diff --git a/.azure-pipelines/azure-pipelines-linux.yml b/.azure-pipelines/azure-pipelines-linux.yml
index 875d996..1741648 100755
--- a/.azure-pipelines/azure-pipelines-linux.yml
+++ b/.azure-pipelines/azure-pipelines-linux.yml
@@ -11,7 +11,7 @@ jobs:
       linux_64_:
         CONFIG: linux_64_
         UPLOAD_PACKAGES: 'True'
-        DOCKER_IMAGE: quay.io/condaforge/linux-anvil-cos7-x86_64
+        DOCKER_IMAGE: quay.io/condaforge/linux-anvil-x86_64:alma9
   timeoutInMinutes: 360
   variables: {}
 
diff --git a/.ci_support/linux_64_.yaml b/.ci_support/linux_64_.yaml
index 82f2873..493b486 100644
--- a/.ci_support/linux_64_.yaml
+++ b/.ci_support/linux_64_.yaml
@@ -1,8 +1,16 @@
 cdt_name:
-- cos7
+- conda
 channel_sources:
 - conda-forge
 channel_targets:
 - conda-forge main
 docker_image:
-- quay.io/condaforge/linux-anvil-cos7-x86_64
+- quay.io/condaforge/linux-anvil-x86_64:alma9
+pin_run_as_build:
+  python:
+    min_pin: x.x
+    max_pin: x.x
+python:
+- 3.12.* *_cpython
+python_min:
+- '3.9'
diff --git a/.scripts/build_steps.sh b/.scripts/build_steps.sh
index ba4b251..827a29f 100755
--- a/.scripts/build_steps.sh
+++ b/.scripts/build_steps.sh
@@ -31,18 +31,20 @@ pkgs_dirs:
 solver: libmamba
 
 CONDARC
+mv /opt/conda/conda-meta/history /opt/conda/conda-meta/history.$(date +%Y-%m-%d-%H-%M-%S)
+echo > /opt/conda/conda-meta/history
+micromamba install --root-prefix ~/.conda --prefix /opt/conda \
+    --yes --override-channels --channel conda-forge --strict-channel-priority \
+    pip  python=3.12 conda-build conda-forge-ci-setup=4 "conda-build>=24.1"
 export CONDA_LIBMAMBA_SOLVER_NO_CHANNELS_FROM_INSTALLED=1
 
-mamba install --update-specs --yes --quiet --channel conda-forge --strict-channel-priority \
-    pip mamba conda-build conda-forge-ci-setup=4 "conda-build>=24.1"
-mamba update --update-specs --yes --quiet --channel conda-forge --strict-channel-priority \
-    pip mamba conda-build conda-forge-ci-setup=4 "conda-build>=24.1"
-
 # set up the condarc
 setup_conda_rc "${FEEDSTOCK_ROOT}" "${RECIPE_ROOT}" "${CONFIG_FILE}"
 
 source run_conda_forge_build_setup
 
+
+
 # make the build number clobber
 make_build_number "${FEEDSTOCK_ROOT}" "${RECIPE_ROOT}" "${CONFIG_FILE}"
 
@@ -74,8 +76,8 @@ else
         --extra-meta flow_run_id="${flow_run_id:-}" remote_url="${remote_url:-}" sha="${sha:-}"
     ( startgroup "Inspecting artifacts" ) 2> /dev/null
 
-    # inspect_artifacts was only added in conda-forge-ci-setup 4.6.0
-    command -v inspect_artifacts >/dev/null 2>&1 && inspect_artifacts || echo "inspect_artifacts needs conda-forge-ci-setup >=4.6.0"
+    # inspect_artifacts was only added in conda-forge-ci-setup 4.9.4
+    command -v inspect_artifacts >/dev/null 2>&1 && inspect_artifacts --recipe-dir "${RECIPE_ROOT}" -m "${CONFIG_FILE}" || echo "inspect_artifacts needs conda-forge-ci-setup >=4.9.4"
 
     ( endgroup "Inspecting artifacts" ) 2> /dev/null
     ( startgroup "Validating outputs" ) 2> /dev/null
diff --git a/azure-pipelines.yml b/azure-pipelines.yml
index ad85a2c..d309e84 100644
--- a/azure-pipelines.yml
+++ b/azure-pipelines.yml
@@ -2,5 +2,30 @@
 # update the conda-forge.yml and/or the recipe/meta.yaml.
 # -*- mode: yaml -*-
 
