diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5c7b5521368..28046a8da96 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,18 +4,14 @@
 <a name="unreleased"></a>
 # Unreleased
 
-## Bug Fixes
-
-* **event_source:** Added missing properties in APIGatewayWebSocketEvent class ([#6411](https://github.com/aws-powertools/powertools-lambda-python/issues/6411))
-* **event_source:** fix HomeDirectoryDetails type in TransferFamilyAuthorizerResponse method ([#6403](https://github.com/aws-powertools/powertools-lambda-python/issues/6403))
-* **logger:** improve behavior with `exc_info=True` to prevent errors ([#6417](https://github.com/aws-powertools/powertools-lambda-python/issues/6417))
-
 ## Documentation
 
-* **homepage:** add SAR documentation ([#6347](https://github.com/aws-powertools/powertools-lambda-python/issues/6347))
-
-## Features
+<a name="v3.10.0"></a>
+## [v3.10.0] - 2025-04-08
+## Maintenance
 
+* version bump
+* **ci:** new pre-release 3.9.1a9 ([#6422](https://github.com/aws-powertools/powertools-lambda-python/issues/6422))
 * **parser:** add AppSyncResolver model ([#6400](https://github.com/aws-powertools/powertools-lambda-python/issues/6400))
 
 ## Maintenance
@@ -6342,7 +6338,8 @@
 * 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/v3.9.0...HEAD
+[Unreleased]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.10.0...HEAD
+[v3.10.0]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.9.0...v3.10.0
 [v3.9.0]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.8.0...v3.9.0
 [v3.8.0]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.7.0...v3.8.0
 [v3.7.0]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.6.0...v3.7.0
diff --git a/docs/includes/_layer_homepage_arm64.md b/docs/includes/_layer_homepage_arm64.md
index 8d45e87e988..137a6cf2e1b 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-arm64:11**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:11**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:12**{: .copyMe}:clipboard:      |
 
     === "Python 3.10"
 
         | Region               | Layer ARN                                                                                                       |
         | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:11**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:12**{: .copyMe}:clipboard:      |
 
     === "Python 3.11"
 
         | Region               | Layer ARN                                                                                                       |
         | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:11**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:12**{: .copyMe}:clipboard:      |
 
     === "Python 3.12"
 
         | Region               | Layer ARN                                                                                                       |
         | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12**{: .copyMe}:clipboard:      |
 
     === "Python 3.13"
 
         | Region               | Layer ARN                                                                                                       |
         | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:11**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:12**{: .copyMe}:clipboard:      |
diff --git a/docs/includes/_layer_homepage_x86.md b/docs/includes/_layer_homepage_x86.md
index f6a3d4784ed..01bafda7bfd 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_64:11**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:11**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:12**{: .copyMe}:clipboard:      |
 
     === "Python 3.10"
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:11**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:12**{: .copyMe}:clipboard:      |
 
     === "Python 3.11"
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:11**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:12**{: .copyMe}:clipboard:      |
 
     === "Python 3.12"
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12**{: .copyMe}:clipboard:      |
 
     === "Python 3.13"
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:11**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:12**{: .copyMe}:clipboard:      |
diff --git a/docs/index.md b/docs/index.md
index 228f8510c09..3b0992cba07 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_64:11 --region eu-west-1
+        aws lambda get-layer-version-by-arn --arn arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12 --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_64:11 --region eu-west-1
+aws lambda get-layer-version-by-arn --arn arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12 --region eu-west-1
 ```
 
 #### SAR
diff --git a/examples/homepage/install/arm64/amplify.txt b/examples/homepage/install/arm64/amplify.txt
index a2b1f9458aa..bf37763297b 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-arm64:11
+? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12
 ❯ 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-arm64:11
+? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12
 ? 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 4aa9ad929ea..ba0c153fe02 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-arm64:11",
+            layer_version_arn=f"arn:aws:lambda:{Aws.REGION}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12",
         )
         aws_lambda.Function(
             self,
diff --git a/examples/homepage/install/arm64/pulumi_arm64.py b/examples/homepage/install/arm64/pulumi_arm64.py
index 4eb54d61f22..0c7af65599e 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-arm64:11",
+            ":017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12",
         ),
     ],
     tracing_config={"mode": "Active"},
diff --git a/examples/homepage/install/arm64/sam.yaml b/examples/homepage/install/arm64/sam.yaml
index d2f243e68d5..7eb25480761 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:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11
+          - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12
diff --git a/examples/homepage/install/arm64/serverless.yml b/examples/homepage/install/arm64/serverless.yml
index ea40dc533de..f0a1e4144fe 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:${aws:region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:11
+    - arn:aws:lambda:${aws:region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12
diff --git a/examples/homepage/install/arm64/terraform.tf b/examples/homepage/install/arm64/terraform.tf
index 6c4c0611580..0f60ad84516 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-arm64:11"]
+  layers        = ["arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:12"]
   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 1d5c2c94f0b..9e295423cea 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_64:11
+? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12
 ❯ 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_64:11
+? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12
 ? 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 a5be03c893e..0550766b3fa 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_64:11",
+            layer_version_arn=f"arn:aws:lambda:{Aws.REGION}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12",
         )
         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 cd23ad4af2b..8820151b48d 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_64:11",
+            ":017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12",
         ),
     ],
     tracing_config={"mode": "Active"},
diff --git a/examples/homepage/install/x86_64/sam.yaml b/examples/homepage/install/x86_64/sam.yaml
index 20a71dde5ac..c1ec706d88f 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:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11
+            - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12
diff --git a/examples/homepage/install/x86_64/serverless.yml b/examples/homepage/install/x86_64/serverless.yml
index 1f322494c4e..17e77fbfad5 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:${aws:region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11
+    - arn:aws:lambda:${aws:region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12
diff --git a/examples/homepage/install/x86_64/terraform.tf b/examples/homepage/install/x86_64/terraform.tf
index 945d49b069c..b3c6bf940fc 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_64:11"]
+  layers        = ["arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12"]
 
   source_code_hash = filebase64sha256("lambda_function_payload.zip")
 }
diff --git a/examples/logger/sam/template.yaml b/examples/logger/sam/template.yaml
index b0043a03351..91351149c83 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:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11
+      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12
 
 Resources:
   LoggerLambdaHandlerExample:
diff --git a/examples/metrics/sam/template.yaml b/examples/metrics/sam/template.yaml
index 206d719b6a8..1794bc258cf 100644
--- a/examples/metrics/sam/template.yaml
+++ b/examples/metrics/sam/template.yaml
@@ -16,7 +16,7 @@ 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:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11
+      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12
 
 Resources:
   CaptureLambdaHandlerExample:
diff --git a/examples/metrics_datadog/sam/template.yaml b/examples/metrics_datadog/sam/template.yaml
index d2b740763c6..eefcec17d37 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:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11
+      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12
       # 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 254a033a81e..32591c121c9 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:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:11
+      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:12
 
 Resources:
   CaptureLambdaHandlerExample: