From 2b2a9b57ced12413f21a74351e891a605ec6851b Mon Sep 17 00:00:00 2001
From: "Powertools for AWS Lambda (Python) bot"
 <151832416+aws-powertools-bot@users.noreply.github.com>
Date: Tue, 25 Feb 2025 12:17:09 +0000
Subject: [PATCH] chore(ci): layer docs update

---
 CHANGELOG.md                                  |  61 +---
 docs/includes/_layer_homepage_arm64.md        | 310 ++++++++---------
 docs/includes/_layer_homepage_x86.md          | 320 +++++++++---------
 docs/index.md                                 |   4 +-
 examples/homepage/install/arm64/amplify.txt   |   4 +-
 examples/homepage/install/arm64/cdk_arm64.py  |   2 +-
 .../homepage/install/arm64/pulumi_arm64.py    |   2 +-
 examples/homepage/install/arm64/sam.yaml      |   2 +-
 .../homepage/install/arm64/serverless.yml     |   2 +-
 examples/homepage/install/arm64/terraform.tf  |   2 +-
 examples/homepage/install/x86_64/amplify.txt  |   4 +-
 examples/homepage/install/x86_64/cdk_x86.py   |   2 +-
 .../homepage/install/x86_64/pulumi_x86.py     |   2 +-
 examples/homepage/install/x86_64/sam.yaml     |   2 +-
 .../homepage/install/x86_64/serverless.yml    |   2 +-
 examples/homepage/install/x86_64/terraform.tf |   2 +-
 examples/logger/sam/template.yaml             |   2 +-
 examples/metrics/sam/template.yaml            |   2 +-
 examples/metrics_datadog/sam/template.yaml    |   2 +-
 examples/tracer/sam/template.yaml             |   2 +-
 20 files changed, 343 insertions(+), 388 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index e2d142913d1..4379b43b3bb 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,62 +4,16 @@
 <a name="unreleased"></a>
 # Unreleased
 
-## Bug Fixes
-
-* **logger:** correctly pick powertools or custom handler in custom environments ([#6083](https://github.com/aws-powertools/powertools-lambda-python/issues/6083))
-* **openapi:** validate response serialization when falsy ([#6119](https://github.com/aws-powertools/powertools-lambda-python/issues/6119))
-* **parser:** fix EventBridgeModel when working with scheduled events ([#6134](https://github.com/aws-powertools/powertools-lambda-python/issues/6134))
-* **security:** fix encryption_context handling in data masking operations ([#6074](https://github.com/aws-powertools/powertools-lambda-python/issues/6074))
 
-## Documentation
+<a name="v3.7.0"></a>
+## [v3.7.0] - 2025-02-25
+## Features
 
-* **roadmap:** update roadmap ([#6077](https://github.com/aws-powertools/powertools-lambda-python/issues/6077))
+* **parser:** Event source dataclasses for IoT Core Registry Events ([#6123](https://github.com/aws-powertools/powertools-lambda-python/issues/6123))
 
-## Features
+## Maintenance
 
-* **batch:** raise exception for invalid batch event ([#6088](https://github.com/aws-powertools/powertools-lambda-python/issues/6088))
-* **event_handler:** add support for defining OpenAPI examples in parameters ([#6086](https://github.com/aws-powertools/powertools-lambda-python/issues/6086))
-* **layers:** add new comercial region ap-southeast-7 and mx-central-1 ([#6109](https://github.com/aws-powertools/powertools-lambda-python/issues/6109))
-* **parser:** Add IoT registry events models ([#5892](https://github.com/aws-powertools/powertools-lambda-python/issues/5892))
-
-## Maintenance
-
-* **ci:** new pre-release 3.6.1a7 ([#6139](https://github.com/aws-powertools/powertools-lambda-python/issues/6139))
-* **ci:** new pre-release 3.6.1a0 ([#6084](https://github.com/aws-powertools/powertools-lambda-python/issues/6084))
-* **ci:** new pre-release 3.6.1a6 ([#6132](https://github.com/aws-powertools/powertools-lambda-python/issues/6132))
-* **ci:** new pre-release 3.6.1a2 ([#6098](https://github.com/aws-powertools/powertools-lambda-python/issues/6098))
-* **ci:** new pre-release 3.6.1a3 ([#6107](https://github.com/aws-powertools/powertools-lambda-python/issues/6107))
-* **ci:** remove python3.8 runtime when bootstrapping a new region ([#6101](https://github.com/aws-powertools/powertools-lambda-python/issues/6101))
-* **ci:** new pre-release 3.6.1a5 ([#6124](https://github.com/aws-powertools/powertools-lambda-python/issues/6124))
-* **ci:** new pre-release 3.6.1a4 ([#6120](https://github.com/aws-powertools/powertools-lambda-python/issues/6120))
-* **ci:** new pre-release 3.6.1a1 ([#6090](https://github.com/aws-powertools/powertools-lambda-python/issues/6090))
-* **deps:** bump zgosalvez/github-actions-ensure-sha-pinned-actions from 3.0.21 to 3.0.22 ([#6113](https://github.com/aws-powertools/powertools-lambda-python/issues/6113))
-* **deps:** bump squidfunk/mkdocs-material from `f5bcec4` to `2615302` in /docs ([#6135](https://github.com/aws-powertools/powertools-lambda-python/issues/6135))
-* **deps:** bump squidfunk/mkdocs-material from `c62453b` to `f5bcec4` in /docs ([#6087](https://github.com/aws-powertools/powertools-lambda-python/issues/6087))
-* **deps:** bump aws-actions/configure-aws-credentials from 4.0.3 to 4.1.0 ([#6082](https://github.com/aws-powertools/powertools-lambda-python/issues/6082))
-* **deps-dev:** bump aws-cdk-aws-lambda-python-alpha from 2.178.1a0 to 2.178.2a0 ([#6095](https://github.com/aws-powertools/powertools-lambda-python/issues/6095))
-* **deps-dev:** bump mkdocstrings-python from 1.16.0 to 1.16.1 ([#6128](https://github.com/aws-powertools/powertools-lambda-python/issues/6128))
-* **deps-dev:** bump cdklabs-generative-ai-cdk-constructs from 0.1.292 to 0.1.293 ([#6129](https://github.com/aws-powertools/powertools-lambda-python/issues/6129))
-* **deps-dev:** bump boto3-stubs from 1.36.22 to 1.36.24 ([#6131](https://github.com/aws-powertools/powertools-lambda-python/issues/6131))
-* **deps-dev:** bump boto3-stubs from 1.36.19 to 1.36.22 ([#6116](https://github.com/aws-powertools/powertools-lambda-python/issues/6116))
-* **deps-dev:** bump aws-cdk from 2.178.2 to 2.1000.2 ([#6126](https://github.com/aws-powertools/powertools-lambda-python/issues/6126))
-* **deps-dev:** bump sentry-sdk from 2.20.0 to 2.21.0 ([#6096](https://github.com/aws-powertools/powertools-lambda-python/issues/6096))
-* **deps-dev:** bump mkdocs-material from 9.6.3 to 9.6.4 ([#6097](https://github.com/aws-powertools/powertools-lambda-python/issues/6097))
-* **deps-dev:** bump aws-cdk-aws-lambda-python-alpha from 2.178.2a0 to 2.179.0a0 ([#6127](https://github.com/aws-powertools/powertools-lambda-python/issues/6127))
-* **deps-dev:** bump boto3-stubs from 1.36.24 to 1.36.25 ([#6137](https://github.com/aws-powertools/powertools-lambda-python/issues/6137))
-* **deps-dev:** bump boto3-stubs from 1.36.17 to 1.36.19 ([#6093](https://github.com/aws-powertools/powertools-lambda-python/issues/6093))
-* **deps-dev:** bump aws-cdk-lib from 2.178.2 to 2.179.0 ([#6130](https://github.com/aws-powertools/powertools-lambda-python/issues/6130))
-* **deps-dev:** bump cfn-lint from 1.24.0 to 1.25.1 ([#6115](https://github.com/aws-powertools/powertools-lambda-python/issues/6115))
-* **deps-dev:** bump aws-cdk from 2.178.1 to 2.178.2 ([#6089](https://github.com/aws-powertools/powertools-lambda-python/issues/6089))
-* **deps-dev:** bump sentry-sdk from 2.21.0 to 2.22.0 ([#6114](https://github.com/aws-powertools/powertools-lambda-python/issues/6114))
-* **deps-dev:** bump bandit from 1.8.2 to 1.8.3 ([#6117](https://github.com/aws-powertools/powertools-lambda-python/issues/6117))
-* **deps-dev:** bump ruff from 0.9.6 to 0.9.7 ([#6138](https://github.com/aws-powertools/powertools-lambda-python/issues/6138))
-* **deps-dev:** bump mkdocs-material from 9.6.4 to 9.6.5 ([#6136](https://github.com/aws-powertools/powertools-lambda-python/issues/6136))
-* **deps-dev:** bump coverage from 7.6.11 to 7.6.12 ([#6080](https://github.com/aws-powertools/powertools-lambda-python/issues/6080))
-* **deps-dev:** bump mkdocstrings-python from 1.14.6 to 1.15.0 ([#6079](https://github.com/aws-powertools/powertools-lambda-python/issues/6079))
-* **deps-dev:** bump boto3-stubs from 1.36.16 to 1.36.17 ([#6078](https://github.com/aws-powertools/powertools-lambda-python/issues/6078))
-* **deps-dev:** bump mkdocstrings-python from 1.15.0 to 1.16.0 ([#6118](https://github.com/aws-powertools/powertools-lambda-python/issues/6118))
-* **docs:** enable sitemap generation ([#6103](https://github.com/aws-powertools/powertools-lambda-python/issues/6103))
+* version bump
 
 
 <a name="v3.6.0"></a>
@@ -6101,7 +6055,8 @@
 * Merge pull request [#5](https://github.com/aws-powertools/powertools-lambda-python/issues/5) from jfuss/feat/python38
 
 
-[Unreleased]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.6.0...HEAD
+[Unreleased]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.7.0...HEAD
+[v3.7.0]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.6.0...v3.7.0
 [v3.6.0]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.5.0...v3.6.0
 [v3.5.0]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.4.1...v3.5.0
 [v3.4.1]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.4.0...v3.4.1
diff --git a/docs/includes/_layer_homepage_arm64.md b/docs/includes/_layer_homepage_arm64.md
index 5a270c2fa0f..2e5c19d2854 100644
--- a/docs/includes/_layer_homepage_arm64.md
+++ b/docs/includes/_layer_homepage_arm64.md
@@ -5,178 +5,178 @@
 
         | Region               | Layer ARN                                                                                                                  |
         | -------------------- | -------------------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:8**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:9**{: .copyMe}:clipboard:      |
 
     === "Python 3.10"
 
         | Region               | Layer ARN                                                                                                       |
         | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:8**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:9**{: .copyMe}:clipboard:      |
 
     === "Python 3.11"
 
         | Region               | Layer ARN                                                                                                       |
         | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:8**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:9**{: .copyMe}:clipboard:      |
 
     === "Python 3.12"
 
         | Region               | Layer ARN                                                                                                       |
         | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9**{: .copyMe}:clipboard:      |
 
     === "Python 3.13"
 
         | Region               | Layer ARN                                                                                                       |
         | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:8**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:9**{: .copyMe}:clipboard:      |
diff --git a/docs/includes/_layer_homepage_x86.md b/docs/includes/_layer_homepage_x86.md
index 081f8c21cf2..bc9ec439eee 100644
--- a/docs/includes/_layer_homepage_x86.md
+++ b/docs/includes/_layer_homepage_x86.md
@@ -5,183 +5,183 @@
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:8**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:9**{: .copyMe}:clipboard:      |
 
