diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6dd5ae27f89..5b4850eaaf5 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,42 +4,52 @@
 <a name="unreleased"></a>
 # Unreleased
 
+## Maintenance
+
+
+
+<a name="v3.15.0"></a>
+## [v3.15.0] - 2025-06-19
 ## Bug Fixes
 
 * **bedrock_agent:** fix querystring field resolution ([#6777](https://github.com/aws-powertools/powertools-lambda-python/issues/6777))
 
 ## Documentation
 
+* **kafka:** add kafka documentation ([#6834](https://github.com/aws-powertools/powertools-lambda-python/issues/6834))
 * **public_reference:** add Instil as a public reference ([#6763](https://github.com/aws-powertools/powertools-lambda-python/issues/6763))
 
 ## Features
 
+* **kafka:** add support for Confluence Producers ([#6833](https://github.com/aws-powertools/powertools-lambda-python/issues/6833))
 * **kafka:** New Kafka utility ([#6821](https://github.com/aws-powertools/powertools-lambda-python/issues/6821))
 
 ## Maintenance
 
+* version bump
+* **ci:** new pre-release 3.14.1a6 ([#6830](https://github.com/aws-powertools/powertools-lambda-python/issues/6830))
 * **ci:** new pre-release 3.14.1a5 ([#6820](https://github.com/aws-powertools/powertools-lambda-python/issues/6820))
+* **ci:** new pre-release 3.14.1a0 ([#6773](https://github.com/aws-powertools/powertools-lambda-python/issues/6773))
 * **ci:** new pre-release 3.14.1a4 ([#6812](https://github.com/aws-powertools/powertools-lambda-python/issues/6812))
 * **ci:** new pre-release 3.14.1a3 ([#6797](https://github.com/aws-powertools/powertools-lambda-python/issues/6797))
 * **ci:** new pre-release 3.14.1a1 ([#6778](https://github.com/aws-powertools/powertools-lambda-python/issues/6778))
 * **ci:** new pre-release 3.14.1a2 ([#6788](https://github.com/aws-powertools/powertools-lambda-python/issues/6788))
-* **ci:** new pre-release 3.14.1a0 ([#6773](https://github.com/aws-powertools/powertools-lambda-python/issues/6773))
+* **deps:** bump mkdocstrings-python from 1.16.11 to 1.16.12 in /docs ([#6768](https://github.com/aws-powertools/powertools-lambda-python/issues/6768))
 * **deps:** bump mkdocstrings-python from 1.16.11 to 1.16.12 ([#6765](https://github.com/aws-powertools/powertools-lambda-python/issues/6765))
 * **deps:** bump protobuf from 6.31.0 to 6.31.1 ([#6815](https://github.com/aws-powertools/powertools-lambda-python/issues/6815))
-* **deps:** bump mkdocstrings-python from 1.16.11 to 1.16.12 in /docs ([#6768](https://github.com/aws-powertools/powertools-lambda-python/issues/6768))
-* **deps-dev:** bump ruff from 0.11.12 to 0.11.13 ([#6780](https://github.com/aws-powertools/powertools-lambda-python/issues/6780))
+* **deps-dev:** bump boto3-stubs from 1.38.29 to 1.38.30 ([#6772](https://github.com/aws-powertools/powertools-lambda-python/issues/6772))
 * **deps-dev:** bump aws-cdk from 2.1017.1 to 2.1018.0 ([#6775](https://github.com/aws-powertools/powertools-lambda-python/issues/6775))
+* **deps-dev:** bump boto3-stubs from 1.38.33 to 1.38.35 ([#6796](https://github.com/aws-powertools/powertools-lambda-python/issues/6796))
+* **deps-dev:** bump aws-cdk from 2.1018.0 to 2.1018.1 ([#6803](https://github.com/aws-powertools/powertools-lambda-python/issues/6803))
 * **deps-dev:** bump boto3-stubs from 1.38.30 to 1.38.31 ([#6776](https://github.com/aws-powertools/powertools-lambda-python/issues/6776))
-* **deps-dev:** bump requests from 2.32.3 to 2.32.4 ([#6787](https://github.com/aws-powertools/powertools-lambda-python/issues/6787))
-* **deps-dev:** bump boto3-stubs from 1.38.29 to 1.38.30 ([#6772](https://github.com/aws-powertools/powertools-lambda-python/issues/6772))
-* **deps-dev:** bump boto3-stubs from 1.38.31 to 1.38.33 ([#6786](https://github.com/aws-powertools/powertools-lambda-python/issues/6786))
-* **deps-dev:** bump boto3-stubs from 1.38.28 to 1.38.29 ([#6764](https://github.com/aws-powertools/powertools-lambda-python/issues/6764))
 * **deps-dev:** bump requests from 2.32.3 to 2.32.4 ([#6789](https://github.com/aws-powertools/powertools-lambda-python/issues/6789))
-* **deps-dev:** bump boto3-stubs from 1.38.33 to 1.38.35 ([#6796](https://github.com/aws-powertools/powertools-lambda-python/issues/6796))
+* **deps-dev:** bump boto3-stubs from 1.38.28 to 1.38.29 ([#6764](https://github.com/aws-powertools/powertools-lambda-python/issues/6764))
+* **deps-dev:** bump ruff from 0.11.12 to 0.11.13 ([#6780](https://github.com/aws-powertools/powertools-lambda-python/issues/6780))
+* **deps-dev:** bump boto3-stubs from 1.38.31 to 1.38.33 ([#6786](https://github.com/aws-powertools/powertools-lambda-python/issues/6786))
 * **deps-dev:** bump aws-cdk-aws-lambda-python-alpha from 2.200.0a0 to 2.200.1a0 ([#6766](https://github.com/aws-powertools/powertools-lambda-python/issues/6766))
 * **deps-dev:** bump aws-cdk-lib from 2.200.0 to 2.200.1 ([#6767](https://github.com/aws-powertools/powertools-lambda-python/issues/6767))
-* **deps-dev:** bump aws-cdk from 2.1018.0 to 2.1018.1 ([#6803](https://github.com/aws-powertools/powertools-lambda-python/issues/6803))
 * **deps-dev:** bump pytest-cov from 6.1.1 to 6.2.1 ([#6800](https://github.com/aws-powertools/powertools-lambda-python/issues/6800))
+* **deps-dev:** bump requests from 2.32.3 to 2.32.4 ([#6787](https://github.com/aws-powertools/powertools-lambda-python/issues/6787))
 
 
 <a name="v3.14.0"></a>
@@ -6654,7 +6664,8 @@
 * 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/v3.14.0...HEAD
+[Unreleased]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.15.0...HEAD
+[v3.15.0]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.14.0...v3.15.0
 [v3.14.0]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.13.0...v3.14.0
 [v3.13.0]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.12.0...v3.13.0
 [v3.12.0]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.11.0...v3.12.0
diff --git a/aws_lambda_powertools/shared/version.py b/aws_lambda_powertools/shared/version.py
index c885d5f6d21..349ee172dfa 100644
--- a/aws_lambda_powertools/shared/version.py
+++ b/aws_lambda_powertools/shared/version.py
@@ -1,3 +1,3 @@
 """Exposes version constant to avoid circular dependencies."""
 
-VERSION = "3.14.1a6"
+VERSION = "3.15.1"
diff --git a/aws_lambda_powertools/utilities/kafka/consumer_records.py b/aws_lambda_powertools/utilities/kafka/consumer_records.py
index 47c732136d0..6da8f9fa1fa 100644
--- a/aws_lambda_powertools/utilities/kafka/consumer_records.py
+++ b/aws_lambda_powertools/utilities/kafka/consumer_records.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import logging
 from functools import cached_property
 from typing import TYPE_CHECKING, Any
 
@@ -13,6 +14,8 @@
 
     from aws_lambda_powertools.utilities.kafka.schema_config import SchemaConfig
 
+logger = logging.getLogger(__name__)
+
 
 class ConsumerRecordRecords(KafkaEventRecordBase):
     """
@@ -31,18 +34,24 @@ def key(self) -> Any:
         if not key:
             return None
 
+        logger.debug("Deserializing key field")
+
         # Determine schema type and schema string
         schema_type = None
-        schema_str = None
+        schema_value = None
         output_serializer = None
 
         if self.schema_config and self.schema_config.key_schema_type:
             schema_type = self.schema_config.key_schema_type
-            schema_str = self.schema_config.key_schema
+            schema_value = self.schema_config.key_schema
             output_serializer = self.schema_config.key_output_serializer
 
         # Always use get_deserializer if None it will default to DEFAULT
-        deserializer = get_deserializer(schema_type, schema_str)
+        deserializer = get_deserializer(
+            schema_type=schema_type,
+            schema_value=schema_value,
+            field_metadata=self.key_schema_metadata,
+        )
         deserialized_value = deserializer.deserialize(key)
 
         # Apply output serializer if specified
@@ -57,16 +66,22 @@ def value(self) -> Any:
 
         # Determine schema type and schema string
         schema_type = None
-        schema_str = None
+        schema_value = None
         output_serializer = None
 
+        logger.debug("Deserializing value field")
+
         if self.schema_config and self.schema_config.value_schema_type:
             schema_type = self.schema_config.value_schema_type
-            schema_str = self.schema_config.value_schema
+            schema_value = self.schema_config.value_schema
             output_serializer = self.schema_config.value_output_serializer
 
         # Always use get_deserializer if None it will default to DEFAULT
-        deserializer = get_deserializer(schema_type, schema_str)
+        deserializer = get_deserializer(
+            schema_type=schema_type,
+            schema_value=schema_value,
+            field_metadata=self.value_schema_metadata,
+        )
         deserialized_value = deserializer.deserialize(value)
 
         # Apply output serializer if specified
diff --git a/aws_lambda_powertools/utilities/kafka/deserializer/avro.py b/aws_lambda_powertools/utilities/kafka/deserializer/avro.py
index 89073f9e784..d3b96da9d34 100644
--- a/aws_lambda_powertools/utilities/kafka/deserializer/avro.py
+++ b/aws_lambda_powertools/utilities/kafka/deserializer/avro.py
@@ -1,6 +1,8 @@
 from __future__ import annotations
 
 import io
+import logging
+from typing import Any
 
 from avro.io import BinaryDecoder, DatumReader
 from avro.schema import parse as parse_schema
@@ -9,8 +11,11 @@
 from aws_lambda_powertools.utilities.kafka.exceptions import (
     KafkaConsumerAvroSchemaParserError,
     KafkaConsumerDeserializationError,
+    KafkaConsumerDeserializationFormatMismatch,
 )
 
+logger = logging.getLogger(__name__)
+
 
 class AvroDeserializer(DeserializerBase):
     """
@@ -20,10 +25,11 @@ class AvroDeserializer(DeserializerBase):
     a provided Avro schema definition.
     """
 
-    def __init__(self, schema_str: str):
+    def __init__(self, schema_str: str, field_metadata: dict[str, Any] | None = None):
         try:
             self.parsed_schema = parse_schema(schema_str)
             self.reader = DatumReader(self.parsed_schema)
+            self.field_metatada = field_metadata
         except Exception as e:
             raise KafkaConsumerAvroSchemaParserError(
                 f"Invalid Avro schema. Please ensure the provided avro schema is valid: {type(e).__name__}: {str(e)}",
@@ -60,6 +66,13 @@ def deserialize(self, data: bytes | str) -> object:
         ... except KafkaConsumerDeserializationError as e:
         ...     print(f"Failed to deserialize: {e}")
         """
+        data_format = self.field_metatada.get("dataFormat") if self.field_metatada else None
+
+        if data_format and data_format != "AVRO":
+            raise KafkaConsumerDeserializationFormatMismatch(f"Expected data is AVRO but you sent {data_format}")
+
+        logger.debug("Deserializing data with AVRO format")
+
         try:
             value = self._decode_input(data)
             bytes_reader = io.BytesIO(value)
diff --git a/aws_lambda_powertools/utilities/kafka/deserializer/default.py b/aws_lambda_powertools/utilities/kafka/deserializer/default.py
index b889e958c08..f5c73296d90 100644
--- a/aws_lambda_powertools/utilities/kafka/deserializer/default.py
+++ b/aws_lambda_powertools/utilities/kafka/deserializer/default.py
@@ -1,9 +1,12 @@
 from __future__ import annotations
 
 import base64
+import logging
 
 from aws_lambda_powertools.utilities.kafka.deserializer.base import DeserializerBase
 
+logger = logging.getLogger(__name__)
+
 
 class DefaultDeserializer(DeserializerBase):
     """
@@ -43,4 +46,5 @@ def deserialize(self, data: bytes | str) -> str:
         >>> result = deserializer.deserialize(bytes_data)
         >>> print(result == bytes_data)  # Output: True
         """
+        logger.debug("Deserializing data with primitives types")
         return base64.b64decode(data).decode("utf-8")
diff --git a/aws_lambda_powertools/utilities/kafka/deserializer/deserializer.py b/aws_lambda_powertools/utilities/kafka/deserializer/deserializer.py
index 81c34be3aa5..c1443c83b00 100644
--- a/aws_lambda_powertools/utilities/kafka/deserializer/deserializer.py
+++ b/aws_lambda_powertools/utilities/kafka/deserializer/deserializer.py
@@ -13,21 +13,27 @@
 _deserializer_cache: dict[str, DeserializerBase] = {}
 
 
-def _get_cache_key(schema_type: str | object, schema_value: Any) -> str:
+def _get_cache_key(schema_type: str | object, schema_value: Any, field_metadata: dict[str, Any]) -> str:
+    schema_metadata = None
+
+    if field_metadata:
+        schema_metadata = field_metadata.get("schemaId")
+
     if schema_value is None:
-        return str(schema_type)
+        schema_hash = f"{str(schema_type)}_{schema_metadata}"
 
     if isinstance(schema_value, str):
+        hashable_value = f"{schema_value}_{schema_metadata}"
         # For string schemas like Avro, hash the content
-        schema_hash = hashlib.md5(schema_value.encode("utf-8"), usedforsecurity=False).hexdigest()
+        schema_hash = hashlib.md5(hashable_value.encode("utf-8"), usedforsecurity=False).hexdigest()
     else:
         # For objects like Protobuf, use the object id
-        schema_hash = str(id(schema_value))
+        schema_hash = f"{str(id(schema_value))}_{schema_metadata}"
 
     return f"{schema_type}_{schema_hash}"
 
 
-def get_deserializer(schema_type: str | object, schema_value: Any) -> DeserializerBase:
+def get_deserializer(schema_type: str | object, schema_value: Any, field_metadata: Any) -> DeserializerBase:
     """
     Factory function to get the appropriate deserializer based on schema type.
 
@@ -75,7 +81,7 @@ def get_deserializer(schema_type: str | object, schema_value: Any) -> Deserializ
     """
 
     # Generate a cache key based on schema type and value
-    cache_key = _get_cache_key(schema_type, schema_value)
+    cache_key = _get_cache_key(schema_type, schema_value, field_metadata)
 
     # Check if we already have this deserializer in cache
     if cache_key in _deserializer_cache:
@@ -87,14 +93,14 @@ def get_deserializer(schema_type: str | object, schema_value: Any) -> Deserializ
         # Import here to avoid dependency if not used
         from aws_lambda_powertools.utilities.kafka.deserializer.avro import AvroDeserializer
 
-        deserializer = AvroDeserializer(schema_value)
+        deserializer = AvroDeserializer(schema_str=schema_value, field_metadata=field_metadata)
     elif schema_type == "PROTOBUF":
         # Import here to avoid dependency if not used
         from aws_lambda_powertools.utilities.kafka.deserializer.protobuf import ProtobufDeserializer
 
-        deserializer = ProtobufDeserializer(schema_value)
+        deserializer = ProtobufDeserializer(message_class=schema_value, field_metadata=field_metadata)
     elif schema_type == "JSON":
-        deserializer = JsonDeserializer()
+        deserializer = JsonDeserializer(field_metadata=field_metadata)
 
     else:
         # Default to no-op deserializer
diff --git a/aws_lambda_powertools/utilities/kafka/deserializer/json.py b/aws_lambda_powertools/utilities/kafka/deserializer/json.py
index afd8effd489..baafd3bb288 100644
--- a/aws_lambda_powertools/utilities/kafka/deserializer/json.py
+++ b/aws_lambda_powertools/utilities/kafka/deserializer/json.py
@@ -2,9 +2,16 @@
 
 import base64
 import json
+import logging
+from typing import Any
 
 from aws_lambda_powertools.utilities.kafka.deserializer.base import DeserializerBase
-from aws_lambda_powertools.utilities.kafka.exceptions import KafkaConsumerDeserializationError
+from aws_lambda_powertools.utilities.kafka.exceptions import (
+    KafkaConsumerDeserializationError,
+    KafkaConsumerDeserializationFormatMismatch,
+)
+
+logger = logging.getLogger(__name__)
 
 
 class JsonDeserializer(DeserializerBase):
@@ -15,6 +22,9 @@ class JsonDeserializer(DeserializerBase):
     into Python dictionaries.
     """
 
+    def __init__(self, field_metadata: dict[str, Any] | None = None):
+        self.field_metatada = field_metadata
+
     def deserialize(self, data: bytes | str) -> dict:
         """
         Deserialize JSON data to a Python dictionary.
@@ -45,6 +55,14 @@ def deserialize(self, data: bytes | str) -> dict:
         ... except KafkaConsumerDeserializationError as e:
         ...     print(f"Failed to deserialize: {e}")
         """
+
+        data_format = self.field_metatada.get("dataFormat") if self.field_metatada else None
+
+        if data_format and data_format != "JSON":
+            raise KafkaConsumerDeserializationFormatMismatch(f"Expected data is JSON but you sent {data_format}")
+
+        logger.debug("Deserializing data with JSON format")
+
         try:
             return json.loads(base64.b64decode(data).decode("utf-8"))
         except Exception as e:
diff --git a/aws_lambda_powertools/utilities/kafka/deserializer/protobuf.py b/aws_lambda_powertools/utilities/kafka/deserializer/protobuf.py
index a9209330505..16bb3bbc6ec 100644
--- a/aws_lambda_powertools/utilities/kafka/deserializer/protobuf.py
+++ b/aws_lambda_powertools/utilities/kafka/deserializer/protobuf.py
@@ -1,15 +1,19 @@
 from __future__ import annotations
 
+import logging
 from typing import Any
 
-from google.protobuf.internal.decoder import _DecodeVarint  # type: ignore[attr-defined]
+from google.protobuf.internal.decoder import _DecodeSignedVarint  # type: ignore[attr-defined]
 from google.protobuf.json_format import MessageToDict
 
 from aws_lambda_powertools.utilities.kafka.deserializer.base import DeserializerBase
 from aws_lambda_powertools.utilities.kafka.exceptions import (
     KafkaConsumerDeserializationError,
+    KafkaConsumerDeserializationFormatMismatch,
 )
 
+logger = logging.getLogger(__name__)
+
 
 class ProtobufDeserializer(DeserializerBase):
     """
@@ -19,8 +23,9 @@ class ProtobufDeserializer(DeserializerBase):
     into Python dictionaries using the provided Protocol Buffer message class.
     """
 
-    def __init__(self, message_class: Any):
+    def __init__(self, message_class: Any, field_metadata: dict[str, Any] | None = None):
         self.message_class = message_class
+        self.field_metatada = field_metadata
 
     def deserialize(self, data: bytes | str) -> dict:
         """
@@ -61,57 +66,56 @@ def deserialize(self, data: bytes | str) -> dict:
         ... except KafkaConsumerDeserializationError as e:
         ...     print(f"Failed to deserialize: {e}")
         """
-        value = self._decode_input(data)
-        try:
-            message = self.message_class()
-            message.ParseFromString(value)
-            return MessageToDict(message, preserving_proto_field_name=True)
-        except Exception:
-            return self._deserialize_with_message_index(value, self.message_class())
 
-    def _deserialize_with_message_index(self, data: bytes, parser: Any) -> dict:
-        """
-        Deserialize protobuf message with Confluent message index handling.
+        data_format = self.field_metatada.get("dataFormat") if self.field_metatada else None
+        schema_id = self.field_metatada.get("schemaId") if self.field_metatada else None
 
-        Parameters
-        ----------
-        data : bytes
-            data
-        parser : google.protobuf.message.Message
-            Protobuf message instance to parse the data into
+        if data_format and data_format != "PROTOBUF":
+            raise KafkaConsumerDeserializationFormatMismatch(f"Expected data is PROTOBUF but you sent {data_format}")
 
-        Returns
-        -------
-        dict
-            Dictionary representation of the parsed protobuf message with original field names
+        logger.debug("Deserializing data with PROTOBUF format")
 
-        Raises
-        ------
-        KafkaConsumerDeserializationError
-            If deserialization fails
+        try:
+            value = self._decode_input(data)
+            message = self.message_class()
+            if schema_id is None:
+                logger.debug("Plain PROTOBUF data: using default deserializer")
+                # Plain protobuf - direct parser
+                message.ParseFromString(value)
+            elif len(schema_id) > 20:
+                logger.debug("PROTOBUF data integrated with Glue SchemaRegistry: using Glue deserializer")
+                # Glue schema registry integration - remove the first byte
+                message.ParseFromString(value[1:])
+            else:
+                logger.debug("PROTOBUF data integrated with Confluent SchemaRegistry: using Confluent deserializer")
+                # Confluent schema registry integration - remove message index list
+                message.ParseFromString(self._remove_message_index(value))
 
-        Notes
-        -----
-        This method handles the special case of Confluent Schema Registry's message index
-        format, where the message is prefixed with either a single 0 (for the first schema)
-        or a list of schema indexes. The actual protobuf message follows these indexes.
-        """
+            return MessageToDict(message, preserving_proto_field_name=True)
+        except Exception as e:
+            raise KafkaConsumerDeserializationError(
+                f"Error trying to deserialize protobuf data - {type(e).__name__}: {str(e)}",
+            ) from e
 
+    def _remove_message_index(self, data):
+        """
+        Identifies and removes Confluent Schema Registry MessageIndex from bytes.
+        Returns pure protobuf bytes.
+        """
         buffer = memoryview(data)
         pos = 0
 
-        try:
-            first_value, new_pos = _DecodeVarint(buffer, pos)
-            pos = new_pos
+        logger.debug("Removing message list bytes")
 
-            if first_value != 0:
-                for _ in range(first_value):
-                    _, new_pos = _DecodeVarint(buffer, pos)
-                    pos = new_pos
+        # Read first varint (index count or 0)
+        first_value, new_pos = _DecodeSignedVarint(buffer, pos)
+        pos = new_pos
 
-            parser.ParseFromString(data[pos:])
-            return MessageToDict(parser, preserving_proto_field_name=True)
-        except Exception as e:
-            raise KafkaConsumerDeserializationError(
-                f"Error trying to deserialize protobuf data - {type(e).__name__}: {str(e)}",
-            ) from e
+        # Skip index values if present
+        if first_value != 0:
+            for _ in range(first_value):
+                _, new_pos = _DecodeSignedVarint(buffer, pos)
+                pos = new_pos
+
+        # Return remaining bytes (pure protobuf)
+        return data[pos:]
diff --git a/aws_lambda_powertools/utilities/kafka/exceptions.py b/aws_lambda_powertools/utilities/kafka/exceptions.py
index c8b5ee810a2..aa48efcaa64 100644
--- a/aws_lambda_powertools/utilities/kafka/exceptions.py
+++ b/aws_lambda_powertools/utilities/kafka/exceptions.py
@@ -4,6 +4,12 @@ class KafkaConsumerAvroSchemaParserError(Exception):
     """
 
 
+class KafkaConsumerDeserializationFormatMismatch(Exception):
+    """
+    Error raised when deserialization format is incompatible
+    """
+
+
 class KafkaConsumerDeserializationError(Exception):
     """
     Error raised when message deserialization fails.
diff --git a/aws_lambda_powertools/utilities/kafka/serialization/custom_dict.py b/aws_lambda_powertools/utilities/kafka/serialization/custom_dict.py
index b644e5f9b68..efa5b2efd28 100644
--- a/aws_lambda_powertools/utilities/kafka/serialization/custom_dict.py
+++ b/aws_lambda_powertools/utilities/kafka/serialization/custom_dict.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import logging
 from typing import TYPE_CHECKING, Any
 
 from aws_lambda_powertools.utilities.kafka.serialization.base import OutputSerializerBase
@@ -9,6 +10,8 @@
 
     from aws_lambda_powertools.utilities.kafka.serialization.types import T
 
+logger = logging.getLogger(__name__)
+
 
 class CustomDictOutputSerializer(OutputSerializerBase):
     """
@@ -19,4 +22,5 @@ class CustomDictOutputSerializer(OutputSerializerBase):
     """
 
     def serialize(self, data: dict[str, Any], output: type[T] | Callable | None = None) -> T | dict[str, Any]:
+        logger.debug("Serializing output data with CustomDictOutputSerializer")
         return data if output is None else output(data)  # type: ignore[call-arg]
diff --git a/aws_lambda_powertools/utilities/kafka/serialization/dataclass.py b/aws_lambda_powertools/utilities/kafka/serialization/dataclass.py
index 2cdbfe11be2..3f601fa4674 100644
--- a/aws_lambda_powertools/utilities/kafka/serialization/dataclass.py
+++ b/aws_lambda_powertools/utilities/kafka/serialization/dataclass.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import logging
 from dataclasses import is_dataclass
 from typing import TYPE_CHECKING, Any, cast
 
@@ -9,6 +10,8 @@
 if TYPE_CHECKING:
     from collections.abc import Callable
 
+logger = logging.getLogger(__name__)
+
 
 class DataclassOutputSerializer(OutputSerializerBase):
     """
@@ -22,4 +25,6 @@ def serialize(self, data: dict[str, Any], output: type[T] | Callable | None = No
         if not is_dataclass(output):  # pragma: no cover
             raise ValueError("Output class must be a dataclass")
 
+        logger.debug("Serializing output data with DataclassOutputSerializer")
+
         return cast(T, output(**data))
diff --git a/aws_lambda_powertools/utilities/kafka/serialization/pydantic.py b/aws_lambda_powertools/utilities/kafka/serialization/pydantic.py
index 63484644ba3..3fa62393d4b 100644
--- a/aws_lambda_powertools/utilities/kafka/serialization/pydantic.py
+++ b/aws_lambda_powertools/utilities/kafka/serialization/pydantic.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import logging
 from typing import TYPE_CHECKING, Any
 
 from pydantic import TypeAdapter
@@ -11,6 +12,8 @@
 
     from aws_lambda_powertools.utilities.kafka.serialization.types import T
 
+logger = logging.getLogger(__name__)
+
 
 class PydanticOutputSerializer(OutputSerializerBase):
     """
@@ -21,6 +24,7 @@ class PydanticOutputSerializer(OutputSerializerBase):
     """
 
     def serialize(self, data: dict[str, Any], output: type[T] | Callable | None = None) -> T | dict[str, Any]:
+        logger.debug("Serializing output data with PydanticOutputSerializer")
         # Use TypeAdapter for better support of Union types and other complex types
         adapter: TypeAdapter = TypeAdapter(output)
         return adapter.validate_python(data)
diff --git a/docs/includes/_layer_homepage_arm64.md b/docs/includes/_layer_homepage_arm64.md
index dc17e2adcb4..79a34ededf1 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-arm64:16**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:16**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:17**{: .copyMe}:clipboard:      |
 
     === "Python 3.10"
 
         | Region               | Layer ARN                                                                                                       |
         | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:16**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:17**{: .copyMe}:clipboard:      |
 
     === "Python 3.11"
 
         | Region               | Layer ARN                                                                                                       |
         | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:16**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:17**{: .copyMe}:clipboard:      |
 
     === "Python 3.12"
 
         | Region               | Layer ARN                                                                                                       |
         | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17**{: .copyMe}:clipboard:      |
 
     === "Python 3.13"
 
         | Region               | Layer ARN                                                                                                       |
         | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:16**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:17**{: .copyMe}:clipboard:      |
diff --git a/docs/includes/_layer_homepage_x86.md b/docs/includes/_layer_homepage_x86.md
index cb35d0c0d08..f1519241b17 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_64:16**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:16**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:17**{: .copyMe}:clipboard:      |
 
     === "Python 3.10"
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:16**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:17**{: .copyMe}:clipboard:      |
 
     === "Python 3.11"
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:16**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:17**{: .copyMe}:clipboard:      |
 
     === "Python 3.12"
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17**{: .copyMe}:clipboard:      |
 
     === "Python 3.13"
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:     |
-        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:   |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:16**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ap-southeast-7`** | **arn:aws:lambda:ap-southeast-7:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:     |
+        | **`mx-central-1`**   | **arn:aws:lambda:mx-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:   |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:17**{: .copyMe}:clipboard:      |
diff --git a/docs/index.md b/docs/index.md
index 51b7d47defc..cf5be690ba2 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_64:16 --region eu-west-1
+        aws lambda get-layer-version-by-arn --arn arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17 --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_64:16 --region eu-west-1
+aws lambda get-layer-version-by-arn --arn arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17 --region eu-west-1
 ```
 
 #### SAR
diff --git a/examples/homepage/install/arm64/amplify.txt b/examples/homepage/install/arm64/amplify.txt
index 7d8714a6333..33d473d9402 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-arm64:16
+? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17
 ❯ 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-arm64:16
+? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17
 ? 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 7ca6131eef3..1c384748118 100644
--- a/examples/homepage/install/arm64/cdk_arm64.py
+++ b/examples/homepage/install/arm64/cdk_arm64.py
@@ -9,7 +9,7 @@ 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-arm64:16",
+            layer_version_arn=f"arn:aws:lambda:{Aws.REGION}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17",
         )
         aws_lambda.Function(
             self,
diff --git a/examples/homepage/install/arm64/pulumi_arm64.py b/examples/homepage/install/arm64/pulumi_arm64.py
index 79749c58358..fc2622877d0 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-arm64:16",
+            ":017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17",
         ),
     ],
     tracing_config={"mode": "Active"},
diff --git a/examples/homepage/install/arm64/sam.yaml b/examples/homepage/install/arm64/sam.yaml
index ea4031b8d3b..639deb198c2 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:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16
+          - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17
diff --git a/examples/homepage/install/arm64/serverless.yml b/examples/homepage/install/arm64/serverless.yml
index e56e6fe12ac..01c17c694b9 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:${aws:region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:16
+    - arn:aws:lambda:${aws:region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17
diff --git a/examples/homepage/install/arm64/terraform.tf b/examples/homepage/install/arm64/terraform.tf
index d4410e8564c..df95fb0ec5b 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-arm64:16"]
+  layers        = ["arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:17"]
   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 93792022513..b8a80360eeb 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_64:16
+? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17
 ❯ 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_64:16
+? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17
 ? 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 79459950d89..4ba02815bf6 100644
--- a/examples/homepage/install/x86_64/cdk_x86.py
+++ b/examples/homepage/install/x86_64/cdk_x86.py
@@ -9,7 +9,7 @@ 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_64:16",
+            layer_version_arn=f"arn:aws:lambda:{Aws.REGION}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17",
         )
         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 4c87707ea6b..a4dfd79320f 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_64:16",
+            ":017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17",
         ),
     ],
     tracing_config={"mode": "Active"},
diff --git a/examples/homepage/install/x86_64/sam.yaml b/examples/homepage/install/x86_64/sam.yaml
index 8f285dec4c6..0a281b2a544 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:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16
+            - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17
diff --git a/examples/homepage/install/x86_64/serverless.yml b/examples/homepage/install/x86_64/serverless.yml
index b1957a91c8a..aab446c035c 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:${aws:region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16
+    - arn:aws:lambda:${aws:region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17
diff --git a/examples/homepage/install/x86_64/terraform.tf b/examples/homepage/install/x86_64/terraform.tf
index 235d39737ba..fe5588b8877 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_64:16"]
+  layers        = ["arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17"]
 
   source_code_hash = filebase64sha256("lambda_function_payload.zip")
 }
diff --git a/examples/logger/sam/template.yaml b/examples/logger/sam/template.yaml
index 2ead69e06ae..22a5bbdd440 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:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16
+      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17
 
 Resources:
   LoggerLambdaHandlerExample:
diff --git a/examples/metrics/sam/template.yaml b/examples/metrics/sam/template.yaml
index 02fb2cb89cb..f2a6460d06b 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:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16
+      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17
 
 Resources:
   CaptureLambdaHandlerExample:
diff --git a/examples/metrics_datadog/sam/template.yaml b/examples/metrics_datadog/sam/template.yaml
index 8276b5b1c34..c74bd7c840e 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:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16
+      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17
       # 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 3952c193783..53753e6ccea 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:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:16
+      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:17
 
 Resources:
   CaptureLambdaHandlerExample:
diff --git a/provenance/3.15.1a0/multiple.intoto.jsonl b/provenance/3.15.1a0/multiple.intoto.jsonl
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diff --git a/pyproject.toml b/pyproject.toml
index ad693af1f4f..6cc0a0b4fcc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "aws_lambda_powertools"
-version = "3.14.1a6"
+version = "3.15.1"
 description = "Powertools for AWS Lambda (Python) is a developer toolkit to implement Serverless best practices and increase developer velocity."
 authors = ["Amazon Web Services"]
 include = ["aws_lambda_powertools/py.typed", "THIRD-PARTY-LICENSES"]
diff --git a/tests/functional/kafka_consumer/_avro/test_kafka_consumer_with_avro.py b/tests/functional/kafka_consumer/_avro/test_kafka_consumer_with_avro.py
index 9359558605c..f22171c37af 100644
--- a/tests/functional/kafka_consumer/_avro/test_kafka_consumer_with_avro.py
+++ b/tests/functional/kafka_consumer/_avro/test_kafka_consumer_with_avro.py
@@ -11,6 +11,7 @@
 from aws_lambda_powertools.utilities.kafka.exceptions import (
     KafkaConsumerAvroSchemaParserError,
     KafkaConsumerDeserializationError,
+    KafkaConsumerDeserializationFormatMismatch,
     KafkaConsumerMissingSchemaError,
 )
 from aws_lambda_powertools.utilities.kafka.kafka_consumer import kafka_consumer
@@ -309,3 +310,36 @@ def test_kafka_consumer_without_avro_key_schema():
 
     # Verify the error message mentions 'key_schema'
     assert "key_schema" in str(excinfo.value)
+
+
+def test_kafka_consumer_avro_with_wrong_json_schema(
+    kafka_event_with_avro_data,
+    lambda_context,
+    avro_value_schema,
+    avro_key_schema,
+):
+    # GIVEN
+    # A Kafka event with a null key in the record
+    kafka_event_wrong_metadata = deepcopy(kafka_event_with_avro_data)
+    kafka_event_wrong_metadata["records"]["my-topic-1"][0]["valueSchemaMetadata"] = {
+        "dataFormat": "JSON",
+        "schemaId": "123",
+    }
+
+    schema_config = SchemaConfig(value_schema_type="AVRO", value_schema=avro_value_schema)
+
+    # A Kafka consumer with no schema configuration specified
+    @kafka_consumer(schema_config=schema_config)
+    def handler(event: ConsumerRecords, context):
+        # Get the first record's key which should be None
+        record = next(event.records)
+        return record.value
+
+    # WHEN
+    # The handler processes the Kafka event with a null key
+    with pytest.raises(KafkaConsumerDeserializationFormatMismatch) as excinfo:
+        handler(kafka_event_wrong_metadata, lambda_context)
+
+    # THEN
+    # Ensure the error contains useful diagnostic information
+    assert "Expected data is AVRO but you sent " in str(excinfo.value)
diff --git a/tests/functional/kafka_consumer/_protobuf/schemas/__init__.py b/tests/functional/kafka_consumer/_protobuf/schemas/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/functional/kafka_consumer/_protobuf/schemas/complex_schema_with_confuent.py b/tests/functional/kafka_consumer/_protobuf/schemas/complex_schema_with_confuent.py
new file mode 100644
index 00000000000..b2e14b715eb
--- /dev/null
+++ b/tests/functional/kafka_consumer/_protobuf/schemas/complex_schema_with_confuent.py
@@ -0,0 +1,53 @@
+# ruff: noqa: E501
+complex_event = {
+    "eventSource": "aws:kafka",
+    "eventSourceArn": "arn:aws:kafka:us-east-1:0123456789019:cluster/SalesCluster/abcd1234-abcd-cafe-abab-9876543210ab-4",
+    "bootstrapServers": ",b-1.demo-cluster-1.a1bcde.c1.kafka.us-east-1.amazonaws.com:9092",
+    "records": {
+        "mytopic-0": [
+            {
+                "topic": "mytopic",
+                "partition": 0,
+                "offset": 15,
+                "timestamp": 1545084650987,
+                "timestampType": "CREATE_TIME",
+                "key": "NDI=",
+                "value": "CgMxMjMSBFRlc3QaDHRlc3RAZ214LmNvbSAKMgoyMDI1LTA2LTIwOgR0YWcxOgR0YWcyQQAAAAAAAChASg4KBXRoZW1lEgVsaWdodFIaCgpNeXRoZW5xdWFpEgZadXJpY2gaBDgwMDI=",
+                "headers": [{"headerKey": [104, 101, 97, 100, 101, 114, 86, 97, 108, 117, 101]}],
+            },
+            {
+                "topic": "mytopic",
+                "partition": 0,
+                "offset": 16,
+                "timestamp": 1545084650988,
+                "timestampType": "CREATE_TIME",
+                "key": "NDI=",
+                "value": "AAoDMTIzEgRUZXN0Ggx0ZXN0QGdteC5jb20gCjIKMjAyNS0wNi0yMDoEdGFnMToEdGFnMkEAAAAAAAAoQEoOCgV0aGVtZRIFbGlnaHRSGgoKTXl0aGVucXVhaRIGWnVyaWNoGgQ4MDAy",
+                "headers": [{"headerKey": [104, 101, 97, 100, 101, 114, 86, 97, 108, 117, 101]}],
+                "valueSchemaMetadata": {"schemaId": "123", "dataFormat": "PROTOBUF"},
+            },
+            {
+                "topic": "mytopic",
+                "partition": 0,
+                "offset": 17,
+                "timestamp": 1545084650989,
+                "timestampType": "CREATE_TIME",
+                "key": None,
+                "value": "BAIACgMxMjMSBFRlc3QaDHRlc3RAZ214LmNvbSAKMgoyMDI1LTA2LTIwOgR0YWcxOgR0YWcyQQAAAAAAAChASg4KBXRoZW1lEgVsaWdodFIaCgpNeXRoZW5xdWFpEgZadXJpY2gaBDgwMDI=",
+                "headers": [{"headerKey": [104, 101, 97, 100, 101, 114, 86, 97, 108, 117, 101]}],
+                "valueSchemaMetadata": {"schemaId": "456", "dataFormat": "PROTOBUF"},
+            },
+            {
+                "topic": "mytopic",
+                "partition": 0,
+                "offset": 18,
+                "timestamp": 1545084650990,
+                "timestampType": "CREATE_TIME",
+                "key": "NDI=",
+                "value": "AQoDMTIzEgRUZXN0Ggx0ZXN0QGdteC5jb20gCjIKMjAyNS0wNi0yMDoEdGFnMToEdGFnMkEAAAAAAAAoQEoOCgV0aGVtZRIFbGlnaHRSGgoKTXl0aGVucXVhaRIGWnVyaWNoGgQ4MDAy",
+                "headers": [{"headerKey": [104, 101, 97, 100, 101, 114, 86, 97, 108, 117, 101]}],
+                "valueSchemaMetadata": {"schemaId": "12345678-1234-1234-1234-123456789012", "dataFormat": "PROTOBUF"},
+            },
+        ],
+    },
+}
diff --git a/tests/functional/kafka_consumer/_protobuf/schemas/complex_schema_with_glue.py b/tests/functional/kafka_consumer/_protobuf/schemas/complex_schema_with_glue.py
new file mode 100644
index 00000000000..59cf1400b08
--- /dev/null
+++ b/tests/functional/kafka_consumer/_protobuf/schemas/complex_schema_with_glue.py
@@ -0,0 +1,54 @@
+# ruff: noqa: E501
+complex_event = {
+    "eventSource": "aws:kafka",
+    "eventSourceArn": "arn:aws:kafka:us-east-1:0123456789019:cluster/SalesCluster/abcd1234-abcd-cafe-abab-9876543210ab-4",
+    "bootstrapServers": ",b-1.demo-cluster-1.a1bcde.c1.kafka.us-east-1.amazonaws.com:9092",
+    "records": {
+        "gsr_proto-0": [
+            {
+                "headers": [],
+                "key": "dTg1OQ==",
+                "offset": 4130352,
+                "partition": 0,
+                "timestamp": 1750284651283,
+                "timestampType": "CREATE_TIME",
+                "topic": "gsr_proto",
+                "value": "AQoEdTg1ORIFQWxpY2UaEWFsaWNlQGV4YW1wbGUuY29tIDYyCjIwMjQtMDEtMDE6GgoIMTIzIE1haW4SB1NlYXR0bGUaBTk4MTAxQgR0YWcxQgR0YWcySZZFopoJWkdAUg0KBXRoZW1lEgRkYXJr",
+                "valueSchemaMetadata": {"dataFormat": "PROTOBUF", "schemaId": "7d55d475-2244-4485-8341-f74468c1e058"},
+            },
+            {
+                "headers": [],
+                "key": "dTgwOQ==",
+                "offset": 4130353,
+                "partition": 0,
+                "timestamp": 1750284652283,
+                "timestampType": "CREATE_TIME",
+                "topic": "gsr_proto",
+                "value": "AQoEdTgwORIFQWxpY2UaEWFsaWNlQGV4YW1wbGUuY29tICgyCjIwMjQtMDEtMDE6GgoIMTIzIE1haW4SB1NlYXR0bGUaBTk4MTAxQgR0YWcxQgR0YWcySTnSqQSHn0FAUg0KBXRoZW1lEgRkYXJr",
+                "valueSchemaMetadata": {"dataFormat": "PROTOBUF", "schemaId": "7d55d475-2244-4485-8341-f74468c1e058"},
+            },
+            {
+                "headers": [],
+                "key": "dTQ1Mw==",
+                "offset": 4130354,
+                "partition": 0,
+                "timestamp": 1750284653283,
+                "timestampType": "CREATE_TIME",
+                "topic": "gsr_proto",
+                "value": "AQoEdTQ1MxIFQWxpY2UaEWFsaWNlQGV4YW1wbGUuY29tIEooATIKMjAyNC0wMS0wMToaCggxMjMgTWFpbhIHU2VhdHRsZRoFOTgxMDFCBHRhZzFCBHRhZzJJRJi47bmvV0BSDQoFdGhlbWUSBGRhcms=",
+                "valueSchemaMetadata": {"dataFormat": "PROTOBUF", "schemaId": "7d55d475-2244-4485-8341-f74468c1e058"},
+            },
+            {
+                "headers": [],
+                "key": "dTcwNQ==",
+                "offset": 4130355,
+                "partition": 0,
+                "timestamp": 1750284654283,
+                "timestampType": "CREATE_TIME",
+                "topic": "gsr_proto",
+                "value": "AQoEdTcwNRIFQWxpY2UaEWFsaWNlQGV4YW1wbGUuY29tIBMyCjIwMjQtMDEtMDE6GgoIMTIzIE1haW4SB1NlYXR0bGUaBTk4MTAxQgR0YWcxQgR0YWcySUSydyF28ldAUg0KBXRoZW1lEgRkYXJr",
+                "valueSchemaMetadata": {"dataFormat": "PROTOBUF", "schemaId": "7d55d475-2244-4485-8341-f74468c1e058"},
+            },
+        ],
+    },
+}
diff --git a/tests/functional/kafka_consumer/_protobuf/test_kafka_consumer_with_protobuf.py b/tests/functional/kafka_consumer/_protobuf/test_kafka_consumer_with_protobuf.py
index 2ab38dcc4f6..a3ce3c69a51 100644
--- a/tests/functional/kafka_consumer/_protobuf/test_kafka_consumer_with_protobuf.py
+++ b/tests/functional/kafka_consumer/_protobuf/test_kafka_consumer_with_protobuf.py
@@ -7,16 +7,15 @@
 from aws_lambda_powertools.utilities.kafka.consumer_records import ConsumerRecords
 from aws_lambda_powertools.utilities.kafka.exceptions import (
     KafkaConsumerDeserializationError,
+    KafkaConsumerDeserializationFormatMismatch,
     KafkaConsumerMissingSchemaError,
 )
 from aws_lambda_powertools.utilities.kafka.kafka_consumer import kafka_consumer
 from aws_lambda_powertools.utilities.kafka.schema_config import SchemaConfig
 
-# Import confluent complex schema
-from .confluent_protobuf_pb2 import ProtobufProduct
-
 # Import the generated protobuf classes
 from .user_pb2 import Key, User
+from .user_prof_pb2 import UserProfile
 
 
 @pytest.fixture
@@ -340,54 +339,16 @@ def test_kafka_consumer_without_protobuf_key_schema():
     assert "PROTOBUF" in str(excinfo.value)
 
 
-def test_confluent_complex_schema(lambda_context):
+def test_confluent_schema_registry_complex_schema(lambda_context):
     # GIVEN
     # A scenario where a complex schema is used with the PROTOBUF schema type
-    complex_event = {
-        "eventSource": "aws:kafka",
-        "eventSourceArn": "arn:aws:kafka:us-east-1:0123456789019:cluster/SalesCluster/abcd1234",
-        "bootstrapServers": "b-2.demo-cluster-1.a1bcde.c1.kafka.us-east-1.amazonaws.com:9092",
-        "records": {
-            "mytopic-0": [
-                {
-                    "topic": "mytopic",
-                    "partition": 0,
-                    "offset": 15,
-                    "timestamp": 1545084650987,
-                    "timestampType": "CREATE_TIME",
-                    "key": "NDI=",
-                    "value": "COkHEgZMYXB0b3AZUrgehes/j0A=",
-                    "headers": [{"headerKey": [104, 101, 97, 100, 101, 114, 86, 97, 108, 117, 101]}],
-                },
-                {
-                    "topic": "mytopic",
-                    "partition": 0,
-                    "offset": 16,
-                    "timestamp": 1545084650988,
-                    "timestampType": "CREATE_TIME",
-                    "key": "NDI=",
-                    "value": "AAjpBxIGTGFwdG9wGVK4HoXrP49A",
-                    "headers": [{"headerKey": [104, 101, 97, 100, 101, 114, 86, 97, 108, 117, 101]}],
-                },
-                {
-                    "topic": "mytopic",
-                    "partition": 0,
-                    "offset": 17,
-                    "timestamp": 1545084650989,
-                    "timestampType": "CREATE_TIME",
-                    "key": "NDI=",
-                    "value": "AgEACOkHEgZMYXB0b3AZUrgehes/j0A=",
-                    "headers": [{"headerKey": [104, 101, 97, 100, 101, 114, 86, 97, 108, 117, 101]}],
-                },
-            ],
-        },
-    }
+    from tests.functional.kafka_consumer._protobuf.schemas.complex_schema_with_confuent import complex_event
 
     # GIVEN A Kafka consumer configured to deserialize Protobuf data
     # using the User protobuf message type as the schema
     schema_config = SchemaConfig(
         value_schema_type="PROTOBUF",
-        value_schema=ProtobufProduct,
+        value_schema=UserProfile,
     )
 
     processed_records = []
@@ -396,7 +357,7 @@ def test_confluent_complex_schema(lambda_context):
     def handler(event: ConsumerRecords, context):
         for record in event.records:
             processed_records.append(
-                {"id": record.value["id"], "name": record.value["name"], "price": record.value["price"]},
+                {"email": record.value["email"], "age": record.value["age"]},
             )
         return {"processed": len(processed_records)}
 
@@ -406,19 +367,65 @@ def handler(event: ConsumerRecords, context):
     # THEN
     # The handler should successfully process both records
     # and return the correct count
-    assert result == {"processed": 3}
+    assert result == {"processed": 4}
+    assert len(processed_records) == 4
 
-    # All records should be correctly deserialized with proper values
-    assert len(processed_records) == 3
 
-    # First record should contain decoded values
-    assert processed_records[0]["id"] == 1001
-    assert processed_records[0]["name"] == "Laptop"
+def test_glue_schema_registry_complex_schema(lambda_context):
+    # GIVEN
+    # A scenario where a complex schema is used with the PROTOBUF schema type
+    from tests.functional.kafka_consumer._protobuf.schemas.complex_schema_with_glue import complex_event
 
-    # Second record should contain decoded values
-    assert processed_records[1]["id"] == 1001
-    assert processed_records[1]["name"] == "Laptop"
+    # GIVEN A Kafka consumer configured to deserialize Protobuf data
+    # using the User protobuf message type as the schema
+    schema_config = SchemaConfig(
+        value_schema_type="PROTOBUF",
+        value_schema=UserProfile,
+    )
+
+    processed_records = []
+
+    @kafka_consumer(schema_config=schema_config)
+    def handler(event: ConsumerRecords, context):
+        for record in event.records:
+            processed_records.append(
+                {"email": record.value["email"], "age": record.value["age"]},
+            )
+        return {"processed": len(processed_records)}
+
