [{"1": "hello", "2": "world"}, {"1": "love", "2": "python"}])
+
+    test()
+
 
+def test_sequence_parameters(sqlite3_cursor):
+    sql = obfuscated = "INSERT INTO a VALUES (?, ?)"
 
-@pytest.mark.parametrize("sql,obfuscated", _parameter_tests)
-def test_parameters(sqlite3_cursor, sql, obfuscated):
     @validate_sql_obfuscation([obfuscated])
     @background_task()
     def test():
diff --git a/tests/framework_ariadne/_target_application.py b/tests/framework_ariadne/_target_application.py
index 9222c2ba98..21cede2038 100644
--- a/tests/framework_ariadne/_target_application.py
+++ b/tests/framework_ariadne/_target_application.py
@@ -11,9 +11,6 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-
-
-import asyncio
 import json
 
 from graphql import MiddlewareManager
@@ -52,6 +49,10 @@ def _run_sync(query, middleware=None):
 
 
 def run_async(schema):
+    import asyncio
+
+    loop = asyncio.new_event_loop()
+
     def _run_async(query, middleware=None):
         from ariadne import graphql
 
@@ -60,7 +61,6 @@ def _run_async(query, middleware=None):
             if middleware:
                 middleware = MiddlewareManager(*middleware)
 
-        loop = asyncio.get_event_loop()
         success, response = loop.run_until_complete(graphql(schema, {"query": query}, middleware=middleware))
         check_response(query, success, response)
 
diff --git a/tests/framework_graphene/_target_application.py b/tests/framework_graphene/_target_application.py
index 1a7a6f15e4..8fec18aff8 100644
--- a/tests/framework_graphene/_target_application.py
+++ b/tests/framework_graphene/_target_application.py
@@ -12,6 +12,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+
 from ._target_schema_async import target_schema as target_schema_async
 from ._target_schema_sync import target_schema as target_schema_sync
 
@@ -37,8 +38,9 @@ def _run_sync(query, middleware=None):
 def run_async(schema):
     import asyncio
 
+    loop = asyncio.new_event_loop()
+
     def _run_async(query, middleware=None):
-        loop = asyncio.get_event_loop()
         response = loop.run_until_complete(schema.execute_async(query, middleware=middleware))
         check_response(query, response)
 
diff --git a/tests/framework_graphql/_target_application.py b/tests/framework_graphql/_target_application.py
index 28f3b895ca..0fa0bed40e 100644
--- a/tests/framework_graphql/_target_application.py
+++ b/tests/framework_graphql/_target_application.py
@@ -47,9 +47,10 @@ def run_async(schema):
 
     from graphql import graphql
 
+    loop = asyncio.new_event_loop()
+
     def _run_async(query, middleware=None):
         coro = graphql(schema, query, middleware=middleware)
-        loop = asyncio.get_event_loop()
         response = loop.run_until_complete(coro)
 
         check_response(query, response)
diff --git a/tests/framework_strawberry/_target_application.py b/tests/framework_strawberry/_target_application.py
index 3e3b1d2330..cc3ba4dbcc 100644
--- a/tests/framework_strawberry/_target_application.py
+++ b/tests/framework_strawberry/_target_application.py
@@ -13,7 +13,6 @@
 # limitations under the License.
 
 
-import asyncio
 import json
 
 import pytest
@@ -46,13 +45,16 @@ def _run_sync(query, middleware=None):
 
 
 def run_async(schema):
+    import asyncio
+
+    loop = asyncio.new_event_loop()
+
     def _run_async(query, middleware=None):
         from graphql.language.source import Source
 
         if middleware is not None:
             pytest.skip("Middleware not supported in Strawberry.")
 
-        loop = asyncio.get_event_loop()
         response = loop.run_until_complete(schema.execute(query))
 
         if (isinstance(query, str) and "error" not in query) or (
diff --git a/tests/testing_support/fixtures.py b/tests/testing_support/fixtures.py
index 00cfd7368d..3d93e06e30 100644
--- a/tests/testing_support/fixtures.py
+++ b/tests/testing_support/fixtures.py
@@ -351,12 +351,12 @@ def collector_available_fixture(collector_agent_registration):
     settings = global_settings()
 
     # Wait for the application to become active.
-    timeout = (settings.startup_timeout or 0) + 10.0
+    timeout = _timeout = (settings.startup_timeout or 0) + 10.0
     while not application.active and timeout > 0:
         time.sleep(0.1)
         timeout -= 0.1
 
-    assert application.active, f"Application failed to activate after {timeout} seconds."
+    assert application.active, f"Application failed to activate after {_timeout} seconds."
 
 
 def raise_background_exceptions(timeout=5.0):
diff --git a/tox.ini b/tox.ini
index 026bd33a25..69025bc95e 100644
--- a/tox.ini
+++ b/tox.ini
@@ -5,6 +5,7 @@
 ;      * postgres, mysql (require specified database to be running)
 ;      * grpc (no parallel execution allowed, and requires grpc compilation)
 ;      * linux, macos, windows (OS specific runners, no services required)
+;      * python (no special requirements)
 ; 2. Folder under tests/ that includes the test suite.
 ;    Requires an entry under changedir to run the test suite from the correct folder.
 ;    Should be prepended to any deps definitions as well to prevent environments from colliding.
@@ -19,7 +20,7 @@
 ;           framework_aiohttp-aiohttp01: aiohttp<2
 ;           framework_aiohttp-aiohttp0202: aiohttp<2.3
 ; 3. Python version required. Uses the standard tox definitions. (https://tox.readthedocs.io/en/latest/config.html#tox-environments)
-;    Examples: py38,py39,py310,py311,py312,py313,pypy310
+;    Examples: py38,py39,py310,py311,py312,py313,py314,pypy311
 ; 4. Library and version (Optional). Used when testing multiple versions of the library, and may be omitted when only testing a single version.
 ;    Versions should be specified with 2 digits per version number, so <3 becomes 02 and <3.5 becomes 0304. latest and master are also acceptable versions.
 ;    Examples: uvicorn03, CherryPy0302, uvicornlatest
@@ -31,7 +32,7 @@
 ; 5. With or without New Relic C extensions (Optional). Used for testing agent features.
 ;    Examples: with_extensions, without_extensions
 ;       envlist =
-;           linux-agent_features-pypy310-without_extensions,
+;           linux-agent_features-pypy311-without_extensions,
 ;           linux-agent_streaming-py312-{with,without}_extensions,
 ;
 ; Full Format:
@@ -50,164 +51,175 @@ uv_seed = true
 skip_missing_interpreters = false
 envlist =
     # Linux Core Agent Test Suite
-    {linux,linux_arm64}-agent_features-{py38,py39,py310,py311,py312,py313}-{with,without}_extensions,
-    {linux,linux_arm64}-agent_features-pypy310-without_extensions,
-    {linux,linux_arm64}-agent_streaming-{py38,py39,py310,py311,py312,py313}-protobuf06-{with,without}_extensions,
+    {linux,linux_arm64}-agent_features-{py38,py39,py310,py311,py312,py313,py314}-{with,without}_extensions,
+    {linux,linux_arm64}-agent_features-pypy311-without_extensions,
+    {linux,linux_arm64}-agent_streaming-{py38,py39,py310,py311,py312,py313,py314}-protobuf06-{with,without}_extensions,
     {linux,linux_arm64}-agent_streaming-py39-protobuf{03,0319,04,05}-{with,without}_extensions,
-    {linux,linux_arm64}-agent_unittests-{py38,py39,py310,py311,py312,py313}-{with,without}_extensions,
-    {linux,linux_arm64}-agent_unittests-pypy310-without_extensions,
-    {linux,linux_arm64}-cross_agent-{py38,py39,py310,py311,py312,py313}-{with,without}_extensions,
-    {linux,linux_arm64}-cross_agent-pypy310-without_extensions,
+    {linux,linux_arm64}-agent_unittests-{py38,py39,py310,py311,py312,py313,py314}-{with,without}_extensions,
+    {linux,linux_arm64}-agent_unittests-pypy311-without_extensions,
+    {linux,linux_arm64}-cross_agent-{py38,py39,py310,py311,py312,py313,py314}-{with,without}_extensions,
+    {linux,linux_arm64}-cross_agent-pypy311-without_extensions,
 
     # Windows Core Agent Test Suite
-    {windows,windows_arm64}-agent_features-py313-{with,without}_extensions,
+    {windows,windows_arm64}-agent_features-{py313,py314}-{with,without}_extensions,
     # Windows grpcio wheels don't appear to be installable for Arm64 despite being available
-    windows-agent_streaming-py313-protobuf06-{with,without}_extensions,
-    {windows,windows_arm64}-agent_unittests-py313-{with,without}_extensions,
-    {windows,windows_arm64}-cross_agent-py313-{with,without}_extensions,
+    windows-agent_streaming-{py313,py314}-protobuf06-{with,without}_extensions,
+    {windows,windows_arm64}-agent_unittests-{py313,py314}-{with,without}_extensions,
+    {windows,windows_arm64}-cross_agent-{py313,py314}-{with,without}_extensions,
 
     # Integration Tests (only run on Linux)
-    cassandra-datastore_cassandradriver-{py38,py39,py310,py311,py312,pypy310}-cassandralatest,
-    elasticsearchserver07-datastore_elasticsearch-{py38,py39,py310,py311,py312,py313,pypy310}-elasticsearch07,
-    elasticsearchserver08-datastore_elasticsearch-{py38,py39,py310,py311,py312,py313,pypy310}-elasticsearch08,
-    firestore-datastore_firestore-{py38,py39,py310,py311,py312,py313},
-    grpc-framework_grpc-{py39,py310,py311,py312,py313}-grpclatest,
+    cassandra-datastore_cassandradriver-{py38,py39,py310,py311,py312,pypy311}-cassandralatest,
+    elasticsearchserver07-datastore_elasticsearch-{py38,py39,py310,py311,py312,py313,py314,pypy311}-elasticsearch07,
+    elasticsearchserver08-datastore_elasticsearch-{py38,py39,py310,py311,py312,py313,py314,pypy311}-elasticsearch08,
+    firestore-datastore_firestore-{py38,py39,py310,py311,py312,py313,py314},
+    grpc-framework_grpc-{py39,py310,py311,py312,py313,py314}-grpclatest,
     kafka-messagebroker_confluentkafka-py39-confluentkafka{0108,0107,0106},
     kafka-messagebroker_confluentkafka-{py38,py39,py310,py311,py312,py313}-confluentkafkalatest,
-    kafka-messagebroker_kafkapython-{py38,py39,py310,py311,py312,py313,pypy310}-kafkapythonlatest,
-    kafka-messagebroker_kafkapython-{py38,py39,py310,py311,py312,py313,pypy310}-kafkapythonnglatest,
-    memcached-datastore_aiomcache-{py38,py39,py310,py311,py312,py313},
-    memcached-datastore_bmemcached-{py38,py39,py310,py311,py312,py313},
-    memcached-datastore_memcache-{py38,py39,py310,py311,py312,py313,pypy310}-memcached01,
+    ;; Package not ready for Python 3.14 (confluent-kafka wheels not released)
+    ; kafka-messagebroker_confluentkafka-py314-confluentkafkalatest,
+    kafka-messagebroker_kafkapython-{py38,py39,py310,py311,py312,py313,py314,pypy311}-kafkapythonlatest,
+    kafka-messagebroker_kafkapython-{py38,py39,py310,py311,py312,py313,py314,pypy311}-kafkapythonnglatest,
+    memcached-datastore_aiomcache-{py38,py39,py310,py311,py312,py313,py314},
+    memcached-datastore_bmemcached-{py38,py39,py310,py311,py312,py313,py314},
+    memcached-datastore_memcache-{py38,py39,py310,py311,py312,py313,py314,pypy311}-memcached01,
     memcached-datastore_pylibmc-{py38,py39,py310,py311},
-    memcached-datastore_pymemcache-{py38,py39,py310,py311,py312,py313,pypy310},
-    mongodb8-datastore_motor-{py38,py39,py310,py311,py312,py313}-motorlatest,
+    memcached-datastore_pymemcache-{py38,py39,py310,py311,py312,py313,py314,pypy311},
+    mongodb8-datastore_motor-{py38,py39,py310,py311,py312,py313,py314}-motorlatest,
     mongodb3-datastore_pymongo-{py38,py39,py310,py311,py312}-pymongo03,
-    mongodb8-datastore_pymongo-{py38,py39,py310,py311,py312,py313,pypy310}-pymongo04,
+    mongodb8-datastore_pymongo-{py38,py39,py310,py311,py312,py313,py314,pypy311}-pymongo04,
     ; aiomysql tests on PyPy disabled for now due to issues building cryptography
-    mysql-datastore_aiomysql-{py38,py39,py310,py311,py312,py313},
-    mssql-datastore_pymssql-pymssqllatest-{py39,py310,py311,py312,py313},