     === "Python 3.10"
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:8**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:9**{: .copyMe}:clipboard:      |
 
     === "Python 3.11"
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:8**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:9**{: .copyMe}:clipboard:      |
 
     === "Python 3.12"
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9**{: .copyMe}:clipboard:      |
 
     === "Python 3.13"
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:8**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:9**{: .copyMe}:clipboard:      |
diff --git a/docs/index.md b/docs/index.md
index 4ab5b89a701..3c4b9fd54eb 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -205,7 +205,7 @@ You can install Powertools for AWS Lambda (Python) using your favorite dependenc
         You can use AWS CLI to generate a pre-signed URL to download the contents of our Lambda Layer.
 
         ```bash title="AWS CLI command to download Lambda Layer content"
-        aws lambda get-layer-version-by-arn --arn arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8 --region eu-west-1
+        aws lambda get-layer-version-by-arn --arn arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9 --region eu-west-1
         ```
 
         You'll find the pre-signed URL under `Location` key as part of the CLI command output.
@@ -319,7 +319,7 @@ In this context, `[aws-sdk]` is an alias to the `boto3` package. Due to dependen
 The pre-signed URL to download this Lambda Layer will be within `Location` key in the CLI output. The CLI output will also contain the Powertools for AWS Lambda version it contains.
 
 ```bash title="AWS CLI command to download Lambda Layer content"
-aws lambda get-layer-version-by-arn --arn arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8 --region eu-west-1
+aws lambda get-layer-version-by-arn --arn arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9 --region eu-west-1
 ```
 
 #### SAR
diff --git a/examples/homepage/install/arm64/amplify.txt b/examples/homepage/install/arm64/amplify.txt
index ff67821547c..0ada8c000ab 100644
--- a/examples/homepage/install/arm64/amplify.txt
+++ b/examples/homepage/install/arm64/amplify.txt
@@ -6,7 +6,7 @@
 ? Do you want to configure advanced settings? Yes
 ...
 ? Do you want to enable Lambda layers for this function? Yes
-? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8
+? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9
 ❯ amplify push -y
 
 
@@ -17,5 +17,5 @@ General information
 - Name: <NAME-OF-FUNCTION>
 ? Which setting do you want to update? Lambda layers configuration
 ? Do you want to enable Lambda layers for this function? Yes
-? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8
+? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9
 ? Do you want to edit the local lambda function now? No
diff --git a/examples/homepage/install/arm64/cdk_arm64.py b/examples/homepage/install/arm64/cdk_arm64.py
index f5c6e86d23b..cde4efa01ab 100644
--- a/examples/homepage/install/arm64/cdk_arm64.py
+++ b/examples/homepage/install/arm64/cdk_arm64.py
@@ -10,7 +10,7 @@ def __init__(self, scope: Construct, construct_id: str, **kwargs) -> None:
         powertools_layer = aws_lambda.LayerVersion.from_layer_version_arn(
             self,
             id="lambda-powertools",
-            layer_version_arn=f"arn:aws:lambda:{Aws.REGION}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8",
+            layer_version_arn=f"arn:aws:lambda:{Aws.REGION}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9",
         )
         aws_lambda.Function(
             self,
diff --git a/examples/homepage/install/arm64/pulumi_arm64.py b/examples/homepage/install/arm64/pulumi_arm64.py
index ffd5d418c06..956b45c020d 100644
--- a/examples/homepage/install/arm64/pulumi_arm64.py
+++ b/examples/homepage/install/arm64/pulumi_arm64.py
@@ -22,7 +22,7 @@
         pulumi.Output.concat(
             "arn:aws:lambda:",
             aws.get_region_output().name,
-            ":017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8",
+            ":017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9",
         ),
     ],
     tracing_config={"mode": "Active"},
diff --git a/examples/homepage/install/arm64/sam.yaml b/examples/homepage/install/arm64/sam.yaml
index 346103eae5b..0bcf5525071 100644
--- a/examples/homepage/install/arm64/sam.yaml
+++ b/examples/homepage/install/arm64/sam.yaml
@@ -9,4 +9,4 @@ Resources:
           Runtime: python3.12
           Handler: app.lambda_handler
           Layers:
-          - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8
+          - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9
diff --git a/examples/homepage/install/arm64/serverless.yml b/examples/homepage/install/arm64/serverless.yml
index 17ffbe0b396..890b8d4b1f7 100644
--- a/examples/homepage/install/arm64/serverless.yml
+++ b/examples/homepage/install/arm64/serverless.yml
@@ -10,4 +10,4 @@ functions:
     handler: lambda_function.lambda_handler
     architecture: arm64
     layers:
-    - arn:aws:lambda:${aws:region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8
+    - arn:aws:lambda:${aws:region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9
diff --git a/examples/homepage/install/arm64/terraform.tf b/examples/homepage/install/arm64/terraform.tf
index ae0ec997e0f..2b7ab8cf298 100644
--- a/examples/homepage/install/arm64/terraform.tf
+++ b/examples/homepage/install/arm64/terraform.tf
@@ -34,7 +34,7 @@ resource "aws_lambda_function" "test_lambda" {
   role          = aws_iam_role.iam_for_lambda.arn
   handler       = "index.test"
   runtime       = "python3.12"
-  layers        = ["arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:8"]
+  layers        = ["arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:9"]
   architectures = ["arm64"]
 