+    # WHEN The handler processes a Kafka event containing Protobuf-encoded data
+    result = handler(complex_event, lambda_context)
+
+    # THEN
+    # The handler should successfully process both records
+    # and return the correct count
+    assert result == {"processed": 4}
+    assert len(processed_records) == 4
+
+
+def test_kafka_consumer_protobuf_with_wrong_avro_schema(kafka_event_with_proto_data, lambda_context):
+    # GIVEN
+    # A Kafka event with a null key in the record
+    kafka_event_wrong_metadata = deepcopy(kafka_event_with_proto_data)
+    kafka_event_wrong_metadata["records"]["my-topic-1"][0]["valueSchemaMetadata"] = {
+        "dataFormat": "AVRO",
+        "schemaId": "1234",
+    }
 
-    # Third record should contain decoded values
-    assert processed_records[2]["id"] == 1001
-    assert processed_records[2]["name"] == "Laptop"
+    schema_config = SchemaConfig(value_schema_type="PROTOBUF", value_schema=UserProfile)
+
+    # A Kafka consumer with no schema configuration specified
+    @kafka_consumer(schema_config=schema_config)
+    def handler(event: ConsumerRecords, context):
+        # Get the first record's key which should be None
+        record = next(event.records)
+        return record.value
+
+    # WHEN
+    # The handler processes the Kafka event with a null key
+    with pytest.raises(KafkaConsumerDeserializationFormatMismatch) as excinfo:
+        handler(kafka_event_wrong_metadata, lambda_context)
+
+    # THEN
+    # Ensure the error contains useful diagnostic information
+    assert "Expected data is PROTOBUF but you sent " in str(excinfo.value)
diff --git a/tests/functional/kafka_consumer/_protobuf/user_prof.proto b/tests/functional/kafka_consumer/_protobuf/user_prof.proto
new file mode 100644
index 00000000000..a8162b1e293
--- /dev/null
+++ b/tests/functional/kafka_consumer/_protobuf/user_prof.proto
@@ -0,0 +1,21 @@
+syntax = "proto3";
+package com.example.protobuf;
+
+message Address {
+  string street = 1;
+  string city = 2;
+  string zip = 3;
+}
+
+message UserProfile {
+  string userId = 1;
+  string name = 2;
+  string email = 3;
+  int32 age = 4;
+  bool isActive = 5;
+  string signupDate = 6;
+  repeated string tags = 7;
+  double score = 8;
+  map<string, string> preferences = 9;
+  Address address = 10;
+}
diff --git a/tests/functional/kafka_consumer/_protobuf/user_prof_pb2.py b/tests/functional/kafka_consumer/_protobuf/user_prof_pb2.py
new file mode 100644
index 00000000000..af4062ad630
--- /dev/null
+++ b/tests/functional/kafka_consumer/_protobuf/user_prof_pb2.py
@@ -0,0 +1,35 @@
+# Generated by the protocol buffer compiler.  DO NOT EDIT!
+# NO CHECKED-IN PROTOBUF GENCODE
+# Protobuf Python Version: 6.30.2
+"""Generated protocol buffer code."""
+
+from google.protobuf import descriptor as _descriptor
+from google.protobuf import descriptor_pool as _descriptor_pool
+from google.protobuf import runtime_version as _runtime_version
+from google.protobuf import symbol_database as _symbol_database
+from google.protobuf.internal import builder as _builder
+
+_runtime_version.ValidateProtobufRuntimeVersion(_runtime_version.Domain.PUBLIC, 6, 30, 2, "", "user_prof.proto")
+# @@protoc_insertion_point(imports)
+
+_sym_db = _symbol_database.Default()
+
+
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(
+    b'\n\x0fuser_prof.proto\x12\x14\x63om.example.protobuf"4\n\x07\x41\x64\x64ress\x12\x0e\n\x06street\x18\x01 \x01(\t\x12\x0c\n\x04\x63ity\x18\x02 \x01(\t\x12\x0b\n\x03zip\x18\x03 \x01(\t"\xb7\x02\n\x0bUserProfile\x12\x0e\n\x06userId\x18\x01 \x01(\t\x12\x0c\n\x04name\x18\x02 \x01(\t\x12\r\n\x05\x65mail\x18\x03 \x01(\t\x12\x0b\n\x03\x61ge\x18\x04 \x01(\x05\x12\x10\n\x08isActive\x18\x05 \x01(\x08\x12\x12\n\nsignupDate\x18\x06 \x01(\t\x12\x0c\n\x04tags\x18\x07 \x03(\t\x12\r\n\x05score\x18\x08 \x01(\x01\x12G\n\x0bpreferences\x18\t \x03(\x0b\x32\x32.com.example.protobuf.UserProfile.PreferencesEntry\x12.\n\x07\x61\x64\x64ress\x18\n \x01(\x0b\x32\x1d.com.example.protobuf.Address\x1a\x32\n\x10PreferencesEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\x62\x06proto3',  # noqa: E501
+)
+
+_globals = globals()
+_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
+_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, "user_prof_pb2", _globals)
+if not _descriptor._USE_C_DESCRIPTORS:
+    DESCRIPTOR._loaded_options = None
+    _globals["_USERPROFILE_PREFERENCESENTRY"]._loaded_options = None
+    _globals["_USERPROFILE_PREFERENCESENTRY"]._serialized_options = b"8\001"
+    _globals["_ADDRESS"]._serialized_start = 41
+    _globals["_ADDRESS"]._serialized_end = 93
+    _globals["_USERPROFILE"]._serialized_start = 96
+    _globals["_USERPROFILE"]._serialized_end = 407
+    _globals["_USERPROFILE_PREFERENCESENTRY"]._serialized_start = 357
+    _globals["_USERPROFILE_PREFERENCESENTRY"]._serialized_end = 407
+# @@protoc_insertion_point(module_scope)
diff --git a/tests/functional/kafka_consumer/required_dependencies/test_kafka_consumer.py b/tests/functional/kafka_consumer/required_dependencies/test_kafka_consumer.py
index a5240eb4d12..657ac2cc46c 100644
--- a/tests/functional/kafka_consumer/required_dependencies/test_kafka_consumer.py
+++ b/tests/functional/kafka_consumer/required_dependencies/test_kafka_consumer.py
@@ -8,6 +8,7 @@
 from aws_lambda_powertools.utilities.kafka.consumer_records import ConsumerRecords
 from aws_lambda_powertools.utilities.kafka.exceptions import (
     KafkaConsumerDeserializationError,
+    KafkaConsumerDeserializationFormatMismatch,
 )
 from aws_lambda_powertools.utilities.kafka.kafka_consumer import kafka_consumer
 from aws_lambda_powertools.utilities.kafka.schema_config import SchemaConfig
@@ -295,6 +296,34 @@ def handler(event: ConsumerRecords, context):
     assert result is None
 
 
+def test_kafka_consumer_json_with_wrong_avro_schema(kafka_event_with_json_data, lambda_context):
+    # GIVEN
+    # A Kafka event with a null key in the record
+    kafka_event_wrong_metadata = deepcopy(kafka_event_with_json_data)
+    kafka_event_wrong_metadata["records"]["my-topic-1"][0]["valueSchemaMetadata"] = {
+        "dataFormat": "AVRO",
+        "schemaId": "1234532323",
+    }
+
+    schema_config = SchemaConfig(value_schema_type="JSON")
+
+    # A Kafka consumer with no schema configuration specified
+    @kafka_consumer(schema_config=schema_config)
+    def handler(event: ConsumerRecords, context):
+        # Get the first record's key which should be None
+        record = next(event.records)
+        return record.value
+
+    # WHEN
+    # The handler processes the Kafka event with a null key
+    with pytest.raises(KafkaConsumerDeserializationFormatMismatch) as excinfo:
+        handler(kafka_event_wrong_metadata, lambda_context)
+
+    # THEN
+    # Ensure the error contains useful diagnostic information
+    assert "Expected data is JSON but you sent " in str(excinfo.value)
+
+
 def test_kafka_consumer_metadata_fields(kafka_event_with_json_data, lambda_context):
     # GIVEN
     # A Kafka event with specific metadata we want to verify is preserved