+    mysql-datastore_aiomysql-{py38,py39,py310,py311,py312,py313,py314},
+    mssql-datastore_pymssql-pymssqllatest-{py39,py310,py311,py312,py313,py314},
     mssql-datastore_pymssql-pymssql020301-py38,
-    mysql-datastore_mysql-mysqllatest-{py38,py39,py310,py311,py312,py313},
-    mysql-datastore_mysqldb-{py38,py39,py310,py311,py312,py313},
+    mysql-datastore_mysql-mysqllatest-{py38,py39,py310,py311,py312,py313,py314},
+    mysql-datastore_mysqldb-{py38,py39,py310,py311,py312,py313,py314},
     ; pymysql tests on PyPy disabled for now due to issues building cryptography
-    mysql-datastore_pymysql-{py38,py39,py310,py311,py312,py313},
-    oracledb-datastore_oracledb-{py39,py310,py311,py312,py313}-oracledblatest,
-    oracledb-datastore_oracledb-{py39,py313}-oracledb02,
+    mysql-datastore_pymysql-{py38,py39,py310,py311,py312,py313,py314},
+    oracledb-datastore_oracledb-{py39,py310,py311,py312,py313,py314}-oracledblatest,
+    oracledb-datastore_oracledb-{py39,py313,py314}-oracledb02,
     oracledb-datastore_oracledb-{py39,py312}-oracledb01,
-    nginx-external_httpx-{py38,py39,py310,py311,py312,py313},
-    postgres16-datastore_asyncpg-{py38,py39,py310,py311,py312,py313},
-    postgres16-datastore_psycopg-{py38,py39,py310,py311,py312,py313,pypy310}-psycopglatest,
+    nginx-external_httpx-{py38,py39,py310,py311,py312,py313,py314},
+    postgres16-datastore_asyncpg-{py38,py39,py310,py311,py312,py313,py314},
+    postgres16-datastore_psycopg-{py38,py39,py310,py311,py312,py313,py314,pypy311}-psycopglatest,
     postgres16-datastore_psycopg-py312-psycopg_{purepython,binary,compiled}0301,
     postgres16-datastore_psycopg2-{py38,py39,py310,py311,py312}-psycopg2latest,
     postgres16-datastore_psycopg2cffi-{py38,py39,py310,py311,py312}-psycopg2cffilatest,
-    postgres16-datastore_pyodbc-{py38,py39,py310,py311,py312,py313}-pyodbclatest,
-    postgres9-datastore_postgresql-{py38,py39,py310,py311,py312,py313},
-    python-adapter_asgiref-{py38,py39,py310,py311,py312,py313,pypy310}-asgireflatest,
+    postgres16-datastore_pyodbc-{py38,py39,py310,py311,py312,py313,py314}-pyodbclatest,
+    postgres9-datastore_postgresql-{py38,py39,py310,py311,py312,py313,py314},
+    python-adapter_asgiref-{py38,py39,py310,py311,py312,py313,py314,pypy311}-asgireflatest,
     python-adapter_asgiref-py310-asgiref{0303,0304,0305,0306,0307},
-    python-adapter_cheroot-{py38,py39,py310,py311,py312,py313},
-    python-adapter_daphne-{py38,py39,py310,py311,py312,py313}-daphnelatest,
-    python-adapter_gevent-{py38,py310,py311,py312,py313},
+    python-adapter_cheroot-{py38,py39,py310,py311,py312,py313,py314},
+    python-adapter_daphne-{py38,py39,py310,py311,py312,py313,py314}-daphnelatest,
+    python-adapter_gevent-{py38,py310,py311,py312,py313,py314},
     python-adapter_gunicorn-{py38,py39,py310,py311,py312,py313}-aiohttp03-gunicornlatest,
-    python-adapter_hypercorn-{py38,py39,py310,py311,py312,py313}-hypercornlatest,
+    ;; Package not ready for Python 3.14 (aiohttp's worker not updated)
+    ; python-adapter_gunicorn-py314-aiohttp03-gunicornlatest,
+    python-adapter_hypercorn-{py38,py39,py310,py311,py312,py313,py314}-hypercornlatest,
     python-adapter_hypercorn-py38-hypercorn{0010,0011,0012,0013},
     ; mcp tests on PyPy disabled for now due to issues building cryptography
-    python-adapter_mcp-{py310,py311,py312,py313},
-    python-adapter_uvicorn-{py38,py39,py310,py311,py312,py313}-uvicornlatest,
+    python-adapter_mcp-{py310,py311,py312,py313,py314},
+    python-adapter_uvicorn-{py38,py39,py310,py311,py312,py313,py314}-uvicornlatest,
     python-adapter_uvicorn-py38-uvicorn014,
-    python-adapter_waitress-{py38,py39,py310,py311,py312,py313}-waitresslatest,
-    python-application_celery-{py38,py39,py310,py311,py312,py313,pypy310}-celerylatest,