   source_code_hash = filebase64sha256("lambda_function_payload.zip")
diff --git a/examples/homepage/install/x86_64/amplify.txt b/examples/homepage/install/x86_64/amplify.txt
index cd459142400..5881bab630d 100644
--- a/examples/homepage/install/x86_64/amplify.txt
+++ b/examples/homepage/install/x86_64/amplify.txt
@@ -6,7 +6,7 @@
 ? Do you want to configure advanced settings? Yes
 ...
 ? Do you want to enable Lambda layers for this function? Yes
-? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8
+? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9
 ❯ amplify push -y
 
 
@@ -17,5 +17,5 @@ General information
 - Name: <NAME-OF-FUNCTION>
 ? Which setting do you want to update? Lambda layers configuration
 ? Do you want to enable Lambda layers for this function? Yes
-? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8
+? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9
 ? Do you want to edit the local lambda function now? No
diff --git a/examples/homepage/install/x86_64/cdk_x86.py b/examples/homepage/install/x86_64/cdk_x86.py
index 64a6f93f9b0..f4aa8b0fb3b 100644
--- a/examples/homepage/install/x86_64/cdk_x86.py
+++ b/examples/homepage/install/x86_64/cdk_x86.py
@@ -10,7 +10,7 @@ def __init__(self, scope: Construct, construct_id: str, **kwargs) -> None:
         powertools_layer = aws_lambda.LayerVersion.from_layer_version_arn(
             self,
             id="lambda-powertools",
-            layer_version_arn=f"arn:aws:lambda:{Aws.REGION}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8",
+            layer_version_arn=f"arn:aws:lambda:{Aws.REGION}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9",
         )
         aws_lambda.Function(
             self,
diff --git a/examples/homepage/install/x86_64/pulumi_x86.py b/examples/homepage/install/x86_64/pulumi_x86.py
index bea06c0ba9a..b446867b2aa 100644
--- a/examples/homepage/install/x86_64/pulumi_x86.py
+++ b/examples/homepage/install/x86_64/pulumi_x86.py
@@ -22,7 +22,7 @@
         pulumi.Output.concat(
             "arn:aws:lambda:",
             aws.get_region_output().name,
-            ":017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8",
+            ":017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9",
         ),
     ],
     tracing_config={"mode": "Active"},
diff --git a/examples/homepage/install/x86_64/sam.yaml b/examples/homepage/install/x86_64/sam.yaml
index 7efd0867320..faaee1a2882 100644
--- a/examples/homepage/install/x86_64/sam.yaml
+++ b/examples/homepage/install/x86_64/sam.yaml
@@ -8,4 +8,4 @@ Resources:
             Runtime: python3.12
             Handler: app.lambda_handler
             Layers:
-            - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8
+            - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9
diff --git a/examples/homepage/install/x86_64/serverless.yml b/examples/homepage/install/x86_64/serverless.yml
index bcb3a2dfd48..0d7ae2b957b 100644
--- a/examples/homepage/install/x86_64/serverless.yml
+++ b/examples/homepage/install/x86_64/serverless.yml
@@ -10,4 +10,4 @@ functions:
     handler: lambda_function.lambda_handler
     architecture: arm64
     layers:
-    - arn:aws:lambda:${aws:region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8
+    - arn:aws:lambda:${aws:region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9
diff --git a/examples/homepage/install/x86_64/terraform.tf b/examples/homepage/install/x86_64/terraform.tf
index db4aca07a99..f5342f7ab4d 100644
--- a/examples/homepage/install/x86_64/terraform.tf
+++ b/examples/homepage/install/x86_64/terraform.tf
@@ -34,7 +34,7 @@ resource "aws_lambda_function" "test_lambda" {
   role          = aws_iam_role.iam_for_lambda.arn
   handler       = "index.test"
   runtime       = "python3.12"
-  layers        = ["arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8"]
+  layers        = ["arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9"]
 