-jobs:
-  - template: ./.azure-pipelines/azure-pipelines-linux.yml
\ No newline at end of file
+stages:
+- stage: Check
+  jobs:
+    - job: Skip
+      pool:
+        vmImage: 'ubuntu-22.04'
+      variables:
+        DECODE_PERCENTS: 'false'
+        RET: 'true'
+      steps:
+      - checkout: self
+        fetchDepth: '2'
+      - bash: |
+          git_log=`git log --max-count=1 --skip=1 --pretty=format:"%B" | tr "\n" " "`
+          echo "##vso[task.setvariable variable=log]$git_log"
+        displayName: Obtain commit message
+      - bash: echo "##vso[task.setvariable variable=RET]false"
+        condition: and(eq(variables['Build.Reason'], 'PullRequest'), or(contains(variables.log, '[skip azp]'), contains(variables.log, '[azp skip]'), contains(variables.log, '[skip ci]'), contains(variables.log, '[ci skip]')))
+        displayName: Skip build?
+      - bash: echo "##vso[task.setvariable variable=start_main;isOutput=true]$RET"
+        name: result
+        displayName: Export result
+- stage: Build
+  condition: and(succeeded(), eq(dependencies.Check.outputs['Skip.result.start_main'], 'true'))
+  dependsOn: Check
+  jobs:
+    - template: ./.azure-pipelines/azure-pipelines-linux.yml
\ No newline at end of file
diff --git a/build-locally.py b/build-locally.py
index d78427b..c4a56c6 100755
--- a/build-locally.py
+++ b/build-locally.py
@@ -1,8 +1,11 @@
-#!/usr/bin/env python3
+#!/bin/sh
+"""exec" "python3" "$0" "$@" #"""  # fmt: off # fmt: on
 #
 # This file has been generated by conda-smithy in order to build the recipe
 # locally.
 #
+# The line above this comment is a bash / sh / zsh guard
+# to stop people from running it with the wrong interpreter
 import glob
 import os
 import platform
@@ -23,6 +26,13 @@ def setup_environment(ns):
             os.path.dirname(__file__), "miniforge3"
         )
 
+    # The default cache location might not be writable using docker on macOS.
+    if ns.config.startswith("linux") and platform.system() == "Darwin":
+        os.environ["CONDA_FORGE_DOCKER_RUN_ARGS"] = (
+            os.environ.get("CONDA_FORGE_DOCKER_RUN_ARGS", "")
+            + " -e RATTLER_CACHE_DIR=/tmp/rattler_cache"
+        )
+
 
 def run_docker_build(ns):
     script = ".scripts/run_docker_build.sh"
diff --git a/conda-forge.yml b/conda-forge.yml
index 8e52d9e..7cc4a83 100644
--- a/conda-forge.yml
+++ b/conda-forge.yml
@@ -1,5 +1,6 @@
 bot:
   automerge: true
+  inspection: update-grayskull
 build_platform:
   osx_arm64: osx_64
 conda_forge_output_validation: true
diff --git a/recipe/meta.yaml b/recipe/meta.yaml
index d046357..22c28d8 100644
--- a/recipe/meta.yaml
+++ b/recipe/meta.yaml
@@ -1,13 +1,13 @@
 {% set name = "sagemaker-python-sdk" %}
-{% set version = "2.228.0" %}
+{% set version = "2.237.3" %}
 
 package:
   name: {{ name|lower }}
   version: {{ version }}
 
 source:
-  url: https://pypi.io/packages/source/{{ name[0] }}/sagemaker/sagemaker-{{ version }}.tar.gz
-  sha256: 67632d5376abfa0e324bd1c7039b744a93e44af96dbbac507a3a94c734eff671
+  url: https://pypi.org/packages/source/{{ name[0] }}/sagemaker/sagemaker-{{ version }}.tar.gz
+  sha256: 3193e4fe89087959aca9b037a3659dce437a5f27f3bf750faba20b21f05e6e66
 
 build:
   entry_points:
@@ -18,29 +18,34 @@ build:
 
 requirements:
   host:
-    - python >=3.8
+    - python {{ python_min }}
     - pip
     - setuptools
     - hatchling
   run:
-    - python >=3.8
+    - python >={{ python_min }}
+    - sagemaker-core >=1.0.17,<2.0.0
     - attrs >=23.1.0,<24
-    - boto3 >=1.26.131,<2.0
-    - cloudpickle ==2.2.1
+    - boto3 >=1.35.75,<2.0
+    - cloudpickle >=2.2.1
     - google-pasta
     - numpy >=1.9.0,<2.0
-    - protobuf >=3.12,<5.0
+    - protobuf >=3.12,<6.0
+    - omegaconf >=2.2,<2.3
     - smdebug-rulesconfig ==1.0.1
     - importlib-metadata >=1.4.0,<7.0
     - packaging >=20.0
     - pandas
+    - smdebug-rulesconfig ==1.0.1
+    - fastapi
     - pathos
     - schema
     - pyyaml ~=6.0
     - jsonschema
     - platformdirs
-    - tblib >=1.7.0,<3
-    - urllib3 <1.27
+    - tblib >=1.7.0,<4
+    - urllib3 >=1.26.8,<3.0.0
+    - uvicorn
     - requests
     - docker-py
     - tqdm
@@ -76,6 +81,7 @@ test:
     - sagemaker-upgrade-v2 --help
   requires:
     - pip
+    - python {{ python_min }}
 
 about:
   home: https://github.com/aws/sagemaker-python-sdk/