+    python-adapter_waitress-{py38,py39,py310,py311,py312,py313,py314}-waitresslatest,
+    python-application_celery-{py38,py39,py310,py311,py312,py313,py314,pypy311}-celerylatest,
     python-application_celery-py311-celery{0504,0503,0502},
-    python-component_djangorestframework-{py38,py39,py310,py311,py312,py313}-djangorestframeworklatest,
-    python-component_flask_rest-{py38,py39,py310,py311,py312,py313,pypy310}-flaskrestxlatest,
+    python-component_djangorestframework-{py38,py39,py310,py311,py312,py313,py314}-djangorestframeworklatest,
+    python-component_flask_rest-{py38,py39,py310,py311,py312,py313,py314,pypy311}-flaskrestxlatest,
     python-component_graphqlserver-{py38,py39,py310,py311,py312},
     ;; Tests need to be updated to support newer graphql-server/sanic versions
-    ; python-component_graphqlserver-py313,
-    python-component_tastypie-{py38,py39,py310,py311,py312,py313,pypy310}-tastypielatest,
-    python-coroutines_asyncio-{py38,py39,py310,py311,py312,py313,pypy310},
-    python-datastore_sqlite-{py38,py39,py310,py311,py312,py313,pypy310},
+    ; python-component_graphqlserver-{py313,py314},
+    python-component_tastypie-{py38,py39,py310,py311,py312,py313,py314,pypy311}-tastypielatest,
+    python-coroutines_asyncio-{py38,py39,py310,py311,py312,py313,py314,pypy311},
+    python-datastore_sqlite-{py38,py39,py310,py311,py312,py313,py314,pypy311},
     python-external_aiobotocore-{py38,py39,py310,py311,py312,py313}-aiobotocorelatest,
-    python-external_botocore-{py38,py39,py310,py311,py312,py313}-botocorelatest,
+    ;; Package not ready for Python 3.14 or PyPy 3.11 (httptools fails to compile)
+    ; python-external_aiobotocore-py314-aiobotocorelatest,
+    python-external_botocore-{py38,py39,py310,py311,py312,py313,py314}-botocorelatest,
     python-external_botocore-{py311}-botocorelatest-langchain,
     python-external_botocore-py310-botocore0125,
     python-external_botocore-py311-botocore0128,
-    python-external_feedparser-{py38,py39,py310,py311,py312,py313}-feedparser06,
-    python-external_http-{py38,py39,py310,py311,py312,py313},
-    python-external_httplib-{py38,py39,py310,py311,py312,py313,pypy310},
-    python-external_httplib2-{py38,py39,py310,py311,py312,py313,pypy310},
+    python-external_feedparser-{py38,py39,py310,py311,py312,py313,py314}-feedparser06,
+    python-external_http-{py38,py39,py310,py311,py312,py313,py314},
+    python-external_httplib-{py38,py39,py310,py311,py312,py313,py314,pypy311},
+    python-external_httplib2-{py38,py39,py310,py311,py312,py313,py314,pypy311},
     # pyzeebe requires grpcio which does not support pypy
     python-external_pyzeebe-{py39,py310,py311,py312},
-    python-external_requests-{py38,py39,py310,py311,py312,py313,pypy310},
-    python-external_urllib3-{py38,py39,py310,py311,py312,py313,pypy310}-urllib3latest,
-    python-external_urllib3-{py312,py313,pypy310}-urllib30126,
-    python-framework_aiohttp-{py38,py39,py310,py311,py312,py313,pypy310}-aiohttp03,
-    python-framework_ariadne-{py38,py39,py310,py311,py312,py313}-ariadnelatest,
+    python-external_requests-{py38,py39,py310,py311,py312,py313,py314,pypy311},
+    python-external_urllib3-{py38,py39,py310,py311,py312,py313,py314,pypy311}-urllib3latest,
+    python-external_urllib3-{py312,py313,py314,pypy311}-urllib30126,
+    python-framework_aiohttp-{py38,py39,py310,py311,py312,py313,py314,pypy311}-aiohttp03,
+    python-framework_ariadne-{py38,py39,py310,py311,py312,py313,py314}-ariadnelatest,
     python-framework_azurefunctions-{py39,py310,py311,py312},
-    python-framework_bottle-{py38,py39,py310,py311,py312,py313,pypy310}-bottle0012,
-    python-framework_cherrypy-{py38,py39,py310,py311,py312,py313,pypy310}-CherryPylatest,
-    python-framework_django-{py38,py39,py310,py311,py312,py313}-Djangolatest,
+    python-framework_bottle-{py38,py39,py310,py311,py312,py313,py314,pypy311}-bottle0012,
+    python-framework_cherrypy-{py38,py39,py310,py311,py312,py313,py314,pypy311}-CherryPylatest,
+    python-framework_django-{py38,py39,py310,py311,py312,py313,py314}-Djangolatest,
     python-framework_django-py39-Django{0202,0300,0301,0302,0401},
-    python-framework_falcon-{py39,py310,py311,py312,py313,pypy310}-falconlatest,
+    python-framework_falcon-{py39,py310,py311,py312,py313,py314,pypy311}-falconlatest,
     python-framework_falcon-py38-falcon0410,
-    python-framework_falcon-{py39,py310,py311,py312,py313,pypy310}-falconmaster,
-    python-framework_fastapi-{py38,py39,py310,py311,py312,py313},
-    python-framework_flask-{py38,py39,py310,py311,py312,pypy310}-flask02,
+    python-framework_falcon-{py39,py310,py311,py312,py313,py314,pypy311}-falconmaster,
+    python-framework_fastapi-{py38,py39,py310,py311,py312,py313,py314},
+    python-framework_flask-{py38,py39,py310,py311,py312,pypy311}-flask02,
     ; python-framework_flask-py38-flaskmaster fails, even with Flask-Compress<1.16 and coverage==7.61 for py38
     python-framework_flask-py38-flasklatest,
     ; flaskmaster tests disabled until they can be fixed
-    python-framework_flask-{py39,py310,py311,py312,py313,pypy310}-flask{latest},
-    python-framework_graphene-{py38,py39,py310,py311,py312,py313}-graphenelatest,
-    python-component_graphenedjango-{py38,py39,py310,py311,py312,py313}-graphenedjangolatest,
-    python-framework_graphql-{py38,py39,py310,py311,py312,py313,pypy310}-graphql03,
-    python-framework_graphql-{py38,py39,py310,py311,py312,py313,pypy310}-graphqllatest,
-    python-framework_pyramid-{py38,py39,py310,py311,py312,py313,pypy310}-Pyramidlatest,
-    python-framework_pyramid-{py38,py39,py310,py311,py312,py313,pypy310}-Pyramid0110-cornice,
+    python-framework_flask-{py39,py310,py311,py312,py313,py314,pypy311}-flask{latest},
+    python-framework_graphene-{py38,py39,py310,py311,py312,py313,py314}-graphenelatest,
+    python-component_graphenedjango-{py38,py39,py310,py311,py312,py313,py314}-graphenedjangolatest,
+    python-framework_graphql-{py38,py39,py310,py311,py312,py313,py314,pypy311}-graphql03,
+    python-framework_graphql-{py38,py39,py310,py311,py312,py313,py314,pypy311}-graphqllatest,
+    python-framework_pyramid-{py38,py39,py310,py311,py312,py313,py314,pypy311}-Pyramidlatest,
+    python-framework_pyramid-{py38,py39,py310,py311,py312,py313,py314,pypy311}-cornicelatest,
     python-framework_sanic-py38-sanic2406,
-    python-framework_sanic-{py39,py310,py311,py312,py313,pypy310}-saniclatest,
-    python-framework_sanic-{py38,pypy310}-sanic2290,
-    python-framework_starlette-{py310,pypy310}-starlette{0014,0015,0019,0028},
-    python-framework_starlette-{py38,py39,py310,py311,py312,py313,pypy310}-starlettelatest,
+    python-framework_sanic-{py39,py310,py311,py312,py313}-saniclatest,
+    ;; Package not ready for Python 3.14 or PyPy 3.11 (httptools fails to compile)
+    ; python-framework_sanic-{py314,pypy311}-saniclatest,
+    python-framework_sanic-py38-sanic2290,
+    python-framework_starlette-{py310,pypy311}-starlette{0014,0015,0019,0028},
+    python-framework_starlette-{py38,py39,py310,py311,py312,py313,py314,pypy311}-starlettelatest,
     python-framework_starlette-{py38}-starlette002001,
     python-framework_strawberry-{py38,py39,py310,py311,py312}-strawberry02352,
-    python-framework_strawberry-{py38,py39,py310,py311,py312,py313}-strawberrylatest,
-    python-framework_tornado-{py38,py39,py310,py311,py312,py313}-tornadolatest,
-    python-framework_tornado-{py310,py311,py312,py313}-tornadomaster,
-    python-logger_logging-{py38,py39,py310,py311,py312,py313,pypy310},
-    python-logger_loguru-{py38,py39,py310,py311,py312,py313,pypy310}-logurulatest,
-    python-logger_structlog-{py38,py39,py310,py311,py312,py313,pypy310}-structloglatest,
-    python-mlmodel_autogen-{py310,py311,py312,py313}-autogen061,
-    python-mlmodel_autogen-{py310,py311,py312,py313}-autogenlatest,
-    python-mlmodel_gemini-{py39,py310,py311,py312,py313},
-    python-mlmodel_langchain-{py39,py310,py311,py312},
-    ;; Package not ready for Python 3.13 (uses an older version of numpy)
-    ; python-mlmodel_langchain-py313,
+    python-framework_strawberry-{py38,py39,py310,py311,py312,py313,py314}-strawberrylatest,
+    python-framework_tornado-{py38,py39,py310,py311,py312,py313,py314}-tornadolatest,
+    python-framework_tornado-{py310,py311,py312,py313,py314}-tornadomaster,
+    python-logger_logging-{py38,py39,py310,py311,py312,py313,py314,pypy311},
+    python-logger_loguru-{py38,py39,py310,py311,py312,py313,py314,pypy311}-logurulatest,
+    python-logger_structlog-{py38,py39,py310,py311,py312,py313,py314,pypy311}-structloglatest,
+    python-mlmodel_autogen-{py310,py311,py312,py313,py314}-autogen061,
+    python-mlmodel_autogen-{py310,py311,py312,py313,py314}-autogenlatest,
+    ;; Package not ready for PyPy 3.11 (pydantic-core not updated)
+    ; python-mlmodel_autogen-pypy311-autogen061,
+    ; python-mlmodel_autogen-pypy311-autogenlatest,
+    python-mlmodel_gemini-{py39,py310,py311,py312,py313,py314},
+    python-mlmodel_langchain-{py39,py310,py311,py312,py313},
+    ;; Package not ready for Python 3.14 (pydantic not updated)
+    ; python-mlmodel_langchain-py314,
     python-mlmodel_openai-openai0-{py38,py39,py310,py311,py312},
     python-mlmodel_openai-openai107-py312,
-    python-mlmodel_openai-openailatest-{py38,py39,py310,py311,py312,py313},
-    python-mlmodel_sklearn-{py38,py39,py310,py311,py312,py313}-scikitlearnlatest,
-    python-template_genshi-{py38,py39,py310,py311,py312,py313}-genshilatest,
-    python-template_jinja2-{py38,py39,py310,py311,py312,py313}-jinja2latest,
-    python-template_mako-{py38,py39,py310,py311,py312,py313},
-    rabbitmq-messagebroker_pika-{py38,py39,py310,py311,py312,py313,pypy310}-pikalatest,
-    rabbitmq-messagebroker_kombu-{py38,py39,py310,py311,py312,py313,pypy310}-kombulatest,
-    rabbitmq-messagebroker_kombu-{py38,py39,py310,pypy310}-kombu050204,
-    redis-datastore_redis-{py38,py39,py310,py311,pypy310}-redis04,
-    redis-datastore_redis-{py38,py39,py310,py311,py312,pypy310}-redis05,
-    redis-datastore_redis-{py38,py39,py310,py311,py312,py313,pypy310}-redislatest,
-    rediscluster-datastore_rediscluster-{py312,py313,pypy310}-redislatest,
-    valkey-datastore_valkey-{py38,py39,py310,py311,py312,py313,pypy310}-valkeylatest,
-    solr-datastore_pysolr-{py38,py39,py310,py311,py312,py313,pypy310},
+    python-mlmodel_openai-openailatest-{py38,py39,py310,py311,py312,py313,py314},
+    python-mlmodel_sklearn-{py38,py39,py310,py311,py312,py313,py314}-scikitlearnlatest,
+    python-template_genshi-{py38,py39,py310,py311,py312,py313,py314}-genshilatest,
+    python-template_jinja2-{py38,py39,py310,py311,py312,py313,py314}-jinja2latest,
+    python-template_mako-{py38,py39,py310,py311,py312,py313,py314},
+    rabbitmq-messagebroker_pika-{py38,py39,py310,py311,py312,py313,py314,pypy311}-pikalatest,
+    rabbitmq-messagebroker_kombu-{py38,py39,py310,py311,py312,py313,py314,pypy311}-kombulatest,
+    rabbitmq-messagebroker_kombu-{py38,py39,py310,pypy311}-kombu050204,
+    redis-datastore_redis-{py38,py39,py310,py311,pypy311}-redis04,
+    redis-datastore_redis-{py38,py39,py310,py311,py312,pypy311}-redis05,
+    redis-datastore_redis-{py38,py39,py310,py311,py312,py313,py314,pypy311}-redislatest,
+    rediscluster-datastore_rediscluster-{py312,py313,py314,pypy311}-redislatest,
+    valkey-datastore_valkey-{py38,py39,py310,py311,py312,py313,py314,pypy311}-valkeylatest,
+    solr-datastore_pysolr-{py38,py39,py310,py311,py312,py313,py314,pypy311},
 
 [testenv]
 deps =
     # Base Dependencies
-    {py39,py310,py311,py312,py313,pypy310}: pytest==8.4.1
+    {py39,py310,py311,py312,py313,py314,pypy311}: pytest==8.4.1
     py38: pytest==8.3.5
+    {py39,py310,py311,py312,py313,py314,pypy311}: WebTest==3.0.6
+    py38: WebTest==3.0.1
+    py313,py314: legacy-cgi==2.6.1  # cgi was removed from the stdlib in 3.13, and is required for WebTest
     iniconfig
     coverage
-    {py39,py310,py311,py312,py313,pypy310}: WebTest==3.0.6
-    py38: WebTest==3.0.1
-    py313: legacy-cgi==2.6.1  # cgi was removed from the stdlib in 3.13, and is required for WebTest
 
     # Test Suite Dependencies
     adapter_asgiref-asgireflatest: asgiref
@@ -250,7 +262,7 @@ deps =
     application_celery-celery0504: celery[pytest]<5.5
     application_celery-celery0503: celery[pytest]<5.4
     application_celery-celery0502: celery[pytest]<5.3
-    application_celery-pypy310: importlib-metadata<5.0
+    application_celery-pypy311: importlib-metadata<5.0
     mlmodel_sklearn: pandas
     mlmodel_sklearn: protobuf
     mlmodel_sklearn: numpy
@@ -271,7 +283,7 @@ deps =
     component_tastypie-tastypielatest: django-tastypie
     component_tastypie-tastypielatest: django<4.1
     component_tastypie-tastypielatest: asgiref<3.7.1  # asgiref==3.7.1 only suppport Python 3.10+
-    coroutines_asyncio-{py38,py39,py310,py311,py312,py313}: uvloop
+    coroutines_asyncio-{py38,py39,py310,py311,py312,py313,py314}: uvloop
     cross_agent: requests
     datastore_asyncpg: asyncpg
     datastore_aiomcache: aiomcache
@@ -384,7 +396,7 @@ deps =
     framework_grpc-grpc0162: grpcio-tools<1.63
     framework_grpc-grpc0162: protobuf<4.25
     framework_pyramid: routes
-    framework_pyramid-cornice: cornice!=5.0.0
+    framework_pyramid-cornicelatest: cornice
     framework_pyramid-Pyramidlatest: Pyramid
     framework_sanic-sanic2290: sanic<22.9.1
     framework_sanic-sanic2406: sanic<24.07