   source_code_hash = filebase64sha256("lambda_function_payload.zip")
 }
diff --git a/examples/logger/sam/template.yaml b/examples/logger/sam/template.yaml
index 0a4adc87a22..b024a0ba825 100644
--- a/examples/logger/sam/template.yaml
+++ b/examples/logger/sam/template.yaml
@@ -14,7 +14,7 @@ Globals:
     Layers:
       # Find the latest Layer version in the official documentation
       # https://docs.powertools.aws.dev/lambda/python/latest/#lambda-layer
-      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8
+      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9
 
 Resources:
   LoggerLambdaHandlerExample:
diff --git a/examples/metrics/sam/template.yaml b/examples/metrics/sam/template.yaml
index 4638ad59af4..57d0776211d 100644
--- a/examples/metrics/sam/template.yaml
+++ b/examples/metrics/sam/template.yaml
@@ -15,7 +15,7 @@ Globals:
     Layers:
       # Find the latest Layer version in the official documentation
       # https://docs.powertools.aws.dev/lambda/python/latest/#lambda-layer
-      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8
+      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9
 
 Resources:
   CaptureLambdaHandlerExample:
diff --git a/examples/metrics_datadog/sam/template.yaml b/examples/metrics_datadog/sam/template.yaml
index 2458a0c498f..f74cdce5e82 100644
--- a/examples/metrics_datadog/sam/template.yaml
+++ b/examples/metrics_datadog/sam/template.yaml
@@ -20,7 +20,7 @@ Globals:
     Layers:
       # Find the latest Layer version in the official documentation
       # https://docs.powertools.aws.dev/lambda/python/latest/#lambda-layer
-      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8
+      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9
       # Find the latest Layer version in the Datadog official documentation
 
       # Datadog SDK
diff --git a/examples/tracer/sam/template.yaml b/examples/tracer/sam/template.yaml
index 0907a7425b8..5ec75c861ec 100644
--- a/examples/tracer/sam/template.yaml
+++ b/examples/tracer/sam/template.yaml
@@ -13,7 +13,7 @@ Globals:
     Layers:
       # Find the latest Layer version in the official documentation
       # https://docs.powertools.aws.dev/lambda/python/latest/#lambda-layer
-      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:8
+      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:9
 
 Resources:
   CaptureLambdaHandlerExample: