diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS
new file mode 100644
index 00000000..26b4b78e
--- /dev/null
+++ b/.github/CODEOWNERS
@@ -0,0 +1,6 @@
+*                               @DataDog/serverless-aws
+datadog_lambda/tracing.py       @DataDog/apm-serverless
+datadog_lambda/patch.py         @DataDog/apm-serverless
+datadog_lambda/span_points.py   @DataDog/apm-serverless
+datadog_lambda/cold_start.py    @DataDog/apm-serverless
+datadog_lambda/wrapper.py       @DataDog/apm-serverless
diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index eeb77064..d218bdef 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -41,7 +41,7 @@ jobs:
     strategy:
       max-parallel: 4
       matrix:
-        python-version: ['3.8', '3.9', '3.10', '3.11', '3.12']
+        python-version: ['3.8', '3.9', '3.10', '3.11', '3.12', '3.13']
 
     steps:
       - name: Checkout
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 3b57858c..d632d151 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -24,7 +24,7 @@ We love pull requests. For new features, consider opening an issue to discuss th
      ./scripts/build_layers.sh
 
      # Publish the a testing layer to your own AWS account, and the ARN will be returned
-     # Example: VERSION=1 REGIONS=us-east-1 LAYERS=Datadog-Python312 ./scripts/publish_layers.sh
+     # Example: VERSION=1 REGIONS=us-east-1 LAYERS=Datadog-Python313 ./scripts/publish_layers.sh
      VERSION=<VERSION> REGIONS=<REGION> LAYERS=<LAYER> ./scripts/publish_layers.sh
      ```
 
diff --git a/Dockerfile b/Dockerfile
index 610fef38..0e79d884 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -14,7 +14,7 @@ ENV PATH=/root/.cargo/bin:$PATH
 
 # Install datadog_lambda and dependencies from local
 COPY . .
-RUN pip install . -t ./python/lib/$runtime/site-packages
+RUN pip install --no-cache-dir . -t ./python/lib/$runtime/site-packages
 
 # Remove botocore (40MB) to reduce package size. aws-xray-sdk
 # installs it, while it's already provided by the Lambda Runtime.
@@ -22,13 +22,23 @@ RUN rm -rf ./python/lib/$runtime/site-packages/botocore*
 RUN rm -rf ./python/lib/$runtime/site-packages/setuptools
 RUN rm -rf ./python/lib/$runtime/site-packages/jsonschema/tests
 RUN find . -name 'libddwaf.so' -delete
-RUN rm -rf ./python/lib/$runtime/site-packages/urllib3*
-RUN rm ./python/lib/$runtime/site-packages/ddtrace/appsec/_iast/_taint_tracking/*.so
-RUN rm ./python/lib/$runtime/site-packages/ddtrace/appsec/_iast/_stacktrace*.so
-RUN rm ./python/lib/$runtime/site-packages/ddtrace/internal/datadog/profiling/libdd_wrapper*.so
-RUN rm ./python/lib/$runtime/site-packages/ddtrace/internal/datadog/profiling/ddup/_ddup.*.so
-RUN rm ./python/lib/$runtime/site-packages/ddtrace/internal/datadog/profiling/stack_v2/_stack_v2.*.so
-RUN find . -name "*.dist-info" -type d | xargs rm -rf
+RUN rm -f ./python/lib/$runtime/site-packages/ddtrace/appsec/_iast/_taint_tracking/*.so
+RUN rm -f ./python/lib/$runtime/site-packages/ddtrace/appsec/_iast/_stacktrace*.so
+RUN rm -f ./python/lib/$runtime/site-packages/ddtrace/internal/datadog/profiling/libdd_wrapper*.so
+RUN rm -f ./python/lib/$runtime/site-packages/ddtrace/internal/datadog/profiling/ddup/_ddup.*.so
+# _stack_v2 may not exist for some versions of ddtrace (e.g. under python 3.13)
+RUN rm -f ./python/lib/$runtime/site-packages/ddtrace/internal/datadog/profiling/stack_v2/_stack_v2.*.so
+# remove *.dist-info directories except any entry_points.txt files
+RUN find ./python/lib/$runtime/site-packages/*.dist-info -not -name "entry_points.txt" -type f -delete
+RUN find ./python/lib/$runtime/site-packages -type d -empty -delete
+
+# Remove requests and dependencies
+RUN rm -rf \
+        ./python/lib/$runtime/site-packages/requests* \
+        ./python/lib/$runtime/site-packages/urllib3* \
+        ./python/lib/$runtime/site-packages/certifi* \
+        ./python/lib/$runtime/site-packages/idna* \
+        ./python/lib/$runtime/site-packages/charset_normalizer*
 
 # Precompile all .pyc files and remove .py files. This speeds up load time.
 # Compile with optimization level 2 (-OO) and PYTHONNODEBUGRANGES=1 to redtce
@@ -37,10 +47,10 @@ RUN find . -name "*.dist-info" -type d | xargs rm -rf
 # https://docs.python.org/3.11/using/cmdline.html#cmdoption-O
 # https://docs.python.org/3/using/cmdline.html#envvar-PYTHONNODEBUGRANGES
 RUN PYTHONNODEBUGRANGES=1 python -OO -m compileall -b ./python/lib/$runtime/site-packages
-# remove all .py files except ddtrace/contrib/*/__init__.py which are necessary
+# remove all .py files except ddtrace/contrib/*/patch.py which are necessary
 # for ddtrace.patch to discover instrumationation packages.
 RUN find ./python/lib/$runtime/site-packages -name \*.py | grep -v ddtrace/contrib | xargs rm -rf
-RUN find ./python/lib/$runtime/site-packages/ddtrace/contrib -name \*.py | grep -v __init__ | xargs rm -rf
+RUN find ./python/lib/$runtime/site-packages/ddtrace/contrib -name \*.py | grep -v patch.py | xargs rm -rf
 RUN find ./python/lib/$runtime/site-packages -name __pycache__ -type d -exec rm -r {} \+
 
 # When building ddtrace from branch, remove extra source files.  These are
diff --git a/README.md b/README.md
index dc5b8757..03cd846a 100644
--- a/README.md
+++ b/README.md
@@ -6,7 +6,7 @@
 [![Slack](https://chat.datadoghq.com/badge.svg?bg=632CA6)](https://chat.datadoghq.com/)
 [![License](https://img.shields.io/badge/license-Apache--2.0-blue)](https://github.com/DataDog/datadog-lambda-python/blob/main/LICENSE)
 
-Datadog Lambda Library for Python (3.8, 3.9, 3.10, 3.11, and 3.12) enables [enhanced Lambda metrics](https://docs.datadoghq.com/serverless/enhanced_lambda_metrics), [distributed tracing](https://docs.datadoghq.com/serverless/distributed_tracing), and [custom metric submission](https://docs.datadoghq.com/serverless/custom_metrics) from AWS Lambda functions.
+Datadog Lambda Library for Python (3.8, 3.9, 3.10, 3.11, 3.12, and 3.13) enables [enhanced Lambda metrics](https://docs.datadoghq.com/serverless/enhanced_lambda_metrics), [distributed tracing](https://docs.datadoghq.com/serverless/distributed_tracing), and [custom metric submission](https://docs.datadoghq.com/serverless/custom_metrics) from AWS Lambda functions.
 
 ## Installation
 
@@ -24,7 +24,7 @@ Besides the environment variables supported by dd-trace-py, the datadog-lambda-p
 | -------------------- | ------------ | ------------- |
 | DD_ENCODE_AUTHORIZER_CONTEXT      | When set to `true` for Lambda authorizers, the tracing context will be encoded into the response for propagation. Supported for NodeJS and Python. | `true` |
 | DD_DECODE_AUTHORIZER_CONTEXT      | When set to `true` for Lambdas that are authorized via Lambda authorizers, it will parse and use the encoded tracing context (if found). Supported for NodeJS and Python. | `true` |
-| DD_COLD_START_TRACING | Set to `false` to disable Cold Start Tracing. Used in NodeJS and Python. | `true` |
+| DD_COLD_START_TRACING | When true (default), tracing occurs during cold start which creates many child spans. When false, only one cold start span is created. Used in NodeJS and Python. | `true` |
 | DD_MIN_COLD_START_DURATION |  Sets the minimum duration (in milliseconds) for a module load event to be traced via Cold Start Tracing. Number. | `3` |
 | DD_COLD_START_TRACE_SKIP_LIB | optionally skip creating Cold Start Spans for a comma-separated list of libraries. Useful to limit depth or skip known libraries. | `ddtrace.internal.compat,ddtrace.filters` |
 | DD_CAPTURE_LAMBDA_PAYLOAD | [Captures incoming and outgoing AWS Lambda payloads][1] in the Datadog APM spans for Lambda invocations. | `false` |
diff --git a/ci/datasources/environments.yaml b/ci/datasources/environments.yaml
index 90056ab0..1ae2b4d7 100644
--- a/ci/datasources/environments.yaml
+++ b/ci/datasources/environments.yaml
@@ -1,9 +1,9 @@
 environments:
-  - name: sandbox
+  sandbox:
     external_id: sandbox-publish-externalid
     role_to_assume: sandbox-layer-deployer
     account: 425362996713
-  - name: prod
+  prod:
     external_id: prod-publish-externalid
     role_to_assume: dd-serverless-layer-deployer-role
     account: 464622532012
diff --git a/ci/datasources/regions.yaml b/ci/datasources/regions.yaml
index 93816ce9..d41bade3 100644
--- a/ci/datasources/regions.yaml
+++ b/ci/datasources/regions.yaml
@@ -12,6 +12,7 @@ regions:
   - code: "ap-southeast-3"
   - code: "ap-southeast-4"
   - code: "ap-southeast-5"
+  - code: "ap-southeast-7"
   - code: "ap-northeast-1"
   - code: "ap-northeast-2"
   - code: "ap-northeast-3"
@@ -28,4 +29,5 @@ regions:
   - code: "il-central-1"
   - code: "me-south-1"
   - code: "me-central-1"
+  - code: "mx-central-1"
   - code: "sa-east-1"
diff --git a/ci/datasources/runtimes.yaml b/ci/datasources/runtimes.yaml
index 62fd0279..f9456d39 100644
--- a/ci/datasources/runtimes.yaml
+++ b/ci/datasources/runtimes.yaml
@@ -39,3 +39,11 @@ runtimes:
     python_version: "3.12"
     arch: "arm64"
     image: "3.12.0"
+  - name: "python313"
+    python_version: "3.13"
+    arch: "amd64"
+    image: "3.13.0"
+  - name: "python313"
+    python_version: "3.13"
+    arch: "arm64"
+    image: "3.13.0"
diff --git a/ci/input_files/build.yaml.tpl b/ci/input_files/build.yaml.tpl
index 97e5987f..769f87f5 100644
--- a/ci/input_files/build.yaml.tpl
+++ b/ci/input_files/build.yaml.tpl
@@ -98,13 +98,11 @@ integration-test ({{ $runtime.name }}-{{ $runtime.arch }}):
     - *install-node
     - EXTERNAL_ID_NAME=integration-test-externalid ROLE_TO_ASSUME=sandbox-integration-test-deployer AWS_ACCOUNT=425362996713 source ./ci/get_secrets.sh
     - yarn global add serverless@^3.38.0 --prefix /usr/local
+    - yarn global add serverless-python-requirements@^6.1.1 --prefix /usr/local
     - cd integration_tests && yarn install && cd ..
   script:
     - RUNTIME_PARAM={{ $runtime.python_version }} ARCH={{ $runtime.arch }} ./scripts/run_integration_tests.sh
 
-{{ range $environment := (ds "environments").environments }}
-
-{{ if or (eq $environment.name "prod") }}
 sign-layer ({{ $runtime.name }}-{{ $runtime.arch }}):
   stage: sign
   tags: ["arch:amd64"]
@@ -127,22 +125,25 @@ sign-layer ({{ $runtime.name }}-{{ $runtime.arch }}):
   before_script:
     - apt-get update
     - apt-get install -y uuid-runtime
+    {{ with $environment := (ds "environments").environments.prod }}
     - EXTERNAL_ID_NAME={{ $environment.external_id }} ROLE_TO_ASSUME={{ $environment.role_to_assume }} AWS_ACCOUNT={{ $environment.account }} source ./ci/get_secrets.sh
+    {{ end }}
   script:
-    - LAYER_FILE=datadog_lambda_py-{{ $runtime.arch}}-{{ $runtime.python_version }}.zip ./scripts/sign_layers.sh {{ $environment.name }}
-{{ end }}
+    - LAYER_FILE=datadog_lambda_py-{{ $runtime.arch}}-{{ $runtime.python_version }}.zip ./scripts/sign_layers.sh prod
+
+{{ range $environment_name, $environment := (ds "environments").environments }}
 
-publish-layer-{{ $environment.name }} ({{ $runtime.name }}-{{ $runtime.arch }}):
+publish-layer-{{ $environment_name }} ({{ $runtime.name }}-{{ $runtime.arch }}):
   stage: publish
   tags: ["arch:amd64"]
   image: registry.ddbuild.io/images/docker:20.10-py3
   rules:
-    - if: '"{{ $environment.name }}" =~ /^(sandbox|staging)/'
+    - if: '"{{ $environment_name }}" == "sandbox"'
       when: manual
       allow_failure: true
     - if: '$CI_COMMIT_TAG =~ /^v.*/'
   needs:
-{{ if or (eq $environment.name "prod") }}
+{{ if or (eq $environment_name "prod") }}
       - sign-layer ({{ $runtime.name }}-{{ $runtime.arch}})
 {{ else }}
       - build-layer ({{ $runtime.name }}-{{ $runtime.arch }})
@@ -152,7 +153,7 @@ publish-layer-{{ $environment.name }} ({{ $runtime.name }}-{{ $runtime.arch }}):
       - integration-test ({{ $runtime.name }}-{{ $runtime.arch }})
 {{ end }}
   dependencies:
-{{ if or (eq $environment.name "prod") }}
+{{ if or (eq $environment_name "prod") }}
       - sign-layer ({{ $runtime.name }}-{{ $runtime.arch}})
 {{ else }}
       - build-layer ({{ $runtime.name }}-{{ $runtime.arch }})
@@ -165,7 +166,7 @@ publish-layer-{{ $environment.name }} ({{ $runtime.name }}-{{ $runtime.arch }}):
   before_script:
     - EXTERNAL_ID_NAME={{ $environment.external_id }} ROLE_TO_ASSUME={{ $environment.role_to_assume }} AWS_ACCOUNT={{ $environment.account }} source ./ci/get_secrets.sh
   script:
-    - STAGE={{ $environment.name }} PYTHON_VERSION={{ $runtime.python_version }} ARCH={{ $runtime.arch }} ./ci/publish_layers.sh
+    - STAGE={{ $environment_name }} PYTHON_VERSION={{ $runtime.python_version }} ARCH={{ $runtime.arch }} ./ci/publish_layers.sh
 
 {{- end }}
 
@@ -185,3 +186,49 @@ publish-pypi-package:
   {{- end }}
   script:
     - ./ci/publish_pypi.sh
+
+layer bundle:
+  stage: build
+  tags: ["arch:amd64"]
+  image: registry.ddbuild.io/images/docker:20.10
+  needs:
+    {{ range (ds "runtimes").runtimes }}
+    - build-layer ({{ .name }}-{{ .arch }})
+    {{ end }}
+  dependencies:
+    {{ range (ds "runtimes").runtimes }}
+    - build-layer ({{ .name }}-{{ .arch }})
+    {{ end }}
+  artifacts:
+    expire_in: 1 hr
+    paths:
+      - datadog_lambda_py-bundle-${CI_JOB_ID}/
+    name: datadog_lambda_py-bundle-${CI_JOB_ID}
+  script:
+    - rm -rf datadog_lambda_py-bundle-${CI_JOB_ID}
+    - mkdir -p datadog_lambda_py-bundle-${CI_JOB_ID}
+    - cp .layers/datadog_lambda_py-*.zip datadog_lambda_py-bundle-${CI_JOB_ID}
+
+signed layer bundle:
+  stage: sign
+  image: registry.ddbuild.io/images/docker:20.10-py3
+  tags: ["arch:amd64"]
+  rules:
+    - if: '$CI_COMMIT_TAG =~ /^v.*/'
+  needs:
+    {{ range (ds "runtimes").runtimes }}
+    - sign-layer ({{ .name }}-{{ .arch }})
+    {{ end }}
+  dependencies:
+    {{ range (ds "runtimes").runtimes }}
+    - sign-layer ({{ .name }}-{{ .arch }})
+    {{ end }}
+  artifacts:
+    expire_in: 1 day
+    paths:
+      - datadog_lambda_py-signed-bundle-${CI_JOB_ID}/
+    name: datadog_lambda_py-signed-bundle-${CI_JOB_ID}
+  script:
+    - rm -rf datadog_lambda_py-signed-bundle-${CI_JOB_ID}
+    - mkdir -p datadog_lambda_py-signed-bundle-${CI_JOB_ID}
+    - cp .layers/datadog_lambda_py-*.zip datadog_lambda_py-signed-bundle-${CI_JOB_ID}
diff --git a/ci/publish_layers.sh b/ci/publish_layers.sh
index f94a0bc3..58257bf1 100755
--- a/ci/publish_layers.sh
+++ b/ci/publish_layers.sh
@@ -21,8 +21,23 @@ AWS_CLI_PYTHON_VERSIONS=(
     "python3.11"
     "python3.12"
     "python3.12"
+    "python3.13"
+    "python3.13"
+)
+PYTHON_VERSIONS=(
+    "3.8-amd64"
+    "3.8-arm64"
+    "3.9-amd64"
+    "3.9-arm64"
+    "3.10-amd64"
+    "3.10-arm64"
+    "3.11-amd64"
+    "3.11-arm64"
+    "3.12-amd64"
+    "3.12-arm64"
+    "3.13-amd64"
+    "3.13-arm64"
 )
-PYTHON_VERSIONS=("3.8-amd64" "3.8-arm64" "3.9-amd64" "3.9-arm64" "3.10-amd64" "3.10-arm64" "3.11-amd64" "3.11-arm64" "3.12-amd64" "3.12-arm64")
 LAYER_PATHS=(
     ".layers/datadog_lambda_py-amd64-3.8.zip"
     ".layers/datadog_lambda_py-arm64-3.8.zip"
@@ -34,6 +49,8 @@ LAYER_PATHS=(
     ".layers/datadog_lambda_py-arm64-3.11.zip"
     ".layers/datadog_lambda_py-amd64-3.12.zip"
     ".layers/datadog_lambda_py-arm64-3.12.zip"
+    ".layers/datadog_lambda_py-amd64-3.13.zip"
+    ".layers/datadog_lambda_py-arm64-3.13.zip"
 )
 LAYERS=(
     "Datadog-Python38"
@@ -46,12 +63,19 @@ LAYERS=(
     "Datadog-Python311-ARM"
     "Datadog-Python312"
     "Datadog-Python312-ARM"
+    "Datadog-Python313"
+    "Datadog-Python313-ARM"
 )
-STAGES=('prod', 'sandbox', 'staging')
+STAGES=('prod', 'sandbox', 'staging', 'gov-staging', 'gov-prod')
 
 printf "Starting script...\n\n"
-printf "Installing dependencies\n"
-pip install awscli
+
+if [ -z "$SKIP_PIP_INSTALL" ]; then
+    echo "Installing dependencies"
+    pip install awscli
+else
+    echo "Skipping pip install"
+fi
 
 publish_layer() {
     region=$1
@@ -83,7 +107,7 @@ fi
 
 printf "Python version specified: $PYTHON_VERSION\n"
 if [[ ! ${PYTHON_VERSIONS[@]} =~ $PYTHON_VERSION ]]; then
-    printf "[Error] Unsupported PYTHON_VERSION found.\n"
+    printf "[Error] Unsupported PYTHON_VERSION found: $PYTHON_VERSION.\n"
     exit 1
 fi
 
@@ -127,8 +151,14 @@ if [[ ! ${STAGES[@]} =~ $STAGE ]]; then
 fi
 
 layer="${LAYERS[$index]}"
+if [ -z "$LAYER_NAME_SUFFIX" ]; then
+    echo "No layer name suffix"
+else
+    layer="${layer}-${LAYER_NAME_SUFFIX}"
+fi
+echo "layer name: $layer"
 
-if [[ "$STAGE" =~ ^(staging|sandbox)$ ]]; then
+if [[ "$STAGE" =~ ^(staging|sandbox|gov-staging)$ ]]; then
     # Deploy latest version
     latest_version=$(aws lambda list-layer-versions --region $REGION --layer-name $layer --query 'LayerVersions[0].Version || `0`')
     VERSION=$(($latest_version + 1))
diff --git a/datadog_lambda/api.py b/datadog_lambda/api.py
index b5414fd9..d1cee4e4 100644
--- a/datadog_lambda/api.py
+++ b/datadog_lambda/api.py
@@ -1,12 +1,16 @@
-import os
 import logging
-import base64
+import os
+
+from datadog_lambda.fips import fips_mode_enabled
 
 logger = logging.getLogger(__name__)
 KMS_ENCRYPTION_CONTEXT_KEY = "LambdaFunctionName"
+api_key = None
 
 
 def decrypt_kms_api_key(kms_client, ciphertext):
+    import base64
+
     from botocore.exceptions import ClientError
 
     """
@@ -46,6 +50,73 @@ def decrypt_kms_api_key(kms_client, ciphertext):
     return plaintext
 
 
+def get_api_key() -> str:
+    """
+    Gets the Datadog API key from the environment variables or secrets manager.
+    Extracts the result to a global value to avoid repeated calls to the
+    secrets manager from different products.
+    """
+    global api_key
+    if api_key:
+        return api_key
+
+    DD_API_KEY_SECRET_ARN = os.environ.get("DD_API_KEY_SECRET_ARN", "")
+    DD_API_KEY_SSM_NAME = os.environ.get("DD_API_KEY_SSM_NAME", "")
+    DD_KMS_API_KEY = os.environ.get("DD_KMS_API_KEY", "")
+    DD_API_KEY = os.environ.get("DD_API_KEY", os.environ.get("DATADOG_API_KEY", ""))
+
+    LAMBDA_REGION = os.environ.get("AWS_REGION", "")
+    if fips_mode_enabled:
+        logger.debug(
+            "FIPS mode is enabled, using FIPS endpoints for secrets management."
+        )
+
+    if DD_API_KEY_SECRET_ARN:
+        # Secrets manager endpoints: https://docs.aws.amazon.com/general/latest/gr/asm.html
+        try:
+            secrets_region = DD_API_KEY_SECRET_ARN.split(":")[3]
+        except Exception:
+            logger.debug(
+                "Invalid secret arn in DD_API_KEY_SECRET_ARN. Unable to get API key."
+            )
+            return ""
+        endpoint_url = (
+            f"https://secretsmanager-fips.{secrets_region}.amazonaws.com"
+            if fips_mode_enabled
+            else None
+        )
+        secrets_manager_client = _boto3_client(
+            "secretsmanager", endpoint_url=endpoint_url, region_name=secrets_region
+        )
+        api_key = secrets_manager_client.get_secret_value(
+            SecretId=DD_API_KEY_SECRET_ARN
+        )["SecretString"]
+    elif DD_API_KEY_SSM_NAME:
+        # SSM endpoints: https://docs.aws.amazon.com/general/latest/gr/ssm.html
+        fips_endpoint = (
+            f"https://ssm-fips.{LAMBDA_REGION}.amazonaws.com"
+            if fips_mode_enabled
+            else None
+        )
+        ssm_client = _boto3_client("ssm", endpoint_url=fips_endpoint)
+        api_key = ssm_client.get_parameter(
+            Name=DD_API_KEY_SSM_NAME, WithDecryption=True
+        )["Parameter"]["Value"]
+    elif DD_KMS_API_KEY:
+        # KMS endpoints: https://docs.aws.amazon.com/general/latest/gr/kms.html
+        fips_endpoint = (
+            f"https://kms-fips.{LAMBDA_REGION}.amazonaws.com"
+            if fips_mode_enabled
+            else None
+        )
+        kms_client = _boto3_client("kms", endpoint_url=fips_endpoint)
+        api_key = decrypt_kms_api_key(kms_client, DD_KMS_API_KEY)
+    else:
+        api_key = DD_API_KEY
+
+    return api_key
+
+
 def init_api():
     if not os.environ.get("DD_FLUSH_TO_LOG", "").lower() == "true":
         # Make sure that this package would always be lazy-loaded/outside from the critical path
@@ -54,28 +125,7 @@ def init_api():
         from datadog import api
 
         if not api._api_key:
-            import boto3
-
-            DD_API_KEY_SECRET_ARN = os.environ.get("DD_API_KEY_SECRET_ARN", "")
-            DD_API_KEY_SSM_NAME = os.environ.get("DD_API_KEY_SSM_NAME", "")
-            DD_KMS_API_KEY = os.environ.get("DD_KMS_API_KEY", "")
-            DD_API_KEY = os.environ.get(
-                "DD_API_KEY", os.environ.get("DATADOG_API_KEY", "")
-            )
-
-            if DD_API_KEY_SECRET_ARN:
-                api._api_key = boto3.client("secretsmanager").get_secret_value(
-                    SecretId=DD_API_KEY_SECRET_ARN
-                )["SecretString"]
-            elif DD_API_KEY_SSM_NAME:
-                api._api_key = boto3.client("ssm").get_parameter(
-                    Name=DD_API_KEY_SSM_NAME, WithDecryption=True
-                )["Parameter"]["Value"]
-            elif DD_KMS_API_KEY:
-                kms_client = boto3.client("kms")
-                api._api_key = decrypt_kms_api_key(kms_client, DD_KMS_API_KEY)
-            else:
-                api._api_key = DD_API_KEY
+            api._api_key = get_api_key()
 
         logger.debug("Setting DATADOG_API_KEY of length %d", len(api._api_key))
 
@@ -87,3 +137,9 @@ def init_api():
 
         # Unmute exceptions from datadog api client, so we can catch and handle them
         api._mute = False
+
+
+def _boto3_client(*args, **kwargs):
+    import botocore.session
+
+    return botocore.session.get_session().create_client(*args, **kwargs)
diff --git a/datadog_lambda/cold_start.py b/datadog_lambda/cold_start.py
index 8c21420d..ea10ea20 100644
--- a/datadog_lambda/cold_start.py
+++ b/datadog_lambda/cold_start.py
@@ -31,7 +31,7 @@ def set_cold_start(init_timestamp_ns):
         _cold_start = False
         _proactive_initialization = False
     _lambda_container_initialized = True
-    from ddtrace import tracer as _tracer
+    from ddtrace.trace import tracer as _tracer
 
 
 def is_cold_start():
diff --git a/datadog_lambda/constants.py b/datadog_lambda/constants.py
index fd8afb3e..6ab62738 100644
--- a/datadog_lambda/constants.py
+++ b/datadog_lambda/constants.py
@@ -3,9 +3,8 @@
 # This product includes software developed at Datadog (https://www.datadoghq.com/).
 # Copyright 2019 Datadog, Inc.
 
-# Datadog trace sampling priority
-
 
+# Datadog trace sampling priority
 class SamplingPriority(object):
     USER_REJECT = -1
     AUTO_REJECT = 0
@@ -18,6 +17,7 @@ class TraceHeader(object):
     TRACE_ID = "x-datadog-trace-id"
     PARENT_ID = "x-datadog-parent-id"
     SAMPLING_PRIORITY = "x-datadog-sampling-priority"
+    TAGS = "x-datadog-tags"
 
 
 # X-Ray subsegment to save Datadog trace metadata
diff --git a/datadog_lambda/dogstatsd.py b/datadog_lambda/dogstatsd.py
index a627492d..a08e2592 100644
--- a/datadog_lambda/dogstatsd.py
+++ b/datadog_lambda/dogstatsd.py
@@ -1,11 +1,10 @@
+import errno
 import logging
 import os
-import socket
-import errno
 import re
+import socket
 from threading import Lock
 
-
 MIN_SEND_BUFFER_SIZE = 32 * 1024
 log = logging.getLogger("datadog_lambda.dogstatsd")
 
@@ -55,14 +54,21 @@ def _get_udp_socket(cls, host, port):
 
         return sock
 
-    def distribution(self, metric, value, tags=None):
+    def distribution(self, metric, value, tags=None, timestamp=None):
         """
-        Send a global distribution value, optionally setting tags.
+        Send a global distribution value, optionally setting tags. The optional
+        timestamp should be an integer representing seconds since the epoch
+        (January 1, 1970, 00:00:00 UTC).
 
         >>> statsd.distribution("uploaded.file.size", 1445)
         >>> statsd.distribution("album.photo.count", 26, tags=["gender:female"])
+        >>> statsd.distribution(
+        >>>     "historic.file.count",
+        >>>     5,
+        >>>     timestamp=int(datetime(2020, 2, 14, 12, 0, 0).timestamp()),
+        >>> )
         """
-        self._report(metric, "d", value, tags)
+        self._report(metric, "d", value, tags, timestamp)
 
     def close_socket(self):
         """
@@ -84,20 +90,21 @@ def normalize_tags(self, tag_list):
             for tag in tag_list
         ]
 
-    def _serialize_metric(self, metric, metric_type, value, tags):
+    def _serialize_metric(self, metric, metric_type, value, tags, timestamp):
         # Create/format the metric packet
-        return "%s:%s|%s%s" % (
+        return "%s:%s|%s%s%s" % (
             metric,
             value,
             metric_type,
             ("|#" + ",".join(self.normalize_tags(tags))) if tags else "",
+            ("|T" + str(int(timestamp))) if timestamp is not None else "",
         )
 
-    def _report(self, metric, metric_type, value, tags):
+    def _report(self, metric, metric_type, value, tags, timestamp):
         if value is None:
             return
 
-        payload = self._serialize_metric(metric, metric_type, value, tags)
+        payload = self._serialize_metric(metric, metric_type, value, tags, timestamp)
 
         # Send it
         self._send_to_server(payload)
diff --git a/datadog_lambda/fips.py b/datadog_lambda/fips.py
new file mode 100644
index 00000000..8442ddd9
--- /dev/null
+++ b/datadog_lambda/fips.py
@@ -0,0 +1,19 @@
+import logging
+import os
+
+is_gov_region = os.environ.get("AWS_REGION", "").startswith("us-gov-")
+
+fips_mode_enabled = (
+    os.environ.get(
+        "DD_LAMBDA_FIPS_MODE",
+        "true" if is_gov_region else "false",
+    ).lower()
+    == "true"
+)
+
+if is_gov_region or fips_mode_enabled:
+    logger = logging.getLogger(__name__)
+    logger.debug(
+        "Python Lambda Layer FIPS mode is %s.",
+        "enabled" if fips_mode_enabled else "not enabled",
+    )
diff --git a/datadog_lambda/handler.py b/datadog_lambda/handler.py
index 433d9b92..4f12b1ad 100644
--- a/datadog_lambda/handler.py
+++ b/datadog_lambda/handler.py
@@ -3,7 +3,6 @@
 # This product includes software developed at Datadog (https://www.datadoghq.com/).
 # Copyright 2020 Datadog, Inc.
 
-from __future__ import absolute_import
 from importlib import import_module
 
 import os
diff --git a/datadog_lambda/metric.py b/datadog_lambda/metric.py
index d312e3bb..c9b978d6 100644
--- a/datadog_lambda/metric.py
+++ b/datadog_lambda/metric.py
@@ -3,37 +3,66 @@
 # This product includes software developed at Datadog (https://www.datadoghq.com/).
 # Copyright 2019 Datadog, Inc.
 
+import enum
+import logging
 import os
 import time
-import logging
-import ujson as json
 from datetime import datetime, timedelta
 
+import ujson as json
+
 from datadog_lambda.extension import should_use_extension
-from datadog_lambda.tags import get_enhanced_metrics_tags, dd_lambda_layer_tag
+from datadog_lambda.fips import fips_mode_enabled
+from datadog_lambda.tags import dd_lambda_layer_tag, get_enhanced_metrics_tags
 
 logger = logging.getLogger(__name__)
 
-lambda_stats = None
-extension_thread_stats = None
 
-flush_in_thread = os.environ.get("DD_FLUSH_IN_THREAD", "").lower() == "true"
+class MetricsHandler(enum.Enum):
+    EXTENSION = "extension"
+    FORWARDER = "forwarder"
+    DATADOG_API = "datadog_api"
+    NO_METRICS = "no_metrics"
+
+
+def _select_metrics_handler():
+    if should_use_extension:
+        return MetricsHandler.EXTENSION
+    if os.environ.get("DD_FLUSH_TO_LOG", "").lower() == "true":
+        return MetricsHandler.FORWARDER
+
+    if fips_mode_enabled:
+        logger.debug(
+            "With FIPS mode enabled, the Datadog API metrics handler is unavailable."
+        )
+        return MetricsHandler.NO_METRICS
+
+    return MetricsHandler.DATADOG_API
+
+
+metrics_handler = _select_metrics_handler()
+logger.debug("identified primary metrics handler as %s", metrics_handler)
 
-if should_use_extension:
+
+lambda_stats = None
+if metrics_handler == MetricsHandler.EXTENSION:
     from datadog_lambda.statsd_writer import StatsDWriter
 
     lambda_stats = StatsDWriter()
-else:
+
+elif metrics_handler == MetricsHandler.DATADOG_API:
     # Periodical flushing in a background thread is NOT guaranteed to succeed
     # and leads to data loss. When disabled, metrics are only flushed at the
     # end of invocation. To make metrics submitted from a long-running Lambda
     # function available sooner, consider using the Datadog Lambda extension.
-    from datadog_lambda.thread_stats_writer import ThreadStatsWriter
     from datadog_lambda.api import init_api
+    from datadog_lambda.thread_stats_writer import ThreadStatsWriter
 
+    flush_in_thread = os.environ.get("DD_FLUSH_IN_THREAD", "").lower() == "true"
     init_api()
     lambda_stats = ThreadStatsWriter(flush_in_thread)
 
+
 enhanced_metrics_enabled = (
     os.environ.get("DD_ENHANCED_METRICS", "true").lower() == "true"
 )
@@ -44,67 +73,96 @@ def lambda_metric(metric_name, value, timestamp=None, tags=None, force_async=Fal
     Submit a data point to Datadog distribution metrics.
     https://docs.datadoghq.com/graphing/metrics/distributions/
 
-    When DD_FLUSH_TO_LOG is True, write metric to log, and
-    wait for the Datadog Log Forwarder Lambda function to submit
-    the metrics asynchronously.
+    If the Datadog Lambda Extension is present, metrics are submitted to its
+    dogstatsd endpoint.
+
+    When DD_FLUSH_TO_LOG is True or force_async is True, write metric to log,
+    and wait for the Datadog Log Forwarder Lambda function to submit the
+    metrics asynchronously.
 
     Otherwise, the metrics will be submitted to the Datadog API
     periodically and at the end of the function execution in a
     background thread.
 
-    Note that if the extension is present, it will override the DD_FLUSH_TO_LOG value
-    and always use the layer to send metrics to the extension
+    Note that if the extension is present, it will override the DD_FLUSH_TO_LOG
+    value and always use the layer to send metrics to the extension
     """
-    flush_to_logs = os.environ.get("DD_FLUSH_TO_LOG", "").lower() == "true"
-    tags = [] if tags is None else list(tags)
-    tags.append(dd_lambda_layer_tag)
+    if not metric_name or not isinstance(metric_name, str):
+        logger.warning(
+            "Ignoring metric submission. Invalid metric name: %s", metric_name
+        )
+        return
 
-    if should_use_extension and timestamp is not None:
-        # The extension does not support timestamps for distributions so we create a
-        # a thread stats writer to submit metrics with timestamps to the API
-        timestamp_ceiling = int(
-            (datetime.now() - timedelta(hours=4)).timestamp()
-        )  # 4 hours ago
-        if isinstance(timestamp, datetime):
-            timestamp = int(timestamp.timestamp())
-        if timestamp_ceiling > timestamp:
-            logger.warning(
-                "Timestamp %s is older than 4 hours, not submitting metric %s",
-                timestamp,
-                metric_name,
-            )
-            return
-        global extension_thread_stats
-        if extension_thread_stats is None:
-            from datadog_lambda.thread_stats_writer import ThreadStatsWriter
-            from datadog_lambda.api import init_api
-
-            init_api()
-            extension_thread_stats = ThreadStatsWriter(flush_in_thread)
-
-        extension_thread_stats.distribution(
-            metric_name, value, tags=tags, timestamp=timestamp
+    try:
+        float(value)
+    except (ValueError, TypeError):
+        logger.warning(
+            "Ignoring metric submission for metric '%s' because the value is not numeric: %r",
+            metric_name,
+            value,
         )
         return
 
-    if should_use_extension:
+    tags = [] if tags is None else list(tags)
+    tags.append(dd_lambda_layer_tag)
+
+    if metrics_handler == MetricsHandler.EXTENSION:
+        if timestamp is not None:
+            if isinstance(timestamp, datetime):
+                timestamp = int(timestamp.timestamp())
+
+            else:
+                try:
+                    timestamp = int(timestamp)
+                except Exception:
+                    logger.debug(
+                        "Ignoring metric submission for metric '%s' because the timestamp cannot "
+                        "be turned into an integer: %r",
+                        metric_name,
+                        timestamp,
+                    )
+                    return
+
+            timestamp_floor = int((datetime.now() - timedelta(hours=4)).timestamp())
+            if timestamp < timestamp_floor:
+                logger.warning(
+                    "Timestamp %s is older than 4 hours, not submitting metric %s",
+                    timestamp,
+                    metric_name,
+                )
+                return
+
         logger.debug(
             "Sending metric %s value %s to Datadog via extension", metric_name, value
         )
         lambda_stats.distribution(metric_name, value, tags=tags, timestamp=timestamp)
+
+    elif force_async or (metrics_handler == MetricsHandler.FORWARDER):
+        write_metric_point_to_stdout(metric_name, value, timestamp=timestamp, tags=tags)
+
+    elif metrics_handler == MetricsHandler.DATADOG_API:
+        lambda_stats.distribution(metric_name, value, tags=tags, timestamp=timestamp)
+
+    elif metrics_handler == MetricsHandler.NO_METRICS:
+        logger.debug(
+            "Metric %s cannot be submitted because the metrics handler is disabled",
+            metric_name,
+        ),
+
     else:
-        if flush_to_logs or force_async:
-            write_metric_point_to_stdout(
-                metric_name, value, timestamp=timestamp, tags=tags
-            )
-        else:
-            lambda_stats.distribution(
-                metric_name, value, tags=tags, timestamp=timestamp
-            )
+        # This should be qutie impossible, but let's at least log a message if
+        # it somehow happens.
+        logger.debug(
+            "Metric %s cannot be submitted because the metrics handler is not configured: %s",
+            metric_name,
+            metrics_handler,
+        )
 
 
-def write_metric_point_to_stdout(metric_name, value, timestamp=None, tags=[]):
+def write_metric_point_to_stdout(metric_name, value, timestamp=None, tags=None):
     """Writes the specified metric point to standard output"""
+    tags = tags or []
+
     logger.debug(
         "Sending metric %s value %s to Datadog via log forwarder", metric_name, value
     )
@@ -122,19 +180,8 @@ def write_metric_point_to_stdout(metric_name, value, timestamp=None, tags=[]):
 
 
 def flush_stats(lambda_context=None):
-    lambda_stats.flush()
-
-    if extension_thread_stats is not None:
-        tags = None
-        if lambda_context is not None:
-            tags = get_enhanced_metrics_tags(lambda_context)
-            split_arn = lambda_context.invoked_function_arn.split(":")
-            if len(split_arn) > 7:
-                # Get rid of the alias
-                split_arn.pop()
-            arn = ":".join(split_arn)
-            tags.append("function_arn:" + arn)
-        extension_thread_stats.flush(tags)
+    if lambda_stats is not None:
+        lambda_stats.flush()
 
 
 def submit_enhanced_metric(metric_name, lambda_context):
@@ -172,3 +219,17 @@ def submit_errors_metric(lambda_context):
         lambda_context (object): Lambda context dict passed to the function by AWS
     """
     submit_enhanced_metric("errors", lambda_context)
+
+
+def submit_dynamodb_stream_type_metric(event):
+    stream_view_type = (
+        event.get("Records", [{}])[0].get("dynamodb", {}).get("StreamViewType")
+    )
+    if stream_view_type:
+        lambda_metric(
+            "datadog.serverless.dynamodb.stream.type",
+            1,
+            timestamp=None,
+            tags=[f"streamtype:{stream_view_type}"],
+            force_async=True,
+        )
diff --git a/datadog_lambda/span_pointers.py b/datadog_lambda/span_pointers.py
index 86c9e60b..40d959e6 100644
--- a/datadog_lambda/span_pointers.py
+++ b/datadog_lambda/span_pointers.py
@@ -2,9 +2,12 @@
 import logging
 import os
 from typing import List
+from typing import Optional
 
 from ddtrace._trace._span_pointer import _SpanPointerDirection
 from ddtrace._trace._span_pointer import _SpanPointerDescription
+
+from datadog_lambda.metric import submit_dynamodb_stream_type_metric
 from datadog_lambda.trigger import EventTypes
 
 
@@ -27,10 +30,12 @@ def calculate_span_pointers(
                 return _calculate_s3_span_pointers_for_event(event)
 
             elif event_source.equals(EventTypes.DYNAMODB):
+                # Temporary metric. TODO eventually remove(@nhulston)
+                submit_dynamodb_stream_type_metric(event)
                 return _calculate_dynamodb_span_pointers_for_event(event)
 
     except Exception as e:
-        logger.warning(
+        logger.debug(
             "failed to calculate span pointers for event: %s",
             e,
         )
@@ -75,7 +80,7 @@ def _calculate_s3_span_pointers_for_object_created_s3_information(
         etag = s3_information["object"]["eTag"]
 
     except KeyError as e:
-        logger.warning(
+        logger.debug(
             "missing s3 information required to make a span pointer: %s",
             e,
         )
@@ -86,17 +91,31 @@ def _calculate_s3_span_pointers_for_object_created_s3_information(
             _aws_s3_object_span_pointer_description,
         )
 
-        return [
-            _aws_s3_object_span_pointer_description(
+        try:
+            span_pointer_description = _aws_s3_object_span_pointer_description(
+                operation="S3.LambdaEvent",
+                pointer_direction=_SpanPointerDirection.UPSTREAM,
+                bucket=bucket,
+                key=key,
+                etag=etag,
+            )
+        except TypeError:
+            # The older version of this function did not have an operation
+            # parameter.
+            span_pointer_description = _aws_s3_object_span_pointer_description(
                 pointer_direction=_SpanPointerDirection.UPSTREAM,
                 bucket=bucket,
                 key=key,
                 etag=etag,
             )
-        ]
+
+        if span_pointer_description is None:
+            return []
+
+        return [span_pointer_description]
 
     except Exception as e:
-        logger.warning(
+        logger.debug(
             "failed to generate S3 span pointer: %s",
             e,
         )
@@ -120,10 +139,13 @@ def _calculate_dynamodb_span_pointers_for_event_record(
 ) -> List[_SpanPointerDescription]:
     try:
         table_name = _extract_table_name_from_dynamodb_stream_record(record)
+        if table_name is None:
+            return []
+
         primary_key = record["dynamodb"]["Keys"]
 
     except Exception as e:
-        logger.warning(
+        logger.debug(
             "missing DynamoDB information required to make a span pointer: %s",
             e,
         )
@@ -134,23 +156,36 @@ def _calculate_dynamodb_span_pointers_for_event_record(
             _aws_dynamodb_item_span_pointer_description,
         )
 
-        return [
-            _aws_dynamodb_item_span_pointer_description(
+        try:
+            span_pointer_description = _aws_dynamodb_item_span_pointer_description(
+                operation="DynamoDB.LambdaEvent",
                 pointer_direction=_SpanPointerDirection.UPSTREAM,
                 table_name=table_name,
                 primary_key=primary_key,
             )
-        ]
+        except TypeError:
+            # The older version of this function did not have an operation
+            # parameter.
+            span_pointer_description = _aws_dynamodb_item_span_pointer_description(
+                pointer_direction=_SpanPointerDirection.UPSTREAM,
+                table_name=table_name,
+                primary_key=primary_key,
+            )
+
+        if span_pointer_description is None:
+            return []
+
+        return [span_pointer_description]
 
     except Exception as e:
-        logger.warning(
+        logger.debug(
             "failed to generate DynamoDB span pointer: %s",
             e,
         )
         return []
 
 
-def _extract_table_name_from_dynamodb_stream_record(record) -> str:
+def _extract_table_name_from_dynamodb_stream_record(record) -> Optional[str]:
     # Example eventSourceARN:
     # arn:aws:dynamodb:us-east-2:123456789012:table/my-table/stream/2024-06-10T19:26:16.525
     event_source_arn = record["eventSourceARN"]
@@ -159,10 +194,12 @@ def _extract_table_name_from_dynamodb_stream_record(record) -> str:
         ":", maxsplit=5
     )
     if _arn != "arn" or _aws != "aws" or _dynamodb != "dynamodb":
-        raise ValueError(f"unexpected eventSourceARN format: {event_source_arn}")
+        logger.debug("unexpected eventSourceARN format: %s", event_source_arn)
+        return None
 
     [_table, table_name, _stream, _timestamp] = dynamodb_info.split("/")
     if _table != "table" or _stream != "stream":
-        raise ValueError(f"unexpected eventSourceARN format: {event_source_arn}")
+        logger.debug("unexpected eventSourceARN format: %s", event_source_arn)
+        return None
 
     return table_name
diff --git a/datadog_lambda/stats_writer.py b/datadog_lambda/stats_writer.py
index d3919c30..563b1ae9 100644
--- a/datadog_lambda/stats_writer.py
+++ b/datadog_lambda/stats_writer.py
@@ -1,5 +1,5 @@
 class StatsWriter:
-    def distribution(self, metric_name, value, tags=[], timestamp=None):
+    def distribution(self, metric_name, value, tags=None, timestamp=None):
         raise NotImplementedError()
 
     def flush(self):
diff --git a/datadog_lambda/statsd_writer.py b/datadog_lambda/statsd_writer.py
index 33843dc6..4aaab8d5 100644
--- a/datadog_lambda/statsd_writer.py
+++ b/datadog_lambda/statsd_writer.py
@@ -1,5 +1,5 @@
-from datadog_lambda.stats_writer import StatsWriter
 from datadog_lambda.dogstatsd import statsd
+from datadog_lambda.stats_writer import StatsWriter
 
 
 class StatsDWriter(StatsWriter):
@@ -7,8 +7,8 @@ class StatsDWriter(StatsWriter):
     Writes distribution metrics using StatsD protocol
     """
 
-    def distribution(self, metric_name, value, tags=[], timestamp=None):
-        statsd.distribution(metric_name, value, tags=tags)
+    def distribution(self, metric_name, value, tags=None, timestamp=None):
+        statsd.distribution(metric_name, value, tags=tags, timestamp=timestamp)
 
     def flush(self):
         pass
diff --git a/datadog_lambda/thread_stats_writer.py b/datadog_lambda/thread_stats_writer.py
index 422a9a0a..f21ee31f 100644
--- a/datadog_lambda/thread_stats_writer.py
+++ b/datadog_lambda/thread_stats_writer.py
@@ -3,6 +3,7 @@
 # Make sure that this package would always be lazy-loaded/outside from the critical path
 # since underlying packages are quite heavy to load and useless when the extension is present
 from datadog.threadstats import ThreadStats
+
 from datadog_lambda.stats_writer import StatsWriter
 
 logger = logging.getLogger(__name__)
@@ -17,7 +18,7 @@ def __init__(self, flush_in_thread):
         self.thread_stats = ThreadStats(compress_payload=True)
         self.thread_stats.start(flush_in_thread=flush_in_thread)
 
-    def distribution(self, metric_name, value, tags=[], timestamp=None):
+    def distribution(self, metric_name, value, tags=None, timestamp=None):
         self.thread_stats.distribution(
             metric_name, value, tags=tags, timestamp=timestamp
         )
diff --git a/datadog_lambda/tracing.py b/datadog_lambda/tracing.py
index dfb08dd2..9a27673c 100644
--- a/datadog_lambda/tracing.py
+++ b/datadog_lambda/tracing.py
@@ -2,10 +2,8 @@
 # under the Apache License Version 2.0.
 # This product includes software developed at Datadog (https://www.datadoghq.com/).
 # Copyright 2019 Datadog, Inc.
-import hashlib
 import logging
 import os
-import base64
 import traceback
 import ujson as json
 from datetime import datetime, timezone
@@ -30,15 +28,16 @@
     parse_xray_header,
 )
 
-from ddtrace import tracer, patch, Span
+from ddtrace import patch
 from ddtrace import __version__ as ddtrace_version
 from ddtrace.propagation.http import HTTPPropagator
-from ddtrace.context import Context
+from ddtrace.trace import Context, Span, tracer
 from datadog_lambda import __version__ as datadog_lambda_version
 from datadog_lambda.trigger import (
     _EventSource,
     parse_event_source,
     get_first_record,
+    is_step_function_event,
     EventTypes,
     EventSubtypes,
 )
@@ -258,6 +257,8 @@ def extract_context_from_sqs_or_sns_event_or_context(event, lambda_context):
             dd_json_data = None
             dd_json_data_type = dd_payload.get("Type") or dd_payload.get("dataType")
             if dd_json_data_type == "Binary":
+                import base64
+
                 dd_json_data = dd_payload.get("binaryValue") or dd_payload.get("Value")
                 if dd_json_data:
                     dd_json_data = base64.b64decode(dd_json_data)
@@ -271,6 +272,15 @@ def extract_context_from_sqs_or_sns_event_or_context(event, lambda_context):
 
             if dd_json_data:
                 dd_data = json.loads(dd_json_data)
+
+                if is_step_function_event(dd_data):
+                    try:
+                        return extract_context_from_step_functions(dd_data, None)
+                    except Exception:
+                        logger.debug(
+                            "Failed to extract Step Functions context from SQS/SNS event."
+                        )
+
                 return propagator.extract(dd_data)
         else:
             # Handle case where trace context is injected into attributes.AWSTraceHeader
@@ -313,6 +323,15 @@ def _extract_context_from_eventbridge_sqs_event(event):
     body = json.loads(body_str)
     detail = body.get("detail")
     dd_context = detail.get("_datadog")
+
+    if is_step_function_event(dd_context):
+        try:
+            return extract_context_from_step_functions(dd_context, None)
+        except Exception:
+            logger.debug(
+                "Failed to extract Step Functions context from EventBridge to SQS event."
+            )
+
     return propagator.extract(dd_context)
 
 
@@ -320,12 +339,23 @@ def extract_context_from_eventbridge_event(event, lambda_context):
     """
     Extract datadog trace context from an EventBridge message's Details.
     This is only possible if Details is a JSON string.
+
+    If we find a Step Function context, try to extract the trace context from
+    that header.
     """
     try:
         detail = event.get("detail")
         dd_context = detail.get("_datadog")
         if not dd_context:
             return extract_context_from_lambda_context(lambda_context)
+
+        try:
+            return extract_context_from_step_functions(dd_context, None)
+        except Exception:
+            logger.debug(
+                "Failed to extract Step Functions context from EventBridge event."
+            )
+
         return propagator.extract(dd_context)
     except Exception as e:
         logger.debug("The trace extractor returned with error %s", e)
@@ -343,6 +373,8 @@ def extract_context_from_kinesis_event(event, lambda_context):
             return extract_context_from_lambda_context(lambda_context)
         data = kinesis.get("data")
         if data:
+            import base64
+
             b64_bytes = data.encode("ascii")
             str_bytes = base64.b64decode(b64_bytes)
             data_str = str_bytes.decode("ascii")
@@ -356,9 +388,10 @@ def extract_context_from_kinesis_event(event, lambda_context):
     return extract_context_from_lambda_context(lambda_context)
 
 
-def _deterministic_sha256_hash(s: str, part: str) -> (int, int):
-    sha256_hash = hashlib.sha256(s.encode()).hexdigest()
+def _deterministic_sha256_hash(s: str, part: str) -> int:
+    import hashlib
 
+    sha256_hash = hashlib.sha256(s.encode()).hexdigest()
     # First two chars is '0b'. zfill to ensure 256 bits, but we only care about the first 128 bits
     binary_hash = bin(int(sha256_hash, 16))[2:].zfill(256)
     if part == HIGHER_64_BITS:
@@ -371,53 +404,108 @@ def _deterministic_sha256_hash(s: str, part: str) -> (int, int):
     return result
 
 
+def _parse_high_64_bits(trace_tags: str) -> str:
+    """
+    Parse a list of trace tags such as [_dd.p.tid=66bcb5eb00000000,_dd.p.dm=-0] and return the
+    value of the _dd.p.tid tag or an empty string if not found.
+    """
+    if trace_tags:
+        for tag in trace_tags.split(","):
+            if "_dd.p.tid=" in tag:
+                return tag.split("=")[1]
+
+    return ""
+
+
+def _generate_sfn_parent_id(context: dict) -> int:
+    """
+    Generates a stable parent span ID for a downstream Lambda invoked by a Step Function. The
+    upstream Step Function execution context is used to infer the parent's span ID, ensuring trace
+    continuity.
+
+    `RetryCount` and `RedriveCount` are appended only when both are nonzero to maintain
+    compatibility with older Lambda layers that did not include these fields.
+    """
+    execution_id = context.get("Execution").get("Id")
+    redrive_count = context.get("Execution").get("RedriveCount", 0)
+    state_name = context.get("State").get("Name")
+    state_entered_time = context.get("State").get("EnteredTime")
+    retry_count = context.get("State").get("RetryCount", 0)
+
+    include_counts = not (retry_count == 0 and redrive_count == 0)
+    counts_suffix = f"#{retry_count}#{redrive_count}" if include_counts else ""
+
+    return _deterministic_sha256_hash(
+        f"{execution_id}#{state_name}#{state_entered_time}{counts_suffix}",
+        HIGHER_64_BITS,
+    )
+
+
+def _generate_sfn_trace_id(execution_id: str, part: str):
+    """
+    Take the SHA-256 hash of the execution_id to calculate the trace ID. If the high 64 bits are
+    specified, we take those bits and use hex to encode it. We also remove the first two characters
+    as they will be '0x in the hex string.
+
+    We care about full 128 bits because they will break up into traditional traceID and
+    _dd.p.tid tag.
+    """
+    if part == HIGHER_64_BITS:
+        return hex(_deterministic_sha256_hash(execution_id, part))[2:]
+    return _deterministic_sha256_hash(execution_id, part)
+
+
 def extract_context_from_step_functions(event, lambda_context):
     """
     Only extract datadog trace context when Step Functions Context Object is injected
-    into lambda's event dict.
+    into lambda's event dict. Unwrap "Payload" if it exists to handle Legacy Lambda cases.
+
+    If '_datadog' header is present, we have two cases:
+      1. Root is a Lambda and we use its traceID
+      2. Root is a SFN, and we use its executionARN to calculate the traceID
+    We calculate the parentID the same in both cases by using the parent SFN's context object.
+
+    Otherwise, we're dealing with the legacy case where we only have the parent SFN's context
+    object.
     """
     try:
-        execution_id = event.get("Execution").get("Id")
-        state_name = event.get("State").get("Name")
-        state_entered_time = event.get("State").get("EnteredTime")
-        # returning 128 bits since 128bit traceId will be break up into
-        # traditional traceId and _dd.p.tid tag
-        # https://github.com/DataDog/dd-trace-py/blob/3e34d21cb9b5e1916e549047158cb119317b96ab/ddtrace/propagation/http.py#L232-L240
-        trace_id = _deterministic_sha256_hash(execution_id, LOWER_64_BITS)
-
-        parent_id = _deterministic_sha256_hash(
-            f"{execution_id}#{state_name}#{state_entered_time}", HIGHER_64_BITS
-        )
+        event = event.get("Payload", event)
+        event = event.get("_datadog", event)
+
+        meta = {}
+
+        if event.get("serverless-version") == "v1":
+            if "x-datadog-trace-id" in event:  # lambda root
+                trace_id = int(event.get("x-datadog-trace-id"))
+                high_64_bit_trace_id = _parse_high_64_bits(event.get("x-datadog-tags"))
+                if high_64_bit_trace_id:
+                    meta["_dd.p.tid"] = high_64_bit_trace_id
+            else:  # sfn root
+                root_execution_id = event.get("RootExecutionId")
+                trace_id = _generate_sfn_trace_id(root_execution_id, LOWER_64_BITS)
+                meta["_dd.p.tid"] = _generate_sfn_trace_id(
+                    root_execution_id, HIGHER_64_BITS
+                )
+
+            parent_id = _generate_sfn_parent_id(event)
+        else:
+            execution_id = event.get("Execution").get("Id")
+            trace_id = _generate_sfn_trace_id(execution_id, LOWER_64_BITS)
+            meta["_dd.p.tid"] = _generate_sfn_trace_id(execution_id, HIGHER_64_BITS)
+            parent_id = _generate_sfn_parent_id(event)
 
         sampling_priority = SamplingPriority.AUTO_KEEP
         return Context(
             trace_id=trace_id,
             span_id=parent_id,
             sampling_priority=sampling_priority,
-            # take the higher 64 bits as _dd.p.tid tag and use hex to encode
-            # [2:] to remove '0x' in the hex str
-            meta={
-                "_dd.p.tid": hex(
-                    _deterministic_sha256_hash(execution_id, HIGHER_64_BITS)
-                )[2:]
-            },
+            meta=meta,
         )
     except Exception as e:
         logger.debug("The Step Functions trace extractor returned with error %s", e)
         return extract_context_from_lambda_context(lambda_context)
 
 
-def is_legacy_lambda_step_function(event):
-    """
-    Check if the event is a step function that called a legacy lambda
-    """
-    if not isinstance(event, dict) or "Payload" not in event:
-        return False
-
-    event = event.get("Payload")
-    return "Execution" in event and "StateMachine" in event and "State" in event
-
-
 def extract_context_custom_extractor(extractor, event, lambda_context):
     """
     Extract Datadog trace context using a custom trace extractor function
@@ -467,6 +555,8 @@ def get_injected_authorizer_data(event, is_http_api) -> dict:
         if not dd_data_raw:
             return None
 
+        import base64
+
         injected_data = json.loads(base64.b64decode(dd_data_raw))
 
         # Lambda authorizer's results can be cached. But the payload will still have the injected
@@ -645,6 +735,8 @@ def inject_correlation_ids():
 
 
 def set_dd_trace_py_root(trace_context_source, merge_xray_traces):
+    if not _is_context_complete(dd_trace_context):
+        return
     if trace_context_source == TraceContextSource.EVENT or merge_xray_traces:
         context = Context(
             trace_id=dd_trace_context.trace_id,
@@ -1239,8 +1331,18 @@ def create_inferred_span_from_eventbridge_event(event, context):
         synchronicity="async",
         tag_source="self",
     )
-    dt_format = "%Y-%m-%dT%H:%M:%SZ"
+
     timestamp = event.get("time")
+    dt_format = "%Y-%m-%dT%H:%M:%SZ"
+
+    # Use more granular timestamp from upstream Step Function if possible
+    try:
+        if is_step_function_event(event.get("detail")):
+            timestamp = event["detail"]["_datadog"]["State"]["EnteredTime"]
+            dt_format = "%Y-%m-%dT%H:%M:%S.%fZ"
+    except (TypeError, KeyError, AttributeError):
+        logger.debug("Error parsing timestamp from Step Functions event")
+
     dt = datetime.strptime(timestamp, dt_format)
 
     tracer.set_tags(_dd_origin)
@@ -1250,6 +1352,11 @@ def create_inferred_span_from_eventbridge_event(event, context):
     if span:
         span.set_tags(tags)
     span.start = dt.replace(tzinfo=timezone.utc).timestamp()
+
+    # Since inferred span will later parent Lambda, preserve Lambda's current parent
+    if dd_trace_context.span_id:
+        span.parent_id = dd_trace_context.span_id
+
     return span
 
 
@@ -1301,8 +1408,9 @@ def create_function_execution_span(
     if parent_span:
         span.parent_id = parent_span.span_id
     if span_pointers:
+        root_span = parent_span if parent_span else span
         for span_pointer_description in span_pointers:
-            span._add_span_pointer(
+            root_span._add_span_pointer(
                 pointer_kind=span_pointer_description.pointer_kind,
                 pointer_direction=span_pointer_description.pointer_direction,
                 pointer_hash=span_pointer_description.pointer_hash,
diff --git a/datadog_lambda/trigger.py b/datadog_lambda/trigger.py
index 64eff1a0..8090e36e 100644
--- a/datadog_lambda/trigger.py
+++ b/datadog_lambda/trigger.py
@@ -3,7 +3,6 @@
 # This product includes software developed at Datadog (https://www.datadoghq.com/).
 # Copyright 2019 Datadog, Inc.
 
-import base64
 import gzip
 import ujson as json
 from io import BytesIO, BufferedReader
@@ -146,7 +145,7 @@ def parse_event_source(event: dict) -> _EventSource:
     if event.get("source") == "aws.events" or has_event_categories:
         event_source = _EventSource(EventTypes.CLOUDWATCH_EVENTS)
 
-    if "Execution" in event and "StateMachine" in event and "State" in event:
+    if is_step_function_event(event):
         event_source = _EventSource(EventTypes.STEPFUNCTIONS)
 
     event_record = get_first_record(event)
@@ -242,6 +241,8 @@ def parse_event_source_arn(source: _EventSource, event: dict, context: Any) -> s
 
     # e.g. arn:aws:logs:us-west-1:123456789012:log-group:/my-log-group-xyz
     if source.event_type == EventTypes.CLOUDWATCH_LOGS:
+        import base64
+
         with gzip.GzipFile(
             fileobj=BytesIO(base64.b64decode(event.get("awslogs", {}).get("data")))
         ) as decompress_stream:
@@ -254,6 +255,13 @@ def parse_event_source_arn(source: _EventSource, event: dict, context: Any) -> s
     if source.event_type == EventTypes.CLOUDWATCH_EVENTS and event.get("resources"):
         return event.get("resources")[0]
 
+    # Returning state machine arn as event source arn.
+    if source.event_type == EventTypes.STEPFUNCTIONS:
+        context = event
+        if "_datadog" in event:
+            context = event.get("_datadog")
+        return context.get("StateMachine").get("Id")
+
 
 def get_event_source_arn(source: _EventSource, event: dict, context: Any) -> str:
     event_source_arn = event.get("eventSourceARN") or event.get("eventSourceArn")
@@ -360,3 +368,29 @@ def extract_http_status_code_tag(trigger_tags, response):
         status_code = response.status_code
 
     return str(status_code)
+
+
+def is_step_function_event(event):
+    """
+    Check if the event is a step function that invoked the current lambda.
+
+    The whole event can be wrapped in "Payload" in Legacy Lambda cases. There may also be a
+    "_datadog" for JSONata style context propagation.
+
+    The actual event must contain "Execution", "StateMachine", and "State" fields.
+    """
+    event = event.get("Payload", event)
+
+    # JSONPath style
+    if "Execution" in event and "StateMachine" in event and "State" in event:
+        return True
+
+    # JSONata style
+    dd_context = event.get("_datadog")
+    return (
+        dd_context
+        and "Execution" in dd_context
+        and "StateMachine" in dd_context
+        and "State" in dd_context
+        and "serverless-version" in dd_context
+    )
diff --git a/datadog_lambda/version.py b/datadog_lambda/version.py
index 9d6a2f29..c3aaa6b7 100644
--- a/datadog_lambda/version.py
+++ b/datadog_lambda/version.py
@@ -1 +1 @@
-__version__ = "6.101.0"
+__version__ = "6.109.0"
diff --git a/datadog_lambda/wrapper.py b/datadog_lambda/wrapper.py
index 2632d22e..e5460118 100644
--- a/datadog_lambda/wrapper.py
+++ b/datadog_lambda/wrapper.py
@@ -2,7 +2,6 @@
 # under the Apache License Version 2.0.
 # This product includes software developed at Datadog (https://www.datadoghq.com/).
 # Copyright 2019 Datadog, Inc.
-import base64
 import os
 import logging
 import traceback
@@ -23,11 +22,6 @@
     XraySubsegment,
     Headers,
 )
-from datadog_lambda.metric import (
-    flush_stats,
-    submit_invocations_metric,
-    submit_errors_metric,
-)
 from datadog_lambda.module_name import modify_module_name
 from datadog_lambda.patch import patch_all
 from datadog_lambda.span_pointers import calculate_span_pointers
@@ -45,7 +39,6 @@
     is_authorizer_response,
     tracer,
     propagator,
-    is_legacy_lambda_step_function,
 )
 from datadog_lambda.trigger import (
     extract_trigger_tags,
@@ -60,6 +53,12 @@
 if llmobs_env_var:
     from ddtrace.llmobs import LLMObs
 
+exception_replay_env_var = os.environ.get(
+    "DD_EXCEPTION_REPLAY_ENABLED", "false"
+).lower() in ("true", "1")
+if exception_replay_env_var:
+    from ddtrace.debugging._exception.replay import SpanExceptionHandler
+
 logger = logging.getLogger(__name__)
 
 DD_FLUSH_TO_LOG = "DD_FLUSH_TO_LOG"
@@ -231,6 +230,11 @@ def __init__(self, func):
             if llmobs_env_var:
                 LLMObs.enable()
 
+            # Enable Exception Replay
+            if exception_replay_env_var:
+                logger.debug("Enabling exception replay")
+                SpanExceptionHandler.enable()
+
             logger.debug("datadog_lambda_wrapper initialized")
         except Exception as e:
             logger.error(format_err_with_traceback(e))
@@ -242,7 +246,11 @@ def __call__(self, event, context, **kwargs):
             self.response = self.func(event, context, **kwargs)
             return self.response
         except Exception:
-            submit_errors_metric(context)
+            if not should_use_extension:
+                from datadog_lambda.metric import submit_errors_metric
+
+                submit_errors_metric(context)
+
             if self.span:
                 self.span.set_traceback()
             raise
@@ -268,6 +276,9 @@ def _inject_authorizer_span_headers(self, request_id):
         injected_headers[Headers.Parent_Span_Finish_Time] = finish_time_ns
         if request_id is not None:
             injected_headers[Headers.Authorizing_Request_Id] = request_id
+
+        import base64
+
         datadog_data = base64.b64encode(
             json.dumps(injected_headers, escape_forward_slashes=False).encode()
         ).decode()
@@ -278,9 +289,12 @@ def _before(self, event, context):
         try:
             self.response = None
             set_cold_start(init_timestamp_ns)
-            submit_invocations_metric(context)
-            if is_legacy_lambda_step_function(event):
-                event = event["Payload"]
+
+            if not should_use_extension:
+                from datadog_lambda.metric import submit_invocations_metric
+
+                submit_invocations_metric(context)
+
             self.trigger_tags = extract_trigger_tags(event, context)
             # Extract Datadog trace context and source from incoming requests
             dd_context, trace_context_source, event_source = extract_dd_trace_context(
@@ -379,6 +393,8 @@ def _after(self, event, context):
                     logger.debug("Failed to create cold start spans. %s", e)
 
             if not self.flush_to_log or should_use_extension:
+                from datadog_lambda.metric import flush_stats
+
                 flush_stats(context)
             if should_use_extension and self.local_testing_mode:
                 # when testing locally, the extension does not know when an
diff --git a/poetry.lock b/poetry.lock
index a0ba70c8..3953f953 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2,182 +2,169 @@
 
 [[package]]
 name = "boto3"
-version = "1.35.54"
+version = "1.36.8"
 description = "The AWS SDK for Python"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.35.54-py3-none-any.whl", hash = "sha256:2d5e160b614db55fbee7981001c54476cb827c441cef65b2fcb2c52a62019909"},
-    {file = "boto3-1.35.54.tar.gz", hash = "sha256:7d9c359bbbc858a60b51c86328db813353c8bd1940212cdbd0a7da835291c2e1"},
+    {file = "boto3-1.36.8-py3-none-any.whl", hash = "sha256:7f61c9d0ea64f484a17c1e3115fdf90fd7b17ab6771e07cb4549f42b9fd28fb9"},
+    {file = "boto3-1.36.8.tar.gz", hash = "sha256:ac47215d320b0c2534340db58d6d5284cb1860b7bff172b4dd6eee2dee1d5779"},
 ]
 
 [package.dependencies]
-botocore = ">=1.35.54,<1.36.0"
+botocore = ">=1.36.8,<1.37.0"
 jmespath = ">=0.7.1,<2.0.0"
-s3transfer = ">=0.10.0,<0.11.0"
+s3transfer = ">=0.11.0,<0.12.0"
 
 [package.extras]
 crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.54"
+version = "1.36.8"
 description = "Low-level, data-driven core of boto 3."
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.35.54-py3-none-any.whl", hash = "sha256:9cca1811094b6cdc144c2c063a3ec2db6d7c88194b04d4277cd34fc8e3473aff"},
-    {file = "botocore-1.35.54.tar.gz", hash = "sha256:131bb59ce59c8a939b31e8e647242d70cf11d32d4529fa4dca01feea1e891a76"},
+    {file = "botocore-1.36.8-py3-none-any.whl", hash = "sha256:59d3fdfbae6d916b046e973bebcbeb70a102f9e570ca86d5ba512f1854b78fc2"},
+    {file = "botocore-1.36.8.tar.gz", hash = "sha256:81c88e5566cf018e1411a68304dc1fb9e4156ca2b50a3a0f0befc274299e67fa"},
 ]
 
 [package.dependencies]
 jmespath = ">=0.7.1,<2.0.0"
 python-dateutil = ">=2.1,<3.0.0"
 urllib3 = [
-    {version = ">=1.25.4,<1.27", markers = "python_version < \"3.10\""},
     {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""},
+    {version = ">=1.25.4,<1.27", markers = "python_version < \"3.10\""},
 ]
 
 [package.extras]
-crt = ["awscrt (==0.22.0)"]
+crt = ["awscrt (==0.23.4)"]
 
 [[package]]
 name = "bytecode"
-version = "0.16.0"
+version = "0.16.1"
 description = "Python module to generate and modify bytecode"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "bytecode-0.16.0-py3-none-any.whl", hash = "sha256:76080b7c0eb9e7e17f961d61fd06e933aa47f3b753770a3249537439d8203a25"},
-    {file = "bytecode-0.16.0.tar.gz", hash = "sha256:06676a3c3bccc9d3dc73ee625650ea57df2bc117358826f4f290f0e1faa42292"},
+    {file = "bytecode-0.16.1-py3-none-any.whl", hash = "sha256:1d4b61ed6bade4bff44127c8283bef8131a664ce4dbe09d64a88caf329939f35"},
+    {file = "bytecode-0.16.1.tar.gz", hash = "sha256:8fbbb637c880f339e564858bc6c7984ede67ae97bc71343379a535a9a4baf398"},
 ]
 
 [package.dependencies]
-typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
+typing_extensions = {version = "*", markers = "python_version < \"3.10\""}
 
 [[package]]
 name = "certifi"
-version = "2024.8.30"
+version = "2024.12.14"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8"},
-    {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"},
+    {file = "certifi-2024.12.14-py3-none-any.whl", hash = "sha256:1275f7a45be9464efc1173084eaa30f866fe2e47d389406136d332ed4967ec56"},
+    {file = "certifi-2024.12.14.tar.gz", hash = "sha256:b650d30f370c2b724812bee08008be0c4163b163ddaec3f2546c1caf65f191db"},
 ]
 
 [[package]]
 name = "charset-normalizer"
-version = "3.4.0"
+version = "3.4.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
-python-versions = ">=3.7.0"
-files = [
-    {file = "charset_normalizer-3.4.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:4f9fc98dad6c2eaa32fc3af1417d95b5e3d08aff968df0cd320066def971f9a6"},
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 [[package]]
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 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
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 [package.dependencies]
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+    {file = "ddtrace-2.20.0.tar.gz", hash = "sha256:f185c6dd88cd04884f0ad27b37f14d837274e8fc4dc43407781334d92d41c3bc"},
 ]
 
 [package.dependencies]
 bytecode = [
-    {version = ">=0.13.0", markers = "python_version < \"3.11.0\""},
-    {version = ">=0.15.0", markers = "python_version >= \"3.12.0\""},
+    {version = ">=0.16.0", markers = "python_version >= \"3.13.0\""},
+    {version = ">=0.15.0", markers = "python_version ~= \"3.12.0\""},
     {version = ">=0.14.0", markers = "python_version ~= \"3.11.0\""},
+    {version = ">=0.13.0", markers = "python_version < \"3.11.0\""},
 ]
 envier = ">=0.5,<1.0"
+legacy-cgi = {version = ">=2.0.0", markers = "python_version >= \"3.13.0\""}
 opentelemetry-api = ">=1"
 protobuf = ">=3"
-typing-extensions = "*"
+typing_extensions = "*"
 wrapt = ">=1"
 xmltodict = ">=0.12"
 
@@ -293,20 +290,20 @@ opentracing = ["opentracing (>=2.0.0)"]
 
 [[package]]
 name = "deprecated"
-version = "1.2.14"
+version = "1.2.18"
 description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
 files = [
-    {file = "Deprecated-1.2.14-py2.py3-none-any.whl", hash = "sha256:6fac8b097794a90302bdbb17b9b815e732d3c4720583ff1b198499d78470466c"},
-    {file = "Deprecated-1.2.14.tar.gz", hash = "sha256:e5323eb936458dccc2582dc6f9c322c852a775a27065ff2b0c4970b9d53d01b3"},
+    {file = "Deprecated-1.2.18-py2.py3-none-any.whl", hash = "sha256:bd5011788200372a32418f888e326a09ff80d0214bd961147cfed01b5c018eec"},
+    {file = "deprecated-1.2.18.tar.gz", hash = "sha256:422b6f6d859da6f2ef57857761bfb392480502a64c3028ca9bbe86085d72115d"},
 ]
 
 [package.dependencies]
 wrapt = ">=1.10,<2"
 
 [package.extras]
-dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
+dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "setuptools", "tox"]
 
 [[package]]
 name = "envier"
@@ -368,22 +365,26 @@ all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2
 
 [[package]]
 name = "importlib-metadata"
-version = "8.4.0"
+version = "8.5.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-8.4.0-py3-none-any.whl", hash = "sha256:66f342cc6ac9818fc6ff340576acd24d65ba0b3efabb2b4ac08b598965a4a2f1"},
-    {file = "importlib_metadata-8.4.0.tar.gz", hash = "sha256:9a547d3bc3608b025f93d403fdd1aae741c24fbb8314df4b155675742ce303c5"},
+    {file = "importlib_metadata-8.5.0-py3-none-any.whl", hash = "sha256:45e54197d28b7a7f1559e60b95e7c567032b602131fbd588f1497f47880aa68b"},
+    {file = "importlib_metadata-8.5.0.tar.gz", hash = "sha256:71522656f0abace1d072b9e5481a48f07c138e00f079c38c8f883823f9c26bd7"},
 ]
 
 [package.dependencies]
-zipp = ">=0.5"
+zipp = ">=3.20"
 
 [package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
 perf = ["ipython"]
-test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
+test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+type = ["pytest-mypy"]
 
 [[package]]
 name = "iniconfig"
@@ -407,6 +408,17 @@ files = [
     {file = "jmespath-1.0.1.tar.gz", hash = "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"},
 ]
 
+[[package]]
+name = "legacy-cgi"
+version = "2.6.2"
+description = "Fork of the standard library cgi and cgitb modules, being deprecated in PEP-594"
+optional = false
+python-versions = ">=3.10"
+files = [
+    {file = "legacy_cgi-2.6.2-py3-none-any.whl", hash = "sha256:a7b83afb1baf6ebeb56522537c5943ef9813cf933f6715e88a803f7edbce0bff"},
+    {file = "legacy_cgi-2.6.2.tar.gz", hash = "sha256:9952471ceb304043b104c22d00b4f333cac27a6abe446d8a528fc437cf13c85f"},
+]
+
 [[package]]
 name = "mccabe"
 version = "0.7.0"
@@ -420,28 +432,28 @@ files = [
 
 [[package]]
 name = "opentelemetry-api"
-version = "1.27.0"
+version = "1.29.0"
 description = "OpenTelemetry Python API"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_api-1.27.0-py3-none-any.whl", hash = "sha256:953d5871815e7c30c81b56d910c707588000fff7a3ca1c73e6531911d53065e7"},
-    {file = "opentelemetry_api-1.27.0.tar.gz", hash = "sha256:ed673583eaa5f81b5ce5e86ef7cdaf622f88ef65f0b9aab40b843dcae5bef342"},
+    {file = "opentelemetry_api-1.29.0-py3-none-any.whl", hash = "sha256:5fcd94c4141cc49c736271f3e1efb777bebe9cc535759c54c936cca4f1b312b8"},
+    {file = "opentelemetry_api-1.29.0.tar.gz", hash = "sha256:d04a6cf78aad09614f52964ecb38021e248f5714dc32c2e0d8fd99517b4d69cf"},
 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
-importlib-metadata = ">=6.0,<=8.4.0"
+importlib-metadata = ">=6.0,<=8.5.0"
 
 [[package]]
 name = "packaging"
-version = "24.1"
+version = "24.2"
 description = "Core utilities for Python packages"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "packaging-24.1-py3-none-any.whl", hash = "sha256:5b8f2217dbdbd2f7f384c41c628544e6d52f2d0f53c6d0c3ea61aa5d1d7ff124"},
-    {file = "packaging-24.1.tar.gz", hash = "sha256:026ed72c8ed3fcce5bf8950572258698927fd1dbda10a5e981cdf0ac37f4f002"},
+    {file = "packaging-24.2-py3-none-any.whl", hash = "sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759"},
+    {file = "packaging-24.2.tar.gz", hash = "sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f"},
 ]
 
 [[package]]
@@ -461,22 +473,22 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "protobuf"
-version = "5.28.3"
+version = "5.29.3"
 description = ""
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "protobuf-5.28.3-cp310-abi3-win32.whl", hash = "sha256:0c4eec6f987338617072592b97943fdbe30d019c56126493111cf24344c1cc24"},
-    {file = "protobuf-5.28.3-cp310-abi3-win_amd64.whl", hash = "sha256:91fba8f445723fcf400fdbe9ca796b19d3b1242cd873907979b9ed71e4afe868"},
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 [[package]]
@@ -514,13 +526,13 @@ files = [
 
 [[package]]
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-version = "8.3.3"
+version = "8.3.4"
 description = "pytest: simple powerful testing with Python"
 optional = true
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -591,41 +603,71 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "s3transfer"
-version = "0.10.3"
+version = "0.11.2"
 description = "An Amazon S3 Transfer Manager"
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 python-versions = ">=3.8"
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 [package.dependencies]
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 [package.extras]
-crt = ["botocore[crt] (>=1.33.2,<2.0a.0)"]
+crt = ["botocore[crt] (>=1.36.0,<2.0a.0)"]
 
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 description = "Python 2 and 3 compatibility utilities"
 optional = true
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 python-versions = ">=3.8"
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 [[package]]
@@ -744,13 +786,13 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
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-version = "2.2.3"
+version = "2.3.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
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 ]
 
 [package.extras]
@@ -761,81 +803,90 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
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+version = "1.17.2"
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+    {file = "wrapt-1.17.2-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:18983c537e04d11cf027fbb60a1e8dfd5190e2b60cc27bc0808e653e7b218d1b"},
+    {file = "wrapt-1.17.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:703919b1633412ab54bcf920ab388735832fdcb9f9a00ae49387f0fe67dad504"},
+    {file = "wrapt-1.17.2-cp313-cp313-win32.whl", hash = "sha256:abbb9e76177c35d4e8568e58650aa6926040d6a9f6f03435b7a522bf1c487f9a"},
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+    {file = "wrapt-1.17.2-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:4a721d3c943dae44f8e243b380cb645a709ba5bd35d3ad27bc2ed947e9c68192"},
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+    {file = "wrapt-1.17.2-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:40d615e4fe22f4ad3528448c193b218e077656ca9ccb22ce2cb20db730f8d306"},
+    {file = "wrapt-1.17.2-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a5aaeff38654462bc4b09023918b7f21790efb807f54c000a39d41d69cf552cb"},
+    {file = "wrapt-1.17.2-cp313-cp313t-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9a7d15bbd2bc99e92e39f49a04653062ee6085c0e18b3b7512a4f2fe91f2d681"},
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+    {file = "wrapt-1.17.2-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:8c8b293cd65ad716d13d8dd3624e42e5a19cc2a2f1acc74b30c2c13f15cb61a6"},
+    {file = "wrapt-1.17.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:4c82b8785d98cdd9fed4cac84d765d234ed3251bd6afe34cb7ac523cb93e8b4f"},
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+    {file = "wrapt-1.17.2-cp313-cp313t-win_amd64.whl", hash = "sha256:eaf675418ed6b3b31c7a989fd007fa7c3be66ce14e5c3b27336383604c9da85c"},
+    {file = "wrapt-1.17.2-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:5c803c401ea1c1c18de70a06a6f79fcc9c5acfc79133e9869e730ad7f8ad8ef9"},
+    {file = "wrapt-1.17.2-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:f917c1180fdb8623c2b75a99192f4025e412597c50b2ac870f156de8fb101119"},
+    {file = "wrapt-1.17.2-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:ecc840861360ba9d176d413a5489b9a0aff6d6303d7e733e2c4623cfa26904a6"},
+    {file = "wrapt-1.17.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bb87745b2e6dc56361bfde481d5a378dc314b252a98d7dd19a651a3fa58f24a9"},
+    {file = "wrapt-1.17.2-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:58455b79ec2661c3600e65c0a716955adc2410f7383755d537584b0de41b1d8a"},
+    {file = "wrapt-1.17.2-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b4e42a40a5e164cbfdb7b386c966a588b1047558a990981ace551ed7e12ca9c2"},
+    {file = "wrapt-1.17.2-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:91bd7d1773e64019f9288b7a5101f3ae50d3d8e6b1de7edee9c2ccc1d32f0c0a"},
+    {file = "wrapt-1.17.2-cp38-cp38-musllinux_1_2_i686.whl", hash = "sha256:bb90fb8bda722a1b9d48ac1e6c38f923ea757b3baf8ebd0c82e09c5c1a0e7a04"},
+    {file = "wrapt-1.17.2-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:08e7ce672e35efa54c5024936e559469436f8b8096253404faeb54d2a878416f"},
+    {file = "wrapt-1.17.2-cp38-cp38-win32.whl", hash = "sha256:410a92fefd2e0e10d26210e1dfb4a876ddaf8439ef60d6434f21ef8d87efc5b7"},
+    {file = "wrapt-1.17.2-cp38-cp38-win_amd64.whl", hash = "sha256:95c658736ec15602da0ed73f312d410117723914a5c91a14ee4cdd72f1d790b3"},
+    {file = "wrapt-1.17.2-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:99039fa9e6306880572915728d7f6c24a86ec57b0a83f6b2491e1d8ab0235b9a"},
+    {file = "wrapt-1.17.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:2696993ee1eebd20b8e4ee4356483c4cb696066ddc24bd70bcbb80fa56ff9061"},
+    {file = "wrapt-1.17.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:612dff5db80beef9e649c6d803a8d50c409082f1fedc9dbcdfde2983b2025b82"},
+    {file = "wrapt-1.17.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:62c2caa1585c82b3f7a7ab56afef7b3602021d6da34fbc1cf234ff139fed3cd9"},
+    {file = "wrapt-1.17.2-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c958bcfd59bacc2d0249dcfe575e71da54f9dcf4a8bdf89c4cb9a68a1170d73f"},
+    {file = "wrapt-1.17.2-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fc78a84e2dfbc27afe4b2bd7c80c8db9bca75cc5b85df52bfe634596a1da846b"},
+    {file = "wrapt-1.17.2-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:ba0f0eb61ef00ea10e00eb53a9129501f52385c44853dbd6c4ad3f403603083f"},
+    {file = "wrapt-1.17.2-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:1e1fe0e6ab7775fd842bc39e86f6dcfc4507ab0ffe206093e76d61cde37225c8"},
+    {file = "wrapt-1.17.2-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:c86563182421896d73858e08e1db93afdd2b947a70064b813d515d66549e15f9"},
+    {file = "wrapt-1.17.2-cp39-cp39-win32.whl", hash = "sha256:f393cda562f79828f38a819f4788641ac7c4085f30f1ce1a68672baa686482bb"},
+    {file = "wrapt-1.17.2-cp39-cp39-win_amd64.whl", hash = "sha256:36ccae62f64235cf8ddb682073a60519426fdd4725524ae38874adf72b5f2aeb"},
+    {file = "wrapt-1.17.2-py3-none-any.whl", hash = "sha256:b18f2d1533a71f069c7f82d524a52599053d4c7166e9dd374ae2136b7f40f7c8"},
+    {file = "wrapt-1.17.2.tar.gz", hash = "sha256:41388e9d4d1522446fe79d3213196bd9e3b301a336965b9e27ca2788ebd122f3"},
 ]
 
 [[package]]
@@ -874,4 +925,4 @@ dev = ["boto3", "flake8", "pytest", "pytest-benchmark", "requests"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8.0,<4"
-content-hash = "421bc65995c100a53cc158e89b2ac74fbf62b45d6d509115e56aa1f25ea880e1"
+content-hash = "9128af5437fd535ec458c64280d8390574c632e704cace5ea783de3c5d453c8c"
diff --git a/pyproject.toml b/pyproject.toml
index 7bb5df47..cccef63e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "datadog_lambda"
-version = "6.101.0"
+version = "6.109.0"
 description = "The Datadog AWS Lambda Library"
 authors = ["Datadog, Inc. <dev@datadoghq.com>"]
 license = "Apache-2.0"
@@ -21,15 +21,16 @@ classifiers = [
     "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
     "Programming Language :: Python :: 3.12",
+    "Programming Language :: Python :: 3.13",
 ]
 
 [tool.poetry.dependencies]
 python = ">=3.8.0,<4"
-datadog = ">=0.41.0,<1.0.0"
+datadog = ">=0.51.0,<1.0.0"
 wrapt = "^1.11.2"
-ddtrace = ">=2.16.0"
+ddtrace = ">=2.20.0,<4"
 ujson = ">=5.9.0"
-boto3 = { version = "^1.34.0", optional = true }
+botocore = { version = "^1.34.0", optional = true }
 requests = { version ="^2.22.0", optional = true }
 pytest = { version= "^8.0.0", optional = true }
 pytest-benchmark = { version = "^4.0", optional = true }
@@ -37,7 +38,7 @@ flake8 = { version = "^5.0.4", optional = true }
 
 [tool.poetry.extras]
 dev = [
-    "boto3",
+    "botocore",
     "flake8",
     "pytest",
     "pytest-benchmark",
diff --git a/scripts/add_new_region.sh b/scripts/add_new_region.sh
index 434632d9..576d13e7 100755
--- a/scripts/add_new_region.sh
+++ b/scripts/add_new_region.sh
@@ -23,6 +23,8 @@ LAYER_NAMES=(
     "Datadog-Python311-ARM"
     "Datadog-Python312"
     "Datadog-Python312-ARM"
+    "Datadog-Python313"
+    "Datadog-Python313-ARM"
 )
 PYTHON_VERSIONS_FOR_AWS_CLI=(
     "python3.8"
@@ -35,6 +37,8 @@ PYTHON_VERSIONS_FOR_AWS_CLI=(
     "python3.11"
     "python3.12"
     "python3.12"
+    "python3.13"
+    "python3.13"
 )
 NEW_REGION=$1
 
diff --git a/scripts/build_layers.sh b/scripts/build_layers.sh
index d4f3076c..a0d6ee39 100755
--- a/scripts/build_layers.sh
+++ b/scripts/build_layers.sh
@@ -14,7 +14,7 @@ set -e
 
 LAYER_DIR=".layers"
 LAYER_FILES_PREFIX="datadog_lambda_py"
-AVAILABLE_PYTHON_VERSIONS=("3.8" "3.9" "3.10" "3.11" "3.12")
+AVAILABLE_PYTHON_VERSIONS=("3.8" "3.9" "3.10" "3.11" "3.12" "3.13")
 AVAILABLE_ARCHS=("arm64" "amd64")
 
 if [ -z "$ARCH" ]; then
@@ -61,7 +61,7 @@ function docker_build_zip {
     # between different python runtimes.
     temp_dir=$(mktemp -d)
     docker buildx build -t datadog-lambda-python-${arch}:$1 . --no-cache \
-        --build-arg image=python:$1 \
+        --build-arg image=public.ecr.aws/docker/library/python:$1 \
         --build-arg runtime=python$1 \
         --platform linux/${arch} \
         --progress=plain \
diff --git a/scripts/list_layers.sh b/scripts/list_layers.sh
index 8a49cde4..6449e511 100755
--- a/scripts/list_layers.sh
+++ b/scripts/list_layers.sh
@@ -21,6 +21,8 @@ LAYER_NAMES=(
     "Datadog-Python311-ARM"
     "Datadog-Python312"
     "Datadog-Python312-ARM"
+    "Datadog-Python313"
+    "Datadog-Python313-ARM"
 )
 AVAILABLE_REGIONS=$(aws ec2 describe-regions | jq -r '.[] | .[] | .RegionName')
 LAYERS_MISSING_REGIONS=()
diff --git a/scripts/publish_govcloud.sh b/scripts/publish_govcloud.sh
new file mode 100755
index 00000000..5fd107b0
--- /dev/null
+++ b/scripts/publish_govcloud.sh
@@ -0,0 +1,105 @@
+#! /usr/bin/env bash
+
+# Unless explicitly stated otherwise all files in this repository are licensed
+# under the Apache License Version 2.0.
+# This product includes software developed at Datadog (https://www.datadoghq.com/).
+# Copyright 2025 Datadog, Inc.
+#
+# USAGE: download the layer bundle from the build pipeline in gitlab. Use the
+# Download button on the `layer bundle` job. This will be a zip file containing
+# all of the required layers. Run this script as follows:
+#
+# ENVIRONMENT=[us1-staging-fed or us1-fed] [LAYER_NAME_SUFFIX=optional-layer-suffix] [REGIONS=us-gov-west-1] ./scripts/publish_govcloud.sh <layer-bundle.zip>
+#
+# protip: you can drag the zip file from finder into your terminal to insert
+# its path.
+
+set -e
+
+LAYER_PACKAGE=$1
+
+if [ -z "$LAYER_PACKAGE" ]; then
+    printf "[ERROR]: layer package not provided\n"
+    exit 1
+fi
+
+PACKAGE_NAME=$(basename "$LAYER_PACKAGE" .zip)
+
+if [ -z "$ENVIRONMENT" ]; then
+    printf "[ERROR]: ENVIRONMENT not specified\n"
+    exit 1
+fi
+
+if [ "$ENVIRONMENT" = "us1-staging-fed" ]; then
+    AWS_VAULT_ROLE=sso-govcloud-us1-staging-fed-power-user
+
+    export STAGE=gov-staging
+
+    if [[ ! "$PACKAGE_NAME" =~ ^datadog_lambda_py-(signed-)?bundle-[0-9]+$ ]]; then
+        echo "[ERROR]: Unexpected package name: $PACKAGE_NAME"
+        exit 1
+    fi
+
+elif [ $ENVIRONMENT = "us1-fed" ]; then
+    AWS_VAULT_ROLE=sso-govcloud-us1-fed-engineering
+
+    export STAGE=gov-prod
+
+    if [[ ! "$PACKAGE_NAME" =~ ^datadog_lambda_py-signed-bundle-[0-9]+$ ]]; then
+        echo "[ERROR]: Unexpected package name: $PACKAGE_NAME"
+        exit 1
+    fi
+
+else
+    printf "[ERROR]: ENVIRONMENT not supported, must be us1-staging-fed or us1-fed.\n"
+    exit 1
+fi
+
+TEMP_DIR=$(mktemp -d)
+unzip $LAYER_PACKAGE -d $TEMP_DIR
+cp -v $TEMP_DIR/$PACKAGE_NAME/*.zip .layers/
+
+
+AWS_VAULT_PREFIX="aws-vault exec $AWS_VAULT_ROLE --"
+
+echo "Checking that you have access to the GovCloud AWS account"
+$AWS_VAULT_PREFIX aws sts get-caller-identity
+
+
+AVAILABLE_REGIONS=$($AWS_VAULT_PREFIX aws ec2 describe-regions | jq -r '.[] | .[] | .RegionName')
+
+# Determine the target regions
+if [ -z "$REGIONS" ]; then
+    echo "Region not specified, running for all available regions."
+    REGIONS=$AVAILABLE_REGIONS
+else
+    echo "Region specified: $REGIONS"
+    if [[ ! "$AVAILABLE_REGIONS" == *"$REGIONS"* ]]; then
+        echo "Could not find $REGIONS in available regions: $AVAILABLE_REGIONS"
+        echo ""
+        echo "EXITING SCRIPT."
+        exit 1
+    fi
+fi
+
+for region in $REGIONS
+do
+    echo "Starting publishing layers for region $region..."
+
+    export REGION=$region
+
+    for python_version in "3.8" "3.9" "3.10" "3.11" "3.12" "3.13"; do
+        for arch in "amd64" "arm64"; do
+            export PYTHON_VERSION=$python_version
+            export ARCH=$arch
+
+            export SKIP_PIP_INSTALL=true
+
+            echo "Publishing layer for $PYTHON_VERSION and $ARCH"
+
+            $AWS_VAULT_PREFIX  ./ci/publish_layers.sh
+        done
+    done
+done
+
+echo "Done !"
diff --git a/scripts/publish_layers.sh b/scripts/publish_layers.sh
index 3deec0b4..8c78093f 100755
--- a/scripts/publish_layers.sh
+++ b/scripts/publish_layers.sh
@@ -24,6 +24,8 @@ PYTHON_VERSIONS_FOR_AWS_CLI=(
     "python3.11"
     "python3.12"
     "python3.12"
+    "python3.13"
+    "python3.13"
 )
 LAYER_PATHS=(
     ".layers/datadog_lambda_py-amd64-3.8.zip"
@@ -36,6 +38,8 @@ LAYER_PATHS=(
     ".layers/datadog_lambda_py-arm64-3.11.zip"
     ".layers/datadog_lambda_py-amd64-3.12.zip"
     ".layers/datadog_lambda_py-arm64-3.12.zip"
+    ".layers/datadog_lambda_py-amd64-3.13.zip"
+    ".layers/datadog_lambda_py-arm64-3.13.zip"
 )
 AVAILABLE_LAYERS=(
     "Datadog-Python38"
@@ -48,6 +52,8 @@ AVAILABLE_LAYERS=(
     "Datadog-Python311-ARM"
     "Datadog-Python312"
     "Datadog-Python312-ARM"
+    "Datadog-Python313"
+    "Datadog-Python313-ARM"
 )
 AVAILABLE_REGIONS=$(aws ec2 describe-regions | jq -r '.[] | .[] | .RegionName')
 
diff --git a/scripts/publish_prod.sh b/scripts/publish_prod.sh
index f96c021d..d2918c54 100755
--- a/scripts/publish_prod.sh
+++ b/scripts/publish_prod.sh
@@ -4,6 +4,13 @@
 
 set -e
 
+read -p "Are we only doing the simplified GovCloud release? ONLY IF THE NORMAL RELEASE IS DONE AND YOU HAVE DOWNLOADED THE LAYERS (y/n)? " GOVCLOUD_ONLY
+
+if [ $GOVCLOUD_ONLY != "n" ]; then
+    echo "GovCloud publishing is now supported only in publich_govcloud.sh"
+    exit 1
+fi
+
 # Ensure on main, and pull the latest
 BRANCH=$(git rev-parse --abbrev-ref HEAD)
 if [ $BRANCH != "main" ]; then
@@ -80,16 +87,6 @@ else
     echo "Publishing layers to commercial AWS regions"
     VERSION=$LAYER_VERSION aws-vault exec sso-prod-engineering --no-session -- ./scripts/publish_layers.sh
 fi
-read -p "Deploy layers to GovCloud AWS (y/n)?" CONT
-if [ "$CONT" != "y" ]; then
-    echo "Skipping deployment to GovCloud AWS"
-else
-    echo "Ensuring you have access to the AWS GovCloud account"
-    aws-vault exec sso-govcloud-us1-fed-engineering -- aws sts get-caller-identity
-
-    echo "Publishing layers to GovCloud AWS regions"
-    VERSION=$LAYER_VERSION aws-vault exec sso-govcloud-us1-fed-engineering -- ./scripts/publish_layers.sh
-fi
 
 echo "Answer 'n' if GitLab already did this"
 read -p "Ready to publish $NEW_VERSION to PyPI (y/n)?" CONT
@@ -118,5 +115,6 @@ fi
 echo
 echo "Now create a new release with the tag v${LAYER_VERSION} created unless you have done this already"
 echo "https://github.com/DataDog/datadog-lambda-python/releases/new?tag=v$LAYER_VERSION&title=v$LAYER_VERSION"
+
 # Open a PR to the documentation repo to automatically bump layer version
 VERSION=$LAYER_VERSION LAYER=datadog-lambda-python ./scripts/create_documentation_pr.sh
diff --git a/scripts/run_integration_tests.sh b/scripts/run_integration_tests.sh
index 5e8c5f67..9ea2f013 100755
--- a/scripts/run_integration_tests.sh
+++ b/scripts/run_integration_tests.sh
@@ -32,8 +32,9 @@ python39=("python3.9" "3.9" $(xxd -l 4 -c 4 -p < /dev/random))
 python310=("python3.10" "3.10" $(xxd -l 4 -c 4 -p < /dev/random))
 python311=("python3.11" "3.11" $(xxd -l 4 -c 4 -p < /dev/random))
 python312=("python3.12" "3.12" $(xxd -l 4 -c 4 -p < /dev/random))
+python313=("python3.13" "3.13" $(xxd -l 4 -c 4 -p < /dev/random))
 
-PARAMETERS_SETS=("python38" "python39" "python310" "python311" "python312")
+PARAMETERS_SETS=("python38" "python39" "python310" "python311" "python312" "python313")
 
 if [ -z "$RUNTIME_PARAM" ]; then
     echo "Python version not specified, running for all python versions."
diff --git a/scripts/run_tests.sh b/scripts/run_tests.sh
index 540ac898..26f4e215 100755
--- a/scripts/run_tests.sh
+++ b/scripts/run_tests.sh
@@ -8,7 +8,7 @@
 # Run unit tests in Docker
 set -e
 
-PYTHON_VERSIONS=("3.8" "3.9" "3.10" "3.11" "3.12")
+PYTHON_VERSIONS=("3.8" "3.9" "3.10" "3.11" "3.12" "3.13")
 
 for python_version in "${PYTHON_VERSIONS[@]}"
 do
diff --git a/scripts/sign_layers.sh b/scripts/sign_layers.sh
index 700bd55a..eb40062f 100755
--- a/scripts/sign_layers.sh
+++ b/scripts/sign_layers.sh
@@ -19,6 +19,8 @@ LAYER_FILES=(
     "datadog_lambda_py-arm64-3.11.zip"
     "datadog_lambda_py-amd64-3.12.zip"
     "datadog_lambda_py-arm64-3.12.zip"
+    "datadog_lambda_py-amd64-3.13.zip"
+    "datadog_lambda_py-arm64-3.13.zip"
 )
 SIGNING_PROFILE_NAME="DatadogLambdaSigningProfile"
 
diff --git a/tests/Dockerfile b/tests/Dockerfile
index 7b96ab89..585c0fbe 100644
--- a/tests/Dockerfile
+++ b/tests/Dockerfile
@@ -1,5 +1,5 @@
 ARG python_version
-FROM python:$python_version
+FROM public.ecr.aws/docker/library/python:$python_version
 
 ENV PYTHONDONTWRITEBYTECODE True
 
diff --git a/tests/event_samples/states.json b/tests/event_samples/states.json
new file mode 100644
index 00000000..778fe437
--- /dev/null
+++ b/tests/event_samples/states.json
@@ -0,0 +1,22 @@
+{
+  "_datadog": {
+    "Execution": {
+      "Id": "arn:aws:states:ca-central-1:425362996713:execution:MyStateMachine-wsx8chv4d:1356a963-42a5-48b0-ba3f-73bde559a50c",
+      "StartTime": "2024-11-13T16:46:47.715Z",
+      "Name": "1356a963-42a5-48b0-ba3f-73bde559a50c",
+      "RoleArn": "arn:aws:iam::425362996713:role/service-role/StepFunctions-MyStateMachine-wsx8chv4d-role-1su0fkfd3",
+      "RedriveCount": 0
+    },
+    "StateMachine": {
+      "Id": "arn:aws:states:ca-central-1:425362996713:stateMachine:MyStateMachine-wsx8chv4d",
+      "Name": "MyStateMachine-wsx8chv4d"
+    },
+    "State": {
+      "Name": "Lambda Invoke",
+      "EnteredTime": "2024-11-13T16:46:47.740Z",
+      "RetryCount": 0
+    },
+    "RootExecutionId": "arn:aws:states:ca-central-1:425362996713:execution:MyStateMachine-wsx8chv4d:1356a963-42a5-48b0-ba3f-73bde559a50c",
+    "serverless-version": "v1"
+  }
+}
diff --git a/tests/integration/package.json b/tests/integration/package.json
index 9dcad1b4..1a178462 100644
--- a/tests/integration/package.json
+++ b/tests/integration/package.json
@@ -1,5 +1,6 @@
 {
   "devDependencies": {
-    "serverless-plugin-datadog": "^2.18.0"
+    "serverless-plugin-datadog": "^2.18.0",
+    "serverless-python-requirements": "^6.1.1"
   }
 }
diff --git a/tests/integration/requirements.txt b/tests/integration/requirements.txt
new file mode 100644
index 00000000..5678a66c
--- /dev/null
+++ b/tests/integration/requirements.txt
@@ -0,0 +1,4 @@
+certifi==2024.12.14
+charset-normalizer==3.4.1
+idna==3.10
+requests==2.32.3
diff --git a/tests/integration/serverless.yml b/tests/integration/serverless.yml
index fd174c5f..8c7e62f0 100644
--- a/tests/integration/serverless.yml
+++ b/tests/integration/serverless.yml
@@ -20,6 +20,21 @@ provider:
   iam:
     # IAM permissions require that all functions are deployed with this role
     role: "arn:aws:iam::425362996713:role/serverless-integration-test-lambda-role"
+  layers:
+    - { Ref: PythonLambdaLayer }
+    - { Ref: PythonRequirementsLambdaLayer }
+
+plugins:
+  - serverless-python-requirements
+
+custom:
+  pythonRequirements:
+    pythonBin: python3
+    pipCmdExtraArgs:
+      - --no-deps  # install just requests
+    layer:
+      compatibleRuntimes:
+        - ${env:SERVERLESS_RUNTIME}
 
 layers:
   python:
@@ -32,8 +47,6 @@ functions:
     name: integration-tests-python-${sls:stage}-async-metrics_${env:RUNTIME}
     handler: handle.handle
     runtime: ${env:SERVERLESS_RUNTIME}
-    layers:
-      - { Ref: PythonLambdaLayer }
     environment:
       DD_FLUSH_TO_LOG: true
 
@@ -42,5 +55,3 @@ functions:
     name: integration-tests-python-${sls:stage}-sync-metrics_${env:RUNTIME}
     handler: handle.handle
     runtime: ${env:SERVERLESS_RUNTIME}
-    layers:
-      - { Ref: PythonLambdaLayer }
diff --git a/tests/integration/snapshots/logs/async-metrics_python310.log b/tests/integration/snapshots/logs/async-metrics_python310.log
index b3b94ca4..24d3fb5b 100644
--- a/tests/integration/snapshots/logs/async-metrics_python310.log
+++ b/tests/integration/snapshots/logs/async-metrics_python310.log
@@ -188,6 +188,15 @@ START
     "dd_lambda_layer:datadog-python310_X.X.X"
   ]
 }
+{
+  "m": "datadog.serverless.dynamodb.stream.type",
+  "v": 1,
+  "e": XXXX,
+  "t": [
+    "streamtype:NEW_AND_OLD_IMAGES",
+    "dd_lambda_layer:datadog-python310_X.X.X"
+  ]
+}
 {
   "m": "hello.dog",
   "v": 1,
@@ -249,37 +258,7 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           "_dd.top_level": 1,
           "_sampling_priority_v1": 1
         },
-        "type": "web"
-      },
-      {
-        "trace_id": "XXXX",
-        "parent_id": "XXXX",
-        "span_id": "XXXX",
-        "service": "aws.lambda",
-        "resource": "integration-tests-python-XXXX-async-metrics_python310",
-        "name": "aws.lambda",
-        "error": 0,
-        "start": "XXXX",
-        "duration": "XXXX",
-        "meta": {
-          "_dd.origin": "lambda",
-          "cold_start": "false",
-          "function_arn": "arn:aws:lambda:eu-west-1:XXXX:eu-west-1-tests-python-XXXX-async-metrics_python310",
-          "function_version": "$LATEST",
-          "request_id": "XXXX",
-          "resource_names": "integration-tests-python-XXXX-async-metrics_python310",
-          "functionname": "integration-tests-python-XXXX-async-metrics_python310",
-          "datadog_lambda": "X.X.X",
-          "dd_trace": "X.X.X",
-          "span.name": "aws.lambda",
-          "function_trigger.event_source": "dynamodb",
-          "function_trigger.event_source_arn": "XXXX",
-          "_dd.base_service": "integration-tests-python"
-        },
-        "metrics": {
-          "_dd.top_level": 1
-        },
-        "type": "serverless",
+        "type": "web",
         "span_links": [
           {
             "trace_id": "XXXX",
@@ -313,6 +292,36 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           }
         ]
       },
+      {
+        "trace_id": "XXXX",
+        "parent_id": "XXXX",
+        "span_id": "XXXX",
+        "service": "aws.lambda",
+        "resource": "integration-tests-python-XXXX-async-metrics_python310",
+        "name": "aws.lambda",
+        "error": 0,
+        "start": "XXXX",
+        "duration": "XXXX",
+        "meta": {
+          "_dd.origin": "lambda",
+          "cold_start": "false",
+          "function_arn": "arn:aws:lambda:eu-west-1:XXXX:eu-west-1-tests-python-XXXX-async-metrics_python310",
+          "function_version": "$LATEST",
+          "request_id": "XXXX",
+          "resource_names": "integration-tests-python-XXXX-async-metrics_python310",
+          "functionname": "integration-tests-python-XXXX-async-metrics_python310",
+          "datadog_lambda": "X.X.X",
+          "dd_trace": "X.X.X",
+          "span.name": "aws.lambda",
+          "function_trigger.event_source": "dynamodb",
+          "function_trigger.event_source_arn": "XXXX",
+          "_dd.base_service": "integration-tests-python"
+        },
+        "metrics": {
+          "_dd.top_level": 1
+        },
+        "type": "serverless"
+      },
       {
         "trace_id": "XXXX",
         "parent_id": "XXXX",
@@ -944,7 +953,19 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           "_dd.top_level": 1,
           "_sampling_priority_v1": 1
         },
-        "type": "web"
+        "type": "web",
+        "span_links": [
+          {
+            "trace_id": "XXXX",
+            "span_id": "XXXX",
+            "attributes": {
+              "ptr.kind": "aws.s3.object",
+              "ptr.dir": "u",
+              "ptr.hash": "1dc3e5d00dae48c1f07d95371a747788",
+              "link.kind": "span-pointer"
+            }
+          }
+        ]
       },
       {
         "trace_id": "XXXX",
@@ -974,19 +995,7 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
         "metrics": {
           "_dd.top_level": 1
         },
-        "type": "serverless",
-        "span_links": [
-          {
-            "trace_id": "XXXX",
-            "span_id": "XXXX",
-            "attributes": {
-              "ptr.kind": "aws.s3.object",
-              "ptr.dir": "u",
-              "ptr.hash": "1dc3e5d00dae48c1f07d95371a747788",
-              "link.kind": "span-pointer"
-            }
-          }
-        ]
+        "type": "serverless"
       },
       {
         "trace_id": "XXXX",
diff --git a/tests/integration/snapshots/logs/async-metrics_python311.log b/tests/integration/snapshots/logs/async-metrics_python311.log
index 5ea440b3..e4fa66bc 100644
--- a/tests/integration/snapshots/logs/async-metrics_python311.log
+++ b/tests/integration/snapshots/logs/async-metrics_python311.log
@@ -188,6 +188,15 @@ START
     "dd_lambda_layer:datadog-python311_X.X.X"
   ]
 }
+{
+  "m": "datadog.serverless.dynamodb.stream.type",
+  "v": 1,
+  "e": XXXX,
+  "t": [
+    "streamtype:NEW_AND_OLD_IMAGES",
+    "dd_lambda_layer:datadog-python311_X.X.X"
+  ]
+}
 {
   "m": "hello.dog",
   "v": 1,
@@ -249,37 +258,7 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           "_dd.top_level": 1,
           "_sampling_priority_v1": 1
         },
-        "type": "web"
-      },
-      {
-        "trace_id": "XXXX",
-        "parent_id": "XXXX",
-        "span_id": "XXXX",
-        "service": "aws.lambda",
-        "resource": "integration-tests-python-XXXX-async-metrics_python311",
-        "name": "aws.lambda",
-        "error": 0,
-        "start": "XXXX",
-        "duration": "XXXX",
-        "meta": {
-          "_dd.origin": "lambda",
-          "cold_start": "false",
-          "function_arn": "arn:aws:lambda:eu-west-1:XXXX:eu-west-1-tests-python-XXXX-async-metrics_python311",
-          "function_version": "$LATEST",
-          "request_id": "XXXX",
-          "resource_names": "integration-tests-python-XXXX-async-metrics_python311",
-          "functionname": "integration-tests-python-XXXX-async-metrics_python311",
-          "datadog_lambda": "X.X.X",
-          "dd_trace": "X.X.X",
-          "span.name": "aws.lambda",
-          "function_trigger.event_source": "dynamodb",
-          "function_trigger.event_source_arn": "XXXX",
-          "_dd.base_service": "integration-tests-python"
-        },
-        "metrics": {
-          "_dd.top_level": 1
-        },
-        "type": "serverless",
+        "type": "web",
         "span_links": [
           {
             "trace_id": "XXXX",
@@ -313,6 +292,36 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           }
         ]
       },
+      {
+        "trace_id": "XXXX",
+        "parent_id": "XXXX",
+        "span_id": "XXXX",
+        "service": "aws.lambda",
+        "resource": "integration-tests-python-XXXX-async-metrics_python311",
+        "name": "aws.lambda",
+        "error": 0,
+        "start": "XXXX",
+        "duration": "XXXX",
+        "meta": {
+          "_dd.origin": "lambda",
+          "cold_start": "false",
+          "function_arn": "arn:aws:lambda:eu-west-1:XXXX:eu-west-1-tests-python-XXXX-async-metrics_python311",
+          "function_version": "$LATEST",
+          "request_id": "XXXX",
+          "resource_names": "integration-tests-python-XXXX-async-metrics_python311",
+          "functionname": "integration-tests-python-XXXX-async-metrics_python311",
+          "datadog_lambda": "X.X.X",
+          "dd_trace": "X.X.X",
+          "span.name": "aws.lambda",
+          "function_trigger.event_source": "dynamodb",
+          "function_trigger.event_source_arn": "XXXX",
+          "_dd.base_service": "integration-tests-python"
+        },
+        "metrics": {
+          "_dd.top_level": 1
+        },
+        "type": "serverless"
+      },
       {
         "trace_id": "XXXX",
         "parent_id": "XXXX",
@@ -944,7 +953,19 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           "_dd.top_level": 1,
           "_sampling_priority_v1": 1
         },
-        "type": "web"
+        "type": "web",
+        "span_links": [
+          {
+            "trace_id": "XXXX",
+            "span_id": "XXXX",
+            "attributes": {
+              "ptr.kind": "aws.s3.object",
+              "ptr.dir": "u",
+              "ptr.hash": "1dc3e5d00dae48c1f07d95371a747788",
+              "link.kind": "span-pointer"
+            }
+          }
+        ]
       },
       {
         "trace_id": "XXXX",
@@ -974,19 +995,7 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
         "metrics": {
           "_dd.top_level": 1
         },
-        "type": "serverless",
-        "span_links": [
-          {
-            "trace_id": "XXXX",
-            "span_id": "XXXX",
-            "attributes": {
-              "ptr.kind": "aws.s3.object",
-              "ptr.dir": "u",
-              "ptr.hash": "1dc3e5d00dae48c1f07d95371a747788",
-              "link.kind": "span-pointer"
-            }
-          }
-        ]
+        "type": "serverless"
       },
       {
         "trace_id": "XXXX",
diff --git a/tests/integration/snapshots/logs/async-metrics_python312.log b/tests/integration/snapshots/logs/async-metrics_python312.log
index ceaaa759..0d632c6c 100644
--- a/tests/integration/snapshots/logs/async-metrics_python312.log
+++ b/tests/integration/snapshots/logs/async-metrics_python312.log
@@ -188,6 +188,15 @@ START
     "dd_lambda_layer:datadog-python312_X.X.X"
   ]
 }
+{
+  "m": "datadog.serverless.dynamodb.stream.type",
+  "v": 1,
+  "e": XXXX,
+  "t": [
+    "streamtype:NEW_AND_OLD_IMAGES",
+    "dd_lambda_layer:datadog-python312_X.X.X"
+  ]
+}
 {
   "m": "hello.dog",
   "v": 1,
@@ -249,37 +258,7 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           "_dd.top_level": 1,
           "_sampling_priority_v1": 1
         },
-        "type": "web"
-      },
-      {
-        "trace_id": "XXXX",
-        "parent_id": "XXXX",
-        "span_id": "XXXX",
-        "service": "aws.lambda",
-        "resource": "integration-tests-python-XXXX-async-metrics_python312",
-        "name": "aws.lambda",
-        "error": 0,
-        "start": "XXXX",
-        "duration": "XXXX",
-        "meta": {
-          "_dd.origin": "lambda",
-          "cold_start": "false",
-          "function_arn": "arn:aws:lambda:eu-west-1:XXXX:eu-west-1-tests-python-XXXX-async-metrics_python312",
-          "function_version": "$LATEST",
-          "request_id": "XXXX",
-          "resource_names": "integration-tests-python-XXXX-async-metrics_python312",
-          "functionname": "integration-tests-python-XXXX-async-metrics_python312",
-          "datadog_lambda": "X.X.X",
-          "dd_trace": "X.X.X",
-          "span.name": "aws.lambda",
-          "function_trigger.event_source": "dynamodb",
-          "function_trigger.event_source_arn": "XXXX",
-          "_dd.base_service": "integration-tests-python"
-        },
-        "metrics": {
-          "_dd.top_level": 1
-        },
-        "type": "serverless",
+        "type": "web",
         "span_links": [
           {
             "trace_id": "XXXX",
@@ -313,6 +292,36 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           }
         ]
       },
+      {
+        "trace_id": "XXXX",
+        "parent_id": "XXXX",
+        "span_id": "XXXX",
+        "service": "aws.lambda",
+        "resource": "integration-tests-python-XXXX-async-metrics_python312",
+        "name": "aws.lambda",
+        "error": 0,
+        "start": "XXXX",
+        "duration": "XXXX",
+        "meta": {
+          "_dd.origin": "lambda",
+          "cold_start": "false",
+          "function_arn": "arn:aws:lambda:eu-west-1:XXXX:eu-west-1-tests-python-XXXX-async-metrics_python312",
+          "function_version": "$LATEST",
+          "request_id": "XXXX",
+          "resource_names": "integration-tests-python-XXXX-async-metrics_python312",
+          "functionname": "integration-tests-python-XXXX-async-metrics_python312",
+          "datadog_lambda": "X.X.X",
+          "dd_trace": "X.X.X",
+          "span.name": "aws.lambda",
+          "function_trigger.event_source": "dynamodb",
+          "function_trigger.event_source_arn": "XXXX",
+          "_dd.base_service": "integration-tests-python"
+        },
+        "metrics": {
+          "_dd.top_level": 1
+        },
+        "type": "serverless"
+      },
       {
         "trace_id": "XXXX",
         "parent_id": "XXXX",
@@ -944,7 +953,19 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           "_dd.top_level": 1,
           "_sampling_priority_v1": 1
         },
-        "type": "web"
+        "type": "web",
+        "span_links": [
+          {
+            "trace_id": "XXXX",
+            "span_id": "XXXX",
+            "attributes": {
+              "ptr.kind": "aws.s3.object",
+              "ptr.dir": "u",
+              "ptr.hash": "1dc3e5d00dae48c1f07d95371a747788",
+              "link.kind": "span-pointer"
+            }
+          }
+        ]
       },
       {
         "trace_id": "XXXX",
@@ -974,19 +995,7 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
         "metrics": {
           "_dd.top_level": 1
         },
-        "type": "serverless",
-        "span_links": [
-          {
-            "trace_id": "XXXX",
-            "span_id": "XXXX",
-            "attributes": {
-              "ptr.kind": "aws.s3.object",
-              "ptr.dir": "u",
-              "ptr.hash": "1dc3e5d00dae48c1f07d95371a747788",
-              "link.kind": "span-pointer"
-            }
-          }
-        ]
+        "type": "serverless"
       },
       {
         "trace_id": "XXXX",
diff --git a/tests/integration/snapshots/logs/async-metrics_python313.log b/tests/integration/snapshots/logs/async-metrics_python313.log
new file mode 100644
index 00000000..09070709
--- /dev/null
+++ b/tests/integration/snapshots/logs/async-metrics_python313.log
@@ -0,0 +1,1553 @@
+INIT_START Runtime Version: python:3.13.vX	Runtime Version ARN: arn:aws:lambda:eu-west-1:XXXX:eu-west-1
+START
+{
+  "m": "aws.lambda.enhanced.invocations",
+  "v": 1,
+  "e": XXXX,
+  "t": [
+    "region:eu-west-1",
+    "account_id:XXXX",
+    "functionname:integration-tests-python-XXXX-async-metrics_python313",
+    "resource:integration-tests-python-XXXX-async-metrics_python313",
+    "memorysize:1024",
+    "cold_start:true",
+    "runtime:python3.13",
+    "datadog_lambda:vXX",
+    "dd_lambda_layer:datadog-python313_X.X.X"
+  ]
+}
+{
+  "m": "hello.dog",
+  "v": 1,
+  "e": XXXX,
+  "t": [
+    "team:serverless",
+    "role:hello",
+    "dd_lambda_layer:datadog-python313_X.X.X"
+  ]
+}
+{
+  "m": "tests.integration.count",
+  "v": 21,
+  "e": XXXX,
+  "t": [
+    "test:integration",
+    "role:hello",
+    "dd_lambda_layer:datadog-python313_X.X.X"
+  ]
+}
+HTTP GET https://datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","Accept:*/*","Connection:keep-alive","User-Agent:python-requests/X.X.X","traceparent:XXX","tracestate:XXX
+HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","Accept:*/*","Connection:keep-alive","User-Agent:python-requests/X.X.X","traceparent:XXX","tracestate:XXX
+{
+  "traces": [
+    [
+      {
+        "trace_id": "XXXX",
+        "parent_id": "XXXX",
+        "span_id": "XXXX",
+        "service": "XXXX.execute-api.us-east-2.amazonaws.com",
+        "resource": "GET /",
+        "name": "aws.apigateway",
+        "error": 0,
+        "start": "XXXX",
+        "duration": "XXXX",
+        "meta": {
+          "runtime-id": "XXXX",
+          "_dd.origin": "lambda",
+          "operation_name": "aws.apigateway.rest",
+          "http.url": "XXXX.execute-api.us-east-2.amazonaws.com/",
+          "endpoint": "/",
+          "http.method": "GET",
+          "resource_names": "GET /",
+          "apiid": "XXXX",
+          "apiname": "XXXX",
+          "stage": "Prod",
+          "request_id": "XXXX",
+          "_inferred_span.synchronicity": "sync",
+          "_inferred_span.tag_source": "self",
+          "http.status_code": "200",
+          "peer.service": "integration-tests-python",
+          "_dd.peer.service.source": "peer.service",
+          "_dd.base_service": "integration-tests-python",
+          "_dd.p.dm": "-0",
+          "_dd.p.tid": "XXXX",
+          "language": "python"
+        },
+        "metrics": {
+          "process_id": XXXX,
+          "_dd.top_level": 1,
+          "_sampling_priority_v1": 1
+        },
+        "type": "http"
+      },
+      {
+        "trace_id": "XXXX",
+        "parent_id": "XXXX",
+        "span_id": "XXXX",
+        "service": "aws.lambda",
+        "resource": "integration-tests-python-XXXX-async-metrics_python313",
+        "name": "aws.lambda",
+        "error": 0,
+        "start": "XXXX",
+        "duration": "XXXX",
+        "meta": {
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+    "role:hello",
+    "dd_lambda_layer:datadog-python313_X.X.X"
+  ]
+}
+HTTP GET https://datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","Accept:*/*","Connection:keep-alive","User-Agent:python-requests/X.X.X","traceparent:XXX","tracestate:XXX
+HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","Accept:*/*","Connection:keep-alive","User-Agent:python-requests/X.X.X","traceparent:XXX","tracestate:XXX
+{
+  "traces": [
+    [
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+        "trace_id": "XXXX",
+        "parent_id": "XXXX",
+        "span_id": "XXXX",
+        "service": "XXXX.execute-api.eu-west-1.amazonaws.com",
+        "resource": "$default",
+        "name": "aws.apigateway.websocket",
+        "error": 0,
+        "start": "XXXX",
+        "duration": "XXXX",
+        "meta": {
+          "runtime-id": "XXXX",
+          "_dd.origin": "lambda",
+          "operation_name": "aws.apigateway.websocket",
+          "http.url": "XXXX.execute-api.eu-west-1.amazonaws.com$default",
+          "endpoint": "$default",
+          "resource_names": "$default",
+          "apiid": "XXXX",
+          "apiname": "XXXX",
+          "stage": "dev",
+          "request_id": "XXXX",
+          "connection_id": "XXXX=",
+          "event_type": "MESSAGE",
+          "message_direction": "IN",
+          "_inferred_span.synchronicity": "sync",
+          "_inferred_span.tag_source": "self",
+          "http.status_code": "200",
+          "peer.service": "integration-tests-python",
+          "_dd.peer.service.source": "peer.service",
+          "_dd.base_service": "integration-tests-python",
+          "_dd.p.dm": "-0",
+          "_dd.p.tid": "XXXX",
+          "language": "python"
+        },
+        "metrics": {
+          "process_id": XXXX,
+          "_dd.top_level": 1,
+          "_sampling_priority_v1": 1
+        },
+        "type": "web"
+      },
+      {
+        "trace_id": "XXXX",
+        "parent_id": "XXXX",
+        "span_id": "XXXX",
+        "service": "aws.lambda",
+        "resource": "integration-tests-python-XXXX-async-metrics_python313",
+        "name": "aws.lambda",
+        "error": 0,
+        "start": "XXXX",
+        "duration": "XXXX",
+        "meta": {
+          "_dd.origin": "lambda",
+          "cold_start": "false",
+          "function_arn": "arn:aws:lambda:eu-west-1:XXXX:eu-west-1-tests-python-XXXX-async-metrics_python313",
+          "function_version": "$LATEST",
+          "request_id": "XXXX",
+          "resource_names": "integration-tests-python-XXXX-async-metrics_python313",
+          "functionname": "integration-tests-python-XXXX-async-metrics_python313",
+          "datadog_lambda": "X.X.X",
+          "dd_trace": "X.X.X",
+          "span.name": "aws.lambda",
+          "function_trigger.event_source": "api-gateway",
+          "function_trigger.event_source_arn": "XXXX",
+          "http.url": "XXXX.execute-api.eu-west-1.amazonaws.com",
+          "http.status_code": "200",
+          "_dd.base_service": "integration-tests-python"
+        },
+        "metrics": {
+          "_dd.top_level": 1
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+        "type": "serverless"
+      },
+      {
+        "trace_id": "XXXX",
+        "parent_id": "XXXX",
+        "span_id": "XXXX",
+        "service": "integration-tests-python",
+        "resource": "GET /",
+        "name": "requests.request",
+        "error": 0,
+        "start": "XXXX",
+        "duration": "XXXX",
+        "meta": {
+          "_dd.origin": "lambda",
+          "component": "requests",
+          "span.kind": "client",
+          "http.method": "GET",
+          "http.url": "https://datadoghq.com/",
+          "out.host": "datadoghq.com",
+          "http.status_code": "200",
+          "http.useragent": "python-requests/X.X.X"
+        },
+        "metrics": {
+          "_dd.measured": 1,
+          "_dd.top_level": 1
+        },
+        "type": "http"
+      },
+      {
+        "trace_id": "XXXX",
+        "parent_id": "XXXX",
+        "span_id": "XXXX",
+        "service": "integration-tests-python",
+        "resource": "GET /",
+        "name": "requests.request",
+        "error": 0,
+        "start": "XXXX",
+        "duration": "XXXX",
+        "meta": {
+          "_dd.p.tid": "XXXX",
+          "_dd.origin": "lambda",
+          "component": "requests",
+          "span.kind": "client",
+          "http.method": "GET",
+          "http.url": "https://www.datadoghq.com/",
+          "out.host": "www.datadoghq.com",
+          "http.status_code": "200",
+          "http.useragent": "python-requests/X.X.X"
+        },
+        "metrics": {
+          "_dd.measured": 1
+        },
+        "type": "http"
+      }
+    ]
+  ]
+}
+END Duration: XXXX ms Memory Used: XXXX MB
diff --git a/tests/integration/snapshots/logs/async-metrics_python38.log b/tests/integration/snapshots/logs/async-metrics_python38.log
index 3ce5c99d..4a506930 100644
--- a/tests/integration/snapshots/logs/async-metrics_python38.log
+++ b/tests/integration/snapshots/logs/async-metrics_python38.log
@@ -188,6 +188,15 @@ START
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   ]
 }
+{
+  "m": "datadog.serverless.dynamodb.stream.type",
+  "v": 1,
+  "e": XXXX,
+  "t": [
+    "streamtype:NEW_AND_OLD_IMAGES",
+    "dd_lambda_layer:datadog-python38_X.X.X"
+  ]
+}
 {
   "m": "hello.dog",
   "v": 1,
@@ -249,37 +258,7 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
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           "_sampling_priority_v1": 1
         },
-        "type": "web"
-      },
-      {
-        "trace_id": "XXXX",
-        "parent_id": "XXXX",
-        "span_id": "XXXX",
-        "service": "aws.lambda",
-        "resource": "integration-tests-python-XXXX-async-metrics_python38",
-        "name": "aws.lambda",
-        "error": 0,
-        "start": "XXXX",
-        "duration": "XXXX",
-        "meta": {
-          "_dd.origin": "lambda",
-          "cold_start": "false",
-          "function_arn": "arn:aws:lambda:eu-west-1:XXXX:eu-west-1-tests-python-XXXX-async-metrics_python38",
-          "function_version": "$LATEST",
-          "request_id": "XXXX",
-          "resource_names": "integration-tests-python-XXXX-async-metrics_python38",
-          "functionname": "integration-tests-python-XXXX-async-metrics_python38",
-          "datadog_lambda": "X.X.X",
-          "dd_trace": "X.X.X",
-          "span.name": "aws.lambda",
-          "function_trigger.event_source": "dynamodb",
-          "function_trigger.event_source_arn": "XXXX",
-          "_dd.base_service": "integration-tests-python"
-        },
-        "metrics": {
-          "_dd.top_level": 1
-        },
-        "type": "serverless",
+        "type": "web",
         "span_links": [
           {
             "trace_id": "XXXX",
@@ -313,6 +292,36 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           }
         ]
       },
+      {
+        "trace_id": "XXXX",
+        "parent_id": "XXXX",
+        "span_id": "XXXX",
+        "service": "aws.lambda",
+        "resource": "integration-tests-python-XXXX-async-metrics_python38",
+        "name": "aws.lambda",
+        "error": 0,
+        "start": "XXXX",
+        "duration": "XXXX",
+        "meta": {
+          "_dd.origin": "lambda",
+          "cold_start": "false",
+          "function_arn": "arn:aws:lambda:eu-west-1:XXXX:eu-west-1-tests-python-XXXX-async-metrics_python38",
+          "function_version": "$LATEST",
+          "request_id": "XXXX",
+          "resource_names": "integration-tests-python-XXXX-async-metrics_python38",
+          "functionname": "integration-tests-python-XXXX-async-metrics_python38",
+          "datadog_lambda": "X.X.X",
+          "dd_trace": "X.X.X",
+          "span.name": "aws.lambda",
+          "function_trigger.event_source": "dynamodb",
+          "function_trigger.event_source_arn": "XXXX",
+          "_dd.base_service": "integration-tests-python"
+        },
+        "metrics": {
+          "_dd.top_level": 1
+        },
+        "type": "serverless"
+      },
       {
         "trace_id": "XXXX",
         "parent_id": "XXXX",
@@ -944,7 +953,19 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           "_dd.top_level": 1,
           "_sampling_priority_v1": 1
         },
-        "type": "web"
+        "type": "web",
+        "span_links": [
+          {
+            "trace_id": "XXXX",
+            "span_id": "XXXX",
+            "attributes": {
+              "ptr.kind": "aws.s3.object",
+              "ptr.dir": "u",
+              "ptr.hash": "1dc3e5d00dae48c1f07d95371a747788",
+              "link.kind": "span-pointer"
+            }
+          }
+        ]
       },
       {
         "trace_id": "XXXX",
@@ -974,19 +995,7 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
         "metrics": {
           "_dd.top_level": 1
         },
-        "type": "serverless",
-        "span_links": [
-          {
-            "trace_id": "XXXX",
-            "span_id": "XXXX",
-            "attributes": {
-              "ptr.kind": "aws.s3.object",
-              "ptr.dir": "u",
-              "ptr.hash": "1dc3e5d00dae48c1f07d95371a747788",
-              "link.kind": "span-pointer"
-            }
-          }
-        ]
+        "type": "serverless"
       },
       {
         "trace_id": "XXXX",
diff --git a/tests/integration/snapshots/logs/async-metrics_python39.log b/tests/integration/snapshots/logs/async-metrics_python39.log
index ede453ff..54081402 100644
--- a/tests/integration/snapshots/logs/async-metrics_python39.log
+++ b/tests/integration/snapshots/logs/async-metrics_python39.log
@@ -188,6 +188,15 @@ START
     "dd_lambda_layer:datadog-python39_X.X.X"
   ]
 }
+{
+  "m": "datadog.serverless.dynamodb.stream.type",
+  "v": 1,
+  "e": XXXX,
+  "t": [
+    "streamtype:NEW_AND_OLD_IMAGES",
+    "dd_lambda_layer:datadog-python39_X.X.X"
+  ]
+}
 {
   "m": "hello.dog",
   "v": 1,
@@ -249,37 +258,7 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           "_dd.top_level": 1,
           "_sampling_priority_v1": 1
         },
-        "type": "web"
-      },
-      {
-        "trace_id": "XXXX",
-        "parent_id": "XXXX",
-        "span_id": "XXXX",
-        "service": "aws.lambda",
-        "resource": "integration-tests-python-XXXX-async-metrics_python39",
-        "name": "aws.lambda",
-        "error": 0,
-        "start": "XXXX",
-        "duration": "XXXX",
-        "meta": {
-          "_dd.origin": "lambda",
-          "cold_start": "false",
-          "function_arn": "arn:aws:lambda:eu-west-1:XXXX:eu-west-1-tests-python-XXXX-async-metrics_python39",
-          "function_version": "$LATEST",
-          "request_id": "XXXX",
-          "resource_names": "integration-tests-python-XXXX-async-metrics_python39",
-          "functionname": "integration-tests-python-XXXX-async-metrics_python39",
-          "datadog_lambda": "X.X.X",
-          "dd_trace": "X.X.X",
-          "span.name": "aws.lambda",
-          "function_trigger.event_source": "dynamodb",
-          "function_trigger.event_source_arn": "XXXX",
-          "_dd.base_service": "integration-tests-python"
-        },
-        "metrics": {
-          "_dd.top_level": 1
-        },
-        "type": "serverless",
+        "type": "web",
         "span_links": [
           {
             "trace_id": "XXXX",
@@ -313,6 +292,36 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           }
         ]
       },
+      {
+        "trace_id": "XXXX",
+        "parent_id": "XXXX",
+        "span_id": "XXXX",
+        "service": "aws.lambda",
+        "resource": "integration-tests-python-XXXX-async-metrics_python39",
+        "name": "aws.lambda",
+        "error": 0,
+        "start": "XXXX",
+        "duration": "XXXX",
+        "meta": {
+          "_dd.origin": "lambda",
+          "cold_start": "false",
+          "function_arn": "arn:aws:lambda:eu-west-1:XXXX:eu-west-1-tests-python-XXXX-async-metrics_python39",
+          "function_version": "$LATEST",
+          "request_id": "XXXX",
+          "resource_names": "integration-tests-python-XXXX-async-metrics_python39",
+          "functionname": "integration-tests-python-XXXX-async-metrics_python39",
+          "datadog_lambda": "X.X.X",
+          "dd_trace": "X.X.X",
+          "span.name": "aws.lambda",
+          "function_trigger.event_source": "dynamodb",
+          "function_trigger.event_source_arn": "XXXX",
+          "_dd.base_service": "integration-tests-python"
+        },
+        "metrics": {
+          "_dd.top_level": 1
+        },
+        "type": "serverless"
+      },
       {
         "trace_id": "XXXX",
         "parent_id": "XXXX",
@@ -944,7 +953,19 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           "_dd.top_level": 1,
           "_sampling_priority_v1": 1
         },
-        "type": "web"
+        "type": "web",
+        "span_links": [
+          {
+            "trace_id": "XXXX",
+            "span_id": "XXXX",
+            "attributes": {
+              "ptr.kind": "aws.s3.object",
+              "ptr.dir": "u",
+              "ptr.hash": "1dc3e5d00dae48c1f07d95371a747788",
+              "link.kind": "span-pointer"
+            }
+          }
+        ]
       },
       {
         "trace_id": "XXXX",
@@ -974,19 +995,7 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
         "metrics": {
           "_dd.top_level": 1
         },
-        "type": "serverless",
-        "span_links": [
-          {
-            "trace_id": "XXXX",
-            "span_id": "XXXX",
-            "attributes": {
-              "ptr.kind": "aws.s3.object",
-              "ptr.dir": "u",
-              "ptr.hash": "1dc3e5d00dae48c1f07d95371a747788",
-              "link.kind": "span-pointer"
-            }
-          }
-        ]
+        "type": "serverless"
       },
       {
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diff --git a/tests/integration/snapshots/logs/sync-metrics_python310.log b/tests/integration/snapshots/logs/sync-metrics_python310.log
index 540ce081..e2569775 100644
--- a/tests/integration/snapshots/logs/sync-metrics_python310.log
+++ b/tests/integration/snapshots/logs/sync-metrics_python310.log
@@ -207,6 +207,15 @@ START
     "dd_lambda_layer:datadog-python310_X.X.X"
   ]
 }
+{
+  "m": "datadog.serverless.dynamodb.stream.type",
+  "v": 1,
+  "e": XXXX,
+  "t": [
+    "streamtype:NEW_AND_OLD_IMAGES",
+    "dd_lambda_layer:datadog-python310_X.X.X"
+  ]
+}
 HTTP GET https://datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","Accept:*/*","Connection:keep-alive","User-Agent:python-requests/X.X.X","traceparent:XXX","tracestate:XXX
 HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","Accept:*/*","Connection:keep-alive","User-Agent:python-requests/X.X.X","traceparent:XXX","tracestate:XXX
 {
@@ -248,37 +257,7 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           "_dd.top_level": 1,
           "_sampling_priority_v1": 1
         },
-        "type": "web"
-      },
-      {
-        "trace_id": "XXXX",
-        "parent_id": "XXXX",
-        "span_id": "XXXX",
-        "service": "aws.lambda",
-        "resource": "integration-tests-python-XXXX-sync-metrics_python310",
-        "name": "aws.lambda",
-        "error": 0,
-        "start": "XXXX",
-        "duration": "XXXX",
-        "meta": {
-          "_dd.origin": "lambda",
-          "cold_start": "false",
-          "function_arn": "arn:aws:lambda:eu-west-1:XXXX:eu-west-1-tests-python-XXXX-sync-metrics_python310",
-          "function_version": "$LATEST",
-          "request_id": "XXXX",
-          "resource_names": "integration-tests-python-XXXX-sync-metrics_python310",
-          "functionname": "integration-tests-python-XXXX-sync-metrics_python310",
-          "datadog_lambda": "X.X.X",
-          "dd_trace": "X.X.X",
-          "span.name": "aws.lambda",
-          "function_trigger.event_source": "dynamodb",
-          "function_trigger.event_source_arn": "XXXX",
-          "_dd.base_service": "integration-tests-python"
-        },
-        "metrics": {
-          "_dd.top_level": 1
-        },
-        "type": "serverless",
+        "type": "web",
         "span_links": [
           {
             "trace_id": "XXXX",
@@ -312,6 +291,36 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           }
         ]
       },
+      {
+        "trace_id": "XXXX",
+        "parent_id": "XXXX",
+        "span_id": "XXXX",
+        "service": "aws.lambda",
+        "resource": "integration-tests-python-XXXX-sync-metrics_python310",
+        "name": "aws.lambda",
+        "error": 0,
+        "start": "XXXX",
+        "duration": "XXXX",
+        "meta": {
+          "_dd.origin": "lambda",
+          "cold_start": "false",
+          "function_arn": "arn:aws:lambda:eu-west-1:XXXX:eu-west-1-tests-python-XXXX-sync-metrics_python310",
+          "function_version": "$LATEST",
+          "request_id": "XXXX",
+          "resource_names": "integration-tests-python-XXXX-sync-metrics_python310",
+          "functionname": "integration-tests-python-XXXX-sync-metrics_python310",
+          "datadog_lambda": "X.X.X",
+          "dd_trace": "X.X.X",
+          "span.name": "aws.lambda",
+          "function_trigger.event_source": "dynamodb",
+          "function_trigger.event_source_arn": "XXXX",
+          "_dd.base_service": "integration-tests-python"
+        },
+        "metrics": {
+          "_dd.top_level": 1
+        },
+        "type": "serverless"
+      },
       {
         "trace_id": "XXXX",
         "parent_id": "XXXX",
@@ -1019,7 +1028,19 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           "_dd.top_level": 1,
           "_sampling_priority_v1": 1
         },
-        "type": "web"
+        "type": "web",
+        "span_links": [
+          {
+            "trace_id": "XXXX",
+            "span_id": "XXXX",
+            "attributes": {
+              "ptr.kind": "aws.s3.object",
+              "ptr.dir": "u",
+              "ptr.hash": "1dc3e5d00dae48c1f07d95371a747788",
+              "link.kind": "span-pointer"
+            }
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@@ -1049,19 +1070,7 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
         "metrics": {
           "_dd.top_level": 1
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-        "type": "serverless",
-        "span_links": [
-          {
-            "trace_id": "XXXX",
-            "span_id": "XXXX",
-            "attributes": {
-              "ptr.kind": "aws.s3.object",
-              "ptr.dir": "u",
-              "ptr.hash": "1dc3e5d00dae48c1f07d95371a747788",
-              "link.kind": "span-pointer"
-            }
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-        ]
+        "type": "serverless"
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diff --git a/tests/integration/snapshots/logs/sync-metrics_python311.log b/tests/integration/snapshots/logs/sync-metrics_python311.log
index 68b930db..69d4a695 100644
--- a/tests/integration/snapshots/logs/sync-metrics_python311.log
+++ b/tests/integration/snapshots/logs/sync-metrics_python311.log
@@ -207,6 +207,15 @@ START
     "dd_lambda_layer:datadog-python311_X.X.X"
   ]
 }
+{
+  "m": "datadog.serverless.dynamodb.stream.type",
+  "v": 1,
+  "e": XXXX,
+  "t": [
+    "streamtype:NEW_AND_OLD_IMAGES",
+    "dd_lambda_layer:datadog-python311_X.X.X"
+  ]
+}
 HTTP GET https://datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","Accept:*/*","Connection:keep-alive","User-Agent:python-requests/X.X.X","traceparent:XXX","tracestate:XXX
 HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","Accept:*/*","Connection:keep-alive","User-Agent:python-requests/X.X.X","traceparent:XXX","tracestate:XXX
 {
@@ -248,37 +257,7 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           "_dd.top_level": 1,
           "_sampling_priority_v1": 1
         },
-        "type": "web"
-      },
-      {
-        "trace_id": "XXXX",
-        "parent_id": "XXXX",
-        "span_id": "XXXX",
-        "service": "aws.lambda",
-        "resource": "integration-tests-python-XXXX-sync-metrics_python311",
-        "name": "aws.lambda",
-        "error": 0,
-        "start": "XXXX",
-        "duration": "XXXX",
-        "meta": {
-          "_dd.origin": "lambda",
-          "cold_start": "false",
-          "function_arn": "arn:aws:lambda:eu-west-1:XXXX:eu-west-1-tests-python-XXXX-sync-metrics_python311",
-          "function_version": "$LATEST",
-          "request_id": "XXXX",
-          "resource_names": "integration-tests-python-XXXX-sync-metrics_python311",
-          "functionname": "integration-tests-python-XXXX-sync-metrics_python311",
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-          "_dd.base_service": "integration-tests-python"
-        },
-        "metrics": {
-          "_dd.top_level": 1
-        },
-        "type": "serverless",
+        "type": "web",
         "span_links": [
           {
             "trace_id": "XXXX",
@@ -312,6 +291,36 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           }
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       },
+      {
+        "trace_id": "XXXX",
+        "parent_id": "XXXX",
+        "span_id": "XXXX",
+        "service": "aws.lambda",
+        "resource": "integration-tests-python-XXXX-sync-metrics_python311",
+        "name": "aws.lambda",
+        "error": 0,
+        "start": "XXXX",
+        "duration": "XXXX",
+        "meta": {
+          "_dd.origin": "lambda",
+          "cold_start": "false",
+          "function_arn": "arn:aws:lambda:eu-west-1:XXXX:eu-west-1-tests-python-XXXX-sync-metrics_python311",
+          "function_version": "$LATEST",
+          "request_id": "XXXX",
+          "resource_names": "integration-tests-python-XXXX-sync-metrics_python311",
+          "functionname": "integration-tests-python-XXXX-sync-metrics_python311",
+          "datadog_lambda": "X.X.X",
+          "dd_trace": "X.X.X",
+          "span.name": "aws.lambda",
+          "function_trigger.event_source": "dynamodb",
+          "function_trigger.event_source_arn": "XXXX",
+          "_dd.base_service": "integration-tests-python"
+        },
+        "metrics": {
+          "_dd.top_level": 1
+        },
+        "type": "serverless"
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       {
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@@ -1019,7 +1028,19 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           "_dd.top_level": 1,
           "_sampling_priority_v1": 1
         },
-        "type": "web"
+        "type": "web",
+        "span_links": [
+          {
+            "trace_id": "XXXX",
+            "span_id": "XXXX",
+            "attributes": {
+              "ptr.kind": "aws.s3.object",
+              "ptr.dir": "u",
+              "ptr.hash": "1dc3e5d00dae48c1f07d95371a747788",
+              "link.kind": "span-pointer"
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@@ -1049,19 +1070,7 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
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-              "ptr.hash": "1dc3e5d00dae48c1f07d95371a747788",
-              "link.kind": "span-pointer"
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diff --git a/tests/integration/snapshots/logs/sync-metrics_python312.log b/tests/integration/snapshots/logs/sync-metrics_python312.log
index 9e4d916e..49bae0a2 100644
--- a/tests/integration/snapshots/logs/sync-metrics_python312.log
+++ b/tests/integration/snapshots/logs/sync-metrics_python312.log
@@ -207,6 +207,15 @@ START
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   ]
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+{
+  "m": "datadog.serverless.dynamodb.stream.type",
+  "v": 1,
+  "e": XXXX,
+  "t": [
+    "streamtype:NEW_AND_OLD_IMAGES",
+    "dd_lambda_layer:datadog-python312_X.X.X"
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+}
 HTTP GET https://datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","Accept:*/*","Connection:keep-alive","User-Agent:python-requests/X.X.X","traceparent:XXX","tracestate:XXX
 HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","Accept:*/*","Connection:keep-alive","User-Agent:python-requests/X.X.X","traceparent:XXX","tracestate:XXX
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@@ -248,37 +257,7 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
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+        "type": "web",
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@@ -312,6 +291,36 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
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@@ -1019,7 +1028,19 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
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-        "type": "web"
+        "type": "web",
+        "span_links": [
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diff --git a/tests/integration/snapshots/logs/sync-metrics_python313.log b/tests/integration/snapshots/logs/sync-metrics_python313.log
new file mode 100644
index 00000000..2f461f6f
--- /dev/null
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+HTTP GET https://datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","Accept:*/*","Connection:keep-alive","User-Agent:python-requests/X.X.X","traceparent:XXX","tracestate:XXX
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+      {
+        "trace_id": "XXXX",
+        "parent_id": "XXXX",
+        "span_id": "XXXX",
+        "service": "integration-tests-python",
+        "resource": "GET /",
+        "name": "requests.request",
+        "error": 0,
+        "start": "XXXX",
+        "duration": "XXXX",
+        "meta": {
+          "_dd.p.tid": "XXXX",
+          "_dd.origin": "lambda",
+          "component": "requests",
+          "span.kind": "client",
+          "http.method": "GET",
+          "http.url": "https://www.datadoghq.com/",
+          "out.host": "www.datadoghq.com",
+          "http.status_code": "200",
+          "http.useragent": "python-requests/X.X.X"
+        },
+        "metrics": {
+          "_dd.measured": 1
+        },
+        "type": "http"
+      }
+    ]
+  ]
+}
+HTTP POST https://api.datadoghq.com/api/v1/distribution_points Headers: ["Accept-Encoding:gzip, deflate","Accept:*/*","Connection:keep-alive","Content-Encoding:deflate","Content-Length:XXXX","Content-Type:application/json","DD-API-KEY:XXXX","User-Agent:datadogpy/XX (python XX; os linux; arch XXXX)","traceparent:XXX","tracestate:XXX
+{
+  "traces": [
+    [
+      {
+        "trace_id": "XXXX",
+        "parent_id": "XXXX",
+        "span_id": "XXXX",
+        "service": "integration-tests-python",
+        "resource": "POST /api/v1/distribution_points",
+        "name": "requests.request",
+        "error": 0,
+        "start": "XXXX",
+        "duration": "XXXX",
+        "meta": {
+          "runtime-id": "XXXX",
+          "_dd.origin": "lambda",
+          "component": "requests",
+          "span.kind": "client",
+          "http.method": "POST",
+          "http.url": "https://api.datadoghq.com/api/v1/distribution_points",
+          "out.host": "api.datadoghq.com",
+          "http.status_code": "202",
+          "http.useragent": "datadogpy/XX (python XX; os linux; arch XXXX)",
+          "_dd.p.dm": "-0",
+          "_dd.p.tid": "XXXX",
+          "language": "python"
+        },
+        "metrics": {
+          "process_id": XXXX,
+          "_dd.measured": 1,
+          "_dd.top_level": 1,
+          "_sampling_priority_v1": 1
+        },
+        "type": "http"
+      }
+    ]
+  ]
+}
+END Duration: XXXX ms Memory Used: XXXX MB
diff --git a/tests/integration/snapshots/logs/sync-metrics_python38.log b/tests/integration/snapshots/logs/sync-metrics_python38.log
index 6c7b3c50..83e33d33 100644
--- a/tests/integration/snapshots/logs/sync-metrics_python38.log
+++ b/tests/integration/snapshots/logs/sync-metrics_python38.log
@@ -207,6 +207,15 @@ START
     "dd_lambda_layer:datadog-python38_X.X.X"
   ]
 }
+{
+  "m": "datadog.serverless.dynamodb.stream.type",
+  "v": 1,
+  "e": XXXX,
+  "t": [
+    "streamtype:NEW_AND_OLD_IMAGES",
+    "dd_lambda_layer:datadog-python38_X.X.X"
+  ]
+}
 HTTP GET https://datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","Accept:*/*","Connection:keep-alive","User-Agent:python-requests/X.X.X","traceparent:XXX","tracestate:XXX
 HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","Accept:*/*","Connection:keep-alive","User-Agent:python-requests/X.X.X","traceparent:XXX","tracestate:XXX
 {
@@ -248,37 +257,7 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           "_dd.top_level": 1,
           "_sampling_priority_v1": 1
         },
-        "type": "web"
-      },
-      {
-        "trace_id": "XXXX",
-        "parent_id": "XXXX",
-        "span_id": "XXXX",
-        "service": "aws.lambda",
-        "resource": "integration-tests-python-XXXX-sync-metrics_python38",
-        "name": "aws.lambda",
-        "error": 0,
-        "start": "XXXX",
-        "duration": "XXXX",
-        "meta": {
-          "_dd.origin": "lambda",
-          "cold_start": "false",
-          "function_arn": "arn:aws:lambda:eu-west-1:XXXX:eu-west-1-tests-python-XXXX-sync-metrics_python38",
-          "function_version": "$LATEST",
-          "request_id": "XXXX",
-          "resource_names": "integration-tests-python-XXXX-sync-metrics_python38",
-          "functionname": "integration-tests-python-XXXX-sync-metrics_python38",
-          "datadog_lambda": "X.X.X",
-          "dd_trace": "X.X.X",
-          "span.name": "aws.lambda",
-          "function_trigger.event_source": "dynamodb",
-          "function_trigger.event_source_arn": "XXXX",
-          "_dd.base_service": "integration-tests-python"
-        },
-        "metrics": {
-          "_dd.top_level": 1
-        },
-        "type": "serverless",
+        "type": "web",
         "span_links": [
           {
             "trace_id": "XXXX",
@@ -312,6 +291,36 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           }
         ]
       },
+      {
+        "trace_id": "XXXX",
+        "parent_id": "XXXX",
+        "span_id": "XXXX",
+        "service": "aws.lambda",
+        "resource": "integration-tests-python-XXXX-sync-metrics_python38",
+        "name": "aws.lambda",
+        "error": 0,
+        "start": "XXXX",
+        "duration": "XXXX",
+        "meta": {
+          "_dd.origin": "lambda",
+          "cold_start": "false",
+          "function_arn": "arn:aws:lambda:eu-west-1:XXXX:eu-west-1-tests-python-XXXX-sync-metrics_python38",
+          "function_version": "$LATEST",
+          "request_id": "XXXX",
+          "resource_names": "integration-tests-python-XXXX-sync-metrics_python38",
+          "functionname": "integration-tests-python-XXXX-sync-metrics_python38",
+          "datadog_lambda": "X.X.X",
+          "dd_trace": "X.X.X",
+          "span.name": "aws.lambda",
+          "function_trigger.event_source": "dynamodb",
+          "function_trigger.event_source_arn": "XXXX",
+          "_dd.base_service": "integration-tests-python"
+        },
+        "metrics": {
+          "_dd.top_level": 1
+        },
+        "type": "serverless"
+      },
       {
         "trace_id": "XXXX",
         "parent_id": "XXXX",
@@ -1019,7 +1028,19 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           "_dd.top_level": 1,
           "_sampling_priority_v1": 1
         },
-        "type": "web"
+        "type": "web",
+        "span_links": [
+          {
+            "trace_id": "XXXX",
+            "span_id": "XXXX",
+            "attributes": {
+              "ptr.kind": "aws.s3.object",
+              "ptr.dir": "u",
+              "ptr.hash": "1dc3e5d00dae48c1f07d95371a747788",
+              "link.kind": "span-pointer"
+            }
+          }
+        ]
       },
       {
         "trace_id": "XXXX",
@@ -1049,19 +1070,7 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
         "metrics": {
           "_dd.top_level": 1
         },
-        "type": "serverless",
-        "span_links": [
-          {
-            "trace_id": "XXXX",
-            "span_id": "XXXX",
-            "attributes": {
-              "ptr.kind": "aws.s3.object",
-              "ptr.dir": "u",
-              "ptr.hash": "1dc3e5d00dae48c1f07d95371a747788",
-              "link.kind": "span-pointer"
-            }
-          }
-        ]
+        "type": "serverless"
       },
       {
         "trace_id": "XXXX",
diff --git a/tests/integration/snapshots/logs/sync-metrics_python39.log b/tests/integration/snapshots/logs/sync-metrics_python39.log
index 26db0d4b..0a433c34 100644
--- a/tests/integration/snapshots/logs/sync-metrics_python39.log
+++ b/tests/integration/snapshots/logs/sync-metrics_python39.log
@@ -207,6 +207,15 @@ START
     "dd_lambda_layer:datadog-python39_X.X.X"
   ]
 }
+{
+  "m": "datadog.serverless.dynamodb.stream.type",
+  "v": 1,
+  "e": XXXX,
+  "t": [
+    "streamtype:NEW_AND_OLD_IMAGES",
+    "dd_lambda_layer:datadog-python39_X.X.X"
+  ]
+}
 HTTP GET https://datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","Accept:*/*","Connection:keep-alive","User-Agent:python-requests/X.X.X","traceparent:XXX","tracestate:XXX
 HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","Accept:*/*","Connection:keep-alive","User-Agent:python-requests/X.X.X","traceparent:XXX","tracestate:XXX
 {
@@ -248,37 +257,7 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           "_dd.top_level": 1,
           "_sampling_priority_v1": 1
         },
-        "type": "web"
-      },
-      {
-        "trace_id": "XXXX",
-        "parent_id": "XXXX",
-        "span_id": "XXXX",
-        "service": "aws.lambda",
-        "resource": "integration-tests-python-XXXX-sync-metrics_python39",
-        "name": "aws.lambda",
-        "error": 0,
-        "start": "XXXX",
-        "duration": "XXXX",
-        "meta": {
-          "_dd.origin": "lambda",
-          "cold_start": "false",
-          "function_arn": "arn:aws:lambda:eu-west-1:XXXX:eu-west-1-tests-python-XXXX-sync-metrics_python39",
-          "function_version": "$LATEST",
-          "request_id": "XXXX",
-          "resource_names": "integration-tests-python-XXXX-sync-metrics_python39",
-          "functionname": "integration-tests-python-XXXX-sync-metrics_python39",
-          "datadog_lambda": "X.X.X",
-          "dd_trace": "X.X.X",
-          "span.name": "aws.lambda",
-          "function_trigger.event_source": "dynamodb",
-          "function_trigger.event_source_arn": "XXXX",
-          "_dd.base_service": "integration-tests-python"
-        },
-        "metrics": {
-          "_dd.top_level": 1
-        },
-        "type": "serverless",
+        "type": "web",
         "span_links": [
           {
             "trace_id": "XXXX",
@@ -312,6 +291,36 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           }
         ]
       },
+      {
+        "trace_id": "XXXX",
+        "parent_id": "XXXX",
+        "span_id": "XXXX",
+        "service": "aws.lambda",
+        "resource": "integration-tests-python-XXXX-sync-metrics_python39",
+        "name": "aws.lambda",
+        "error": 0,
+        "start": "XXXX",
+        "duration": "XXXX",
+        "meta": {
+          "_dd.origin": "lambda",
+          "cold_start": "false",
+          "function_arn": "arn:aws:lambda:eu-west-1:XXXX:eu-west-1-tests-python-XXXX-sync-metrics_python39",
+          "function_version": "$LATEST",
+          "request_id": "XXXX",
+          "resource_names": "integration-tests-python-XXXX-sync-metrics_python39",
+          "functionname": "integration-tests-python-XXXX-sync-metrics_python39",
+          "datadog_lambda": "X.X.X",
+          "dd_trace": "X.X.X",
+          "span.name": "aws.lambda",
+          "function_trigger.event_source": "dynamodb",
+          "function_trigger.event_source_arn": "XXXX",
+          "_dd.base_service": "integration-tests-python"
+        },
+        "metrics": {
+          "_dd.top_level": 1
+        },
+        "type": "serverless"
+      },
       {
         "trace_id": "XXXX",
         "parent_id": "XXXX",
@@ -368,6 +377,7 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
   ]
 }
 HTTP POST https://api.datadoghq.com/api/v1/distribution_points Headers: ["Accept-Encoding:gzip, deflate","Accept:*/*","Connection:keep-alive","Content-Encoding:deflate","Content-Length:XXXX","Content-Type:application/json","DD-API-KEY:XXXX","User-Agent:datadogpy/XX (python XX; os linux; arch XXXX)","traceparent:XXX","tracestate:XXX
+END Duration: XXXX ms Memory Used: XXXX MB
 {
   "traces": [
     [
@@ -406,7 +416,6 @@ HTTP POST https://api.datadoghq.com/api/v1/distribution_points Headers: ["Accept
     ]
   ]
 }
-END Duration: XXXX ms Memory Used: XXXX MB
 START
 {
   "m": "aws.lambda.enhanced.invocations",
@@ -1019,7 +1028,19 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
           "_dd.top_level": 1,
           "_sampling_priority_v1": 1
         },
-        "type": "web"
+        "type": "web",
+        "span_links": [
+          {
+            "trace_id": "XXXX",
+            "span_id": "XXXX",
+            "attributes": {
+              "ptr.kind": "aws.s3.object",
+              "ptr.dir": "u",
+              "ptr.hash": "1dc3e5d00dae48c1f07d95371a747788",
+              "link.kind": "span-pointer"
+            }
+          }
+        ]
       },
       {
         "trace_id": "XXXX",
@@ -1049,19 +1070,7 @@ HTTP GET https://www.datadoghq.com/ Headers: ["Accept-Encoding:gzip, deflate","A
         "metrics": {
           "_dd.top_level": 1
         },
-        "type": "serverless",
-        "span_links": [
-          {
-            "trace_id": "XXXX",
-            "span_id": "XXXX",
-            "attributes": {
-              "ptr.kind": "aws.s3.object",
-              "ptr.dir": "u",
-              "ptr.hash": "1dc3e5d00dae48c1f07d95371a747788",
-              "link.kind": "span-pointer"
-            }
-          }
-        ]
+        "type": "serverless"
       },
       {
         "trace_id": "XXXX",
diff --git a/tests/integration/yarn.lock b/tests/integration/yarn.lock
index 867a90ab..f96feb52 100644
--- a/tests/integration/yarn.lock
+++ b/tests/integration/yarn.lock
@@ -2,7 +2,986 @@
 # yarn lockfile v1
 
 
+"@iarna/toml@^2.2.5":
+  version "2.2.5"
+  resolved "https://registry.npmjs.org/@iarna/toml/-/toml-2.2.5.tgz"
+  integrity sha512-trnsAYxU3xnS1gPHPyU961coFyLkh4gAD/0zQ5mymY4yOZ+CYvsPqUbOFSw0aDM4y0tV7tiFxL/1XfXPNC6IPg==
+
+"@isaacs/cliui@^8.0.2":
+  version "8.0.2"
+  resolved "https://registry.npmjs.org/@isaacs/cliui/-/cliui-8.0.2.tgz"
+  integrity sha512-O8jcjabXaleOG9DQ0+ARXWZBTfnP4WNAqzuiJK7ll44AmxGKv/J2M4TPjxjY3znBCfvBXFzucm1twdyFybFqEA==
+  dependencies:
+    string-width "^5.1.2"
+    string-width-cjs "npm:string-width@^4.2.0"
+    strip-ansi "^7.0.1"
+    strip-ansi-cjs "npm:strip-ansi@^6.0.1"
+    wrap-ansi "^8.1.0"
+    wrap-ansi-cjs "npm:wrap-ansi@^7.0.0"
+
+"@pkgjs/parseargs@^0.11.0":
+  version "0.11.0"
+  resolved "https://registry.npmjs.org/@pkgjs/parseargs/-/parseargs-0.11.0.tgz"
+  integrity sha512-+1VkjdD0QBLPodGrJUeqarH8VAIvQODIbwh9XpP5Syisf7YoQgsJKPNFoqqLQlu+VQ/tVSshMR6loPMn8U+dPg==
+
+"2-thenable@^1.0.0":
+  version "1.0.0"
+  resolved "https://registry.npmjs.org/2-thenable/-/2-thenable-1.0.0.tgz"
+  integrity sha512-HqiDzaLDFCXkcCO/SwoyhRwqYtINFHF7t9BDRq4x90TOKNAJpiqUt9X5lQ08bwxYzc067HUywDjGySpebHcUpw==
+  dependencies:
+    d "1"
+    es5-ext "^0.10.47"
+
+ansi-regex@^5.0.1:
+  version "5.0.1"
+  resolved "https://registry.npmjs.org/ansi-regex/-/ansi-regex-5.0.1.tgz"
+  integrity sha512-quJQXlTSUGL2LH9SUXo8VwsY4soanhgo6LNSm84E1LBcE8s3O0wpdiRzyR9z/ZZJMlMWv37qOOb9pdJlMUEKFQ==
+
+ansi-regex@^6.0.1:
+  version "6.1.0"
+  resolved "https://registry.npmjs.org/ansi-regex/-/ansi-regex-6.1.0.tgz"
+  integrity sha512-7HSX4QQb4CspciLpVFwyRe79O3xsIZDDLER21kERQ71oaPodF8jL725AgJMFAYbooIqolJoRLuM81SpeUkpkvA==
+
+ansi-styles@^4.0.0:
+  version "4.3.0"
+  resolved "https://registry.npmjs.org/ansi-styles/-/ansi-styles-4.3.0.tgz"
+  integrity sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg==
+  dependencies:
+    color-convert "^2.0.1"
+
+ansi-styles@^6.1.0:
+  version "6.2.1"
+  resolved "https://registry.npmjs.org/ansi-styles/-/ansi-styles-6.2.1.tgz"
+  integrity sha512-bN798gFfQX+viw3R7yrGWRqnrN2oRkEkUjjl4JNn4E8GxxbjtG3FbrEIIY3l8/hrwUwIeCZvi4QuOTP4MErVug==
+
+appdirectory@^0.1.0:
+  version "0.1.0"
+  resolved "https://registry.npmjs.org/appdirectory/-/appdirectory-0.1.0.tgz"
+  integrity sha512-DJ5DV8vZXBbusyiyPlH28xppwS8eAMRuuyMo88xeEcf4bV64lbLtbxRxqixZuJBXsZzLtXFmA13GwVjJc7vdQw==
+
+asynckit@^0.4.0:
+  version "0.4.0"
+  resolved "https://registry.npmjs.org/asynckit/-/asynckit-0.4.0.tgz"
+  integrity sha512-Oei9OH4tRh0YqU3GxhX79dM/mwVgvbZJaSNaRk+bshkj0S5cfHcgYakreBjrHwatXKbz+IoIdYLxrKim2MjW0Q==
+
+axios-proxy-builder@^0.1.2:
+  version "0.1.2"
+  resolved "https://registry.npmjs.org/axios-proxy-builder/-/axios-proxy-builder-0.1.2.tgz"
+  integrity sha512-6uBVsBZzkB3tCC8iyx59mCjQckhB8+GQrI9Cop8eC7ybIsvs/KtnNgEBfRMSEa7GqK2VBGUzgjNYMdPIfotyPA==
+  dependencies:
+    tunnel "^0.0.6"
+
+axios@^1.7.4:
+  version "1.7.9"
+  resolved "https://registry.npmjs.org/axios/-/axios-1.7.9.tgz"
+  integrity sha512-LhLcE7Hbiryz8oMDdDptSrWowmB4Bl6RCt6sIJKpRB4XtVf0iEgewX3au/pJqm+Py1kCASkb/FFKjxQaLtxJvw==
+  dependencies:
+    follow-redirects "^1.15.6"
+    form-data "^4.0.0"
+    proxy-from-env "^1.1.0"
+
+balanced-match@^1.0.0:
+  version "1.0.2"
+  resolved "https://registry.npmjs.org/balanced-match/-/balanced-match-1.0.2.tgz"
+  integrity sha512-3oSeUO0TMV67hN1AmbXsK4yaqU7tjiHlbxRDZOpH0KW9+CeX4bRAaX0Anxt0tx2MrpRpWwQaPwIlISEJhYU5Pw==
+
+bluebird@^3.7.2:
+  version "3.7.2"
+  resolved "https://registry.npmjs.org/bluebird/-/bluebird-3.7.2.tgz"
+  integrity sha512-XpNj6GDQzdfW+r2Wnn7xiSAd7TM3jzkxGXBGTtWKuSXv1xUV+azxAm8jdWZN06QTQk+2N2XB9jRDkvbmQmcRtg==
+
+brace-expansion@^1.1.7:
+  version "1.1.11"
+  resolved "https://registry.npmjs.org/brace-expansion/-/brace-expansion-1.1.11.tgz"
+  integrity sha512-iCuPHDFgrHX7H2vEI/5xpz07zSHB00TpugqhmYtVmMO6518mCuRMoOYFldEBl0g187ufozdaHgWKcYFb61qGiA==
+  dependencies:
+    balanced-match "^1.0.0"
+    concat-map "0.0.1"
+
+brace-expansion@^2.0.1:
+  version "2.0.1"
+  resolved "https://registry.npmjs.org/brace-expansion/-/brace-expansion-2.0.1.tgz"
+  integrity sha512-XnAIvQ8eM+kC6aULx6wuQiwVsnzsi9d3WxzV3FpWTGA19F621kwdbsAcFKXgKUHZWsy+mY6iL1sHTxWEFCytDA==
+  dependencies:
+    balanced-match "^1.0.0"
+
+camelcase@^5.0.0:
+  version "5.3.1"
+  resolved "https://registry.npmjs.org/camelcase/-/camelcase-5.3.1.tgz"
+  integrity sha512-L28STB170nwWS63UjtlEOE3dldQApaJXZkOI1uMFfzf3rRuPegHaHesyee+YxQ+W6SvRDQV6UrdOdRiR153wJg==
+
+child-process-ext@^2.1.1:
+  version "2.1.1"
+  resolved "https://registry.npmjs.org/child-process-ext/-/child-process-ext-2.1.1.tgz"
+  integrity sha512-0UQ55f51JBkOFa+fvR76ywRzxiPwQS3Xe8oe5bZRphpv+dIMeerW5Zn5e4cUy4COJwVtJyU0R79RMnw+aCqmGA==
+  dependencies:
+    cross-spawn "^6.0.5"
+    es5-ext "^0.10.53"
+    log "^6.0.0"
+    split2 "^3.1.1"
+    stream-promise "^3.2.0"
+
+cliui@^6.0.0:
+  version "6.0.0"
+  resolved "https://registry.npmjs.org/cliui/-/cliui-6.0.0.tgz"
+  integrity sha512-t6wbgtoCXvAzst7QgXxJYqPt0usEfbgQdftEPbLL/cvv6HPE5VgvqCuAIDR0NgU52ds6rFwqrgakNLrHEjCbrQ==
+  dependencies:
+    string-width "^4.2.0"
+    strip-ansi "^6.0.0"
+    wrap-ansi "^6.2.0"
+
+color-convert@^2.0.1:
+  version "2.0.1"
+  resolved "https://registry.npmjs.org/color-convert/-/color-convert-2.0.1.tgz"
+  integrity sha512-RRECPsj7iu/xb5oKYcsFHSppFNnsj/52OVTRKb4zP5onXwVF3zVmmToNcOfGC+CRDpfK/U584fMg38ZHCaElKQ==
+  dependencies:
+    color-name "~1.1.4"
+
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+  integrity sha512-HnLOCR3vjcY8beoNLtcjZ5/nxn2afmME6lhrDrebokqMap+XbeW8n9TXpPDOqdGK5qcI3oT0GKTW6wC7EMiVqA==
+  dependencies:
+    eastasianwidth "^0.2.0"
+    emoji-regex "^9.2.2"
+    strip-ansi "^7.0.1"
+
+"strip-ansi-cjs@npm:strip-ansi@^6.0.1":
+  version "6.0.1"
+  resolved "https://registry.npmjs.org/strip-ansi/-/strip-ansi-6.0.1.tgz"
+  integrity sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A==
+  dependencies:
+    ansi-regex "^5.0.1"
+
+strip-ansi@^6.0.0, strip-ansi@^6.0.1:
+  version "6.0.1"
+  resolved "https://registry.npmjs.org/strip-ansi/-/strip-ansi-6.0.1.tgz"
+  integrity sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A==
+  dependencies:
+    ansi-regex "^5.0.1"
+
+strip-ansi@^7.0.1:
+  version "7.1.0"
+  resolved "https://registry.npmjs.org/strip-ansi/-/strip-ansi-7.1.0.tgz"
+  integrity sha512-iq6eVVI64nQQTRYq2KtEg2d2uU7LElhTJwsH4YzIHZshxlgZms/wIc4VoDQTlG/IvVIrBKG06CrZnp0qv7hkcQ==
+  dependencies:
+    ansi-regex "^6.0.1"
+
+tunnel@^0.0.6:
+  version "0.0.6"
+  resolved "https://registry.npmjs.org/tunnel/-/tunnel-0.0.6.tgz"
+  integrity sha512-1h/Lnq9yajKY2PEbBadPXj3VxsDDu844OnaAo52UVmIzIvwwtBPIuNvkjuzBlTWpfJyUbG3ez0KSBibQkj4ojg==
+
+type@^2.5.0, type@^2.7.2, type@^2.7.3:
+  version "2.7.3"
+  resolved "https://registry.npmjs.org/type/-/type-2.7.3.tgz"
+  integrity sha512-8j+1QmAbPvLZow5Qpi6NCaN8FB60p/6x8/vfNqOk/hC+HuvFZhL4+WfekuhQLiqFZXOgQdrs3B+XxEmCc6b3FQ==
+
+uni-global@^1.0.0:
+  version "1.0.0"
+  resolved "https://registry.npmjs.org/uni-global/-/uni-global-1.0.0.tgz"
+  integrity sha512-WWM3HP+siTxzIWPNUg7hZ4XO8clKi6NoCAJJWnuRL+BAqyFXF8gC03WNyTefGoUXYc47uYgXxpKLIEvo65PEHw==
+  dependencies:
+    type "^2.5.0"
+
+universalify@^2.0.0:
+  version "2.0.1"
+  resolved "https://registry.npmjs.org/universalify/-/universalify-2.0.1.tgz"
+  integrity sha512-gptHNQghINnc/vTGIk0SOFGFNXw7JVrlRUtConJRlvaw6DuX0wO5Jeko9sWrMBhh+PsYAZ7oXAiOnf/UKogyiw==
+
+util-deprecate@^1.0.1, util-deprecate@~1.0.1:
+  version "1.0.2"
+  resolved "https://registry.npmjs.org/util-deprecate/-/util-deprecate-1.0.2.tgz"
+  integrity sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw==
+
+which-module@^2.0.0:
+  version "2.0.1"
+  resolved "https://registry.npmjs.org/which-module/-/which-module-2.0.1.tgz"
+  integrity sha512-iBdZ57RDvnOR9AGBhML2vFZf7h8vmBjhoaZqODJBFWHVtKkDmKuHai3cx5PgVMrX5YDNp27AofYbAwctSS+vhQ==
+
+which@^1.2.9:
+  version "1.3.1"
+  resolved "https://registry.npmjs.org/which/-/which-1.3.1.tgz"
+  integrity sha512-HxJdYWq1MTIQbJ3nw0cqssHoTNU267KlrDuGZ1WYlxDStUtKUhOaJmh112/TZmHxxUfuJqPXSOm7tDyas0OSIQ==
+  dependencies:
+    isexe "^2.0.0"
+
+which@^2.0.1:
+  version "2.0.2"
+  resolved "https://registry.npmjs.org/which/-/which-2.0.2.tgz"
+  integrity sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==
+  dependencies:
+    isexe "^2.0.0"
+
+"wrap-ansi-cjs@npm:wrap-ansi@^7.0.0":
+  version "7.0.0"
+  resolved "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-7.0.0.tgz"
+  integrity sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==
+  dependencies:
+    ansi-styles "^4.0.0"
+    string-width "^4.1.0"
+    strip-ansi "^6.0.0"
+
+wrap-ansi@^6.2.0:
+  version "6.2.0"
+  resolved "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-6.2.0.tgz"
+  integrity sha512-r6lPcBGxZXlIcymEu7InxDMhdW0KDxpLgoFLcguasxCaJ/SOIZwINatK9KY/tf+ZrlywOKU0UDj3ATXUBfxJXA==
+  dependencies:
+    ansi-styles "^4.0.0"
+    string-width "^4.1.0"
+    strip-ansi "^6.0.0"
+
+wrap-ansi@^8.1.0:
+  version "8.1.0"
+  resolved "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-8.1.0.tgz"
+  integrity sha512-si7QWI6zUMq56bESFvagtmzMdGOtoxfR+Sez11Mobfc7tm+VkUckk9bW2UeffTGVUbOksxmSw0AA2gs8g71NCQ==
+  dependencies:
+    ansi-styles "^6.1.0"
+    string-width "^5.0.1"
+    strip-ansi "^7.0.1"
+
+wrappy@1:
+  version "1.0.2"
+  resolved "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz"
+  integrity sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==
+
+xml2js@0.6.2:
+  version "0.6.2"
+  resolved "https://registry.npmjs.org/xml2js/-/xml2js-0.6.2.tgz"
+  integrity sha512-T4rieHaC1EXcES0Kxxj4JWgaUQHDk+qwHcYOCFHfiwKz7tOVPLq7Hjq9dM1WCMhylqMEfP7hMcOIChvotiZegA==
+  dependencies:
+    sax ">=0.6.0"
+    xmlbuilder "~11.0.0"
+
+xmlbuilder@~11.0.0:
+  version "11.0.1"
+  resolved "https://registry.npmjs.org/xmlbuilder/-/xmlbuilder-11.0.1.tgz"
+  integrity sha512-fDlsI/kFEx7gLvbecc0/ohLG50fugQp8ryHzMTuW9vSa1GJ0XYWKnhsUx7oie3G98+r56aTQIUB4kht42R3JvA==
+
+y18n@^4.0.0:
+  version "4.0.3"
+  resolved "https://registry.npmjs.org/y18n/-/y18n-4.0.3.tgz"
+  integrity sha512-JKhqTOwSrqNA1NY5lSztJ1GrBiUodLMmIZuLiDaMRJ+itFd+ABVE8XBjOvIWL+rSqNDC74LCSFmlb/U4UZ4hJQ==
+
+yargs-parser@^18.1.2:
+  version "18.1.3"
+  resolved "https://registry.npmjs.org/yargs-parser/-/yargs-parser-18.1.3.tgz"
+  integrity sha512-o50j0JeToy/4K6OZcaQmW6lyXXKhq7csREXcDwk2omFPJEwUNOVtJKvmDr9EI1fAJZUyZcRF7kxGBWmRXudrCQ==
+  dependencies:
+    camelcase "^5.0.0"
+    decamelize "^1.2.0"
+
+yargs@^15.3.1:
+  version "15.4.1"
+  resolved "https://registry.npmjs.org/yargs/-/yargs-15.4.1.tgz"
+  integrity sha512-aePbxDmcYW++PaqBsJ+HYUFwCdv4LVvdnhBy78E57PIor8/OVvhMrADFFEDh8DHDFRv/O9i3lPhsENjO7QX0+A==
+  dependencies:
+    cliui "^6.0.0"
+    decamelize "^1.2.0"
+    find-up "^4.1.0"
+    get-caller-file "^2.0.1"
+    require-directory "^2.1.1"
+    require-main-filename "^2.0.0"
+    set-blocking "^2.0.0"
+    string-width "^4.2.0"
+    which-module "^2.0.0"
+    y18n "^4.0.0"
+    yargs-parser "^18.1.2"
diff --git a/tests/test_api.py b/tests/test_api.py
new file mode 100644
index 00000000..59ee4ee8
--- /dev/null
+++ b/tests/test_api.py
@@ -0,0 +1,140 @@
+import os
+import unittest
+from unittest.mock import MagicMock, patch
+
+import datadog_lambda.api as api
+
+
+class TestDatadogLambdaAPI(unittest.TestCase):
+    def setUp(self):
+        api.api_key = None
+        self.env_patcher = patch.dict(
+            os.environ,
+            {
+                "DD_API_KEY_SECRET_ARN": "",
+                "DD_API_KEY_SSM_NAME": "",
+                "DD_KMS_API_KEY": "",
+                "DD_API_KEY": "",
+                "DATADOG_API_KEY": "",
+                "AWS_REGION": "",
+            },
+            clear=True,
+        )
+        self.env_patcher.start()
+
+    @patch("datadog_lambda.api.fips_mode_enabled", True)
+    @patch("botocore.session.Session.create_client")
+    def test_secrets_manager_fips_endpoint(self, mock_boto3_client):
+        mock_client = MagicMock()
+        mock_client.get_secret_value.return_value = {"SecretString": "test-api-key"}
+        mock_boto3_client.return_value = mock_client
+
+        os.environ["AWS_REGION"] = "us-gov-east-1"
+        os.environ[
+            "DD_API_KEY_SECRET_ARN"
+        ] = "arn:aws:secretsmanager:us-gov-east-1:1234567890:secret:key-name-123ABC"
+
+        api_key = api.get_api_key()
+
+        mock_boto3_client.assert_called_with(
+            "secretsmanager",
+            endpoint_url="https://secretsmanager-fips.us-gov-east-1.amazonaws.com",
+            region_name="us-gov-east-1",
+        )
+        self.assertEqual(api_key, "test-api-key")
+
+    @patch("botocore.session.Session.create_client")
+    def test_secrets_manager_different_region(self, mock_boto3_client):
+        mock_client = MagicMock()
+        mock_client.get_secret_value.return_value = {"SecretString": "test-api-key"}
+        mock_boto3_client.return_value = mock_client
+
+        os.environ["AWS_REGION"] = "us-east-1"
+        os.environ[
+            "DD_API_KEY_SECRET_ARN"
+        ] = "arn:aws:secretsmanager:us-west-1:1234567890:secret:key-name-123ABC"
+
+        api_key = api.get_api_key()
+
+        mock_boto3_client.assert_called_with(
+            "secretsmanager",
+            endpoint_url=None,
+            region_name="us-west-1",
+        )
+        self.assertEqual(api_key, "test-api-key")
+
+    @patch("datadog_lambda.api.fips_mode_enabled", True)
+    @patch("botocore.session.Session.create_client")
+    def test_secrets_manager_different_region_but_still_fips(self, mock_boto3_client):
+        mock_client = MagicMock()
+        mock_client.get_secret_value.return_value = {"SecretString": "test-api-key"}
+        mock_boto3_client.return_value = mock_client
+
+        os.environ["AWS_REGION"] = "us-east-1"
+        os.environ[
+            "DD_API_KEY_SECRET_ARN"
+        ] = "arn:aws:secretsmanager:us-west-1:1234567890:secret:key-name-123ABC"
+
+        api_key = api.get_api_key()
+
+        mock_boto3_client.assert_called_with(
+            "secretsmanager",
+            endpoint_url="https://secretsmanager-fips.us-west-1.amazonaws.com",
+            region_name="us-west-1",
+        )
+        self.assertEqual(api_key, "test-api-key")
+
+    @patch("datadog_lambda.api.fips_mode_enabled", True)
+    @patch("botocore.session.Session.create_client")
+    def test_ssm_fips_endpoint(self, mock_boto3_client):
+        mock_client = MagicMock()
+        mock_client.get_parameter.return_value = {
+            "Parameter": {"Value": "test-api-key"}
+        }
+        mock_boto3_client.return_value = mock_client
+
+        os.environ["AWS_REGION"] = "us-gov-west-1"
+        os.environ["DD_API_KEY_SSM_NAME"] = "test-ssm-param"
+
+        api_key = api.get_api_key()
+
+        mock_boto3_client.assert_called_with(
+            "ssm", endpoint_url="https://ssm-fips.us-gov-west-1.amazonaws.com"
+        )
+        self.assertEqual(api_key, "test-api-key")
+
+    @patch("datadog_lambda.api.fips_mode_enabled", True)
+    @patch("botocore.session.Session.create_client")
+    @patch("datadog_lambda.api.decrypt_kms_api_key")
+    def test_kms_fips_endpoint(self, mock_decrypt_kms, mock_boto3_client):
+        mock_client = MagicMock()
+        mock_boto3_client.return_value = mock_client
+        mock_decrypt_kms.return_value = "test-api-key"
+
+        os.environ["AWS_REGION"] = "us-gov-west-1"
+        os.environ["DD_KMS_API_KEY"] = "encrypted-api-key"
+
+        api_key = api.get_api_key()
+
+        mock_boto3_client.assert_called_with(
+            "kms", endpoint_url="https://kms-fips.us-gov-west-1.amazonaws.com"
+        )
+        self.assertEqual(api_key, "test-api-key")
+
+    @patch("botocore.session.Session.create_client")
+    def test_no_fips_for_standard_regions(self, mock_boto3_client):
+        mock_client = MagicMock()
+        mock_client.get_secret_value.return_value = {"SecretString": "test-api-key"}
+        mock_boto3_client.return_value = mock_client
+
+        os.environ.clear()
+        os.environ["AWS_REGION"] = "us-west-2"
+        os.environ[
+            "DD_API_KEY_SECRET_ARN"
+        ] = "arn:aws:secretsmanager:us-west-2:1234567890:secret:key-name-123ABC"
+
+        api.get_api_key()
+
+        mock_boto3_client.assert_called_with(
+            "secretsmanager", endpoint_url=None, region_name="us-west-2"
+        )
diff --git a/tests/test_benchmarks.py b/tests/test_benchmarks.py
index 899e3d7f..48598cb3 100644
--- a/tests/test_benchmarks.py
+++ b/tests/test_benchmarks.py
@@ -38,7 +38,7 @@ def test_metric_write_metric_point_to_stdout(benchmark, monkeypatch):
 def test_tag_object_tag_object(event, benchmark):
     with open(f"{event_samples_dir}/{event}.json") as f:
         event = json.load(f)
-    span = ddtrace.tracer.start_span("test")
+    span = ddtrace.trace.tracer.start_span("test")
     benchmark(tag_object.tag_object, span, "function.request", event)
 
 
diff --git a/tests/test_dogstatsd.py b/tests/test_dogstatsd.py
index 149e1a70..6fe79372 100644
--- a/tests/test_dogstatsd.py
+++ b/tests/test_dogstatsd.py
@@ -1,5 +1,5 @@
-from collections import deque
 import unittest
+from collections import deque
 
 from datadog_lambda.dogstatsd import statsd
 
@@ -36,16 +36,24 @@ def test_init(self):
         self.assertEqual(statsd.port, 8125)
         self.assertEqual(statsd.encoding, "utf-8")
 
-    def test_distribution_no_tags(self):
-        statsd.distribution("my.test.metric", 3)
+    def _checkOnlyOneMetric(self, value):
         payload = self.recv()
         metrics = payload.split("\n")
         self.assertEqual(len(metrics), 1)
-        self.assertEqual("my.test.metric:3|d", metrics[0])
+        self.assertEqual(value, metrics[0])
+
+    def test_distribution_no_tags(self):
+        statsd.distribution("my.test.metric", 3)
+        self._checkOnlyOneMetric("my.test.metric:3|d")
 
     def test_distribution_with_tags(self):
         statsd.distribution("my.test.tags.metric", 3, tags=["taga:valuea,tagb:valueb"])
-        payload = self.recv()
-        metrics = payload.split("\n")
-        self.assertEqual(len(metrics), 1)
-        self.assertEqual("my.test.tags.metric:3|d|#taga:valuea_tagb:valueb", metrics[0])
+        self._checkOnlyOneMetric("my.test.tags.metric:3|d|#taga:valuea_tagb:valueb")
+
+    def test_distribution_with_timestamp(self):
+        statsd.distribution("my.test.timestamp.metric", 9, timestamp=123456789)
+        self._checkOnlyOneMetric("my.test.timestamp.metric:9|d|T123456789")
+
+    def test_distribution_with_float_timestamp(self):
+        statsd.distribution("my.test.timestamp.metric", 9, timestamp=123456789.123)
+        self._checkOnlyOneMetric("my.test.timestamp.metric:9|d|T123456789")
diff --git a/tests/test_metric.py b/tests/test_metric.py
index 345740a4..e7dab2c3 100644
--- a/tests/test_metric.py
+++ b/tests/test_metric.py
@@ -1,23 +1,33 @@
 import os
 import unittest
-
-from unittest.mock import patch, call
+from datetime import datetime, timedelta
+from unittest.mock import call, patch
 
 from botocore.exceptions import ClientError as BotocoreClientError
 from datadog.api.exceptions import ClientError
-from datetime import datetime, timedelta
 
-from datadog_lambda.metric import lambda_metric, flush_stats
-from datadog_lambda.api import decrypt_kms_api_key, KMS_ENCRYPTION_CONTEXT_KEY
-from datadog_lambda.thread_stats_writer import ThreadStatsWriter
+from datadog_lambda.api import KMS_ENCRYPTION_CONTEXT_KEY, decrypt_kms_api_key
+from datadog_lambda.metric import (
+    MetricsHandler,
+    _select_metrics_handler,
+    flush_stats,
+    lambda_metric,
+)
 from datadog_lambda.tags import dd_lambda_layer_tag
+from datadog_lambda.thread_stats_writer import ThreadStatsWriter
 
 
 class TestLambdaMetric(unittest.TestCase):
     def setUp(self):
-        patcher = patch("datadog_lambda.metric.lambda_stats")
-        self.mock_metric_lambda_stats = patcher.start()
-        self.addCleanup(patcher.stop)
+        lambda_stats_patcher = patch("datadog_lambda.metric.lambda_stats")
+        self.mock_metric_lambda_stats = lambda_stats_patcher.start()
+        self.addCleanup(lambda_stats_patcher.stop)
+
+        stdout_metric_patcher = patch(
+            "datadog_lambda.metric.write_metric_point_to_stdout"
+        )
+        self.mock_write_metric_point_to_stdout = stdout_metric_patcher.start()
+        self.addCleanup(stdout_metric_patcher.stop)
 
     def test_lambda_metric_tagged_with_dd_lambda_layer(self):
         lambda_metric("test", 1)
@@ -35,62 +45,145 @@ def test_lambda_metric_tagged_with_dd_lambda_layer(self):
 
     # let's fake that the extension is present, this should override DD_FLUSH_TO_LOG
     @patch("datadog_lambda.metric.should_use_extension", True)
-    def test_lambda_metric_flush_to_log_with_extension(self):
+    def test_select_metrics_handler_extension_despite_flush_to_logs(self):
         os.environ["DD_FLUSH_TO_LOG"] = "True"
+        self.assertEqual(MetricsHandler.EXTENSION, _select_metrics_handler())
+        del os.environ["DD_FLUSH_TO_LOG"]
+
+    @patch("datadog_lambda.metric.should_use_extension", False)
+    def test_select_metrics_handler_forwarder_when_flush_to_logs(self):
+        os.environ["DD_FLUSH_TO_LOG"] = "True"
+        self.assertEqual(MetricsHandler.FORWARDER, _select_metrics_handler())
+        del os.environ["DD_FLUSH_TO_LOG"]
+
+    @patch("datadog_lambda.metric.should_use_extension", False)
+    def test_select_metrics_handler_dd_api_fallback(self):
+        os.environ["DD_FLUSH_TO_LOG"] = "False"
+        self.assertEqual(MetricsHandler.DATADOG_API, _select_metrics_handler())
+        del os.environ["DD_FLUSH_TO_LOG"]
+
+    @patch("datadog_lambda.metric.fips_mode_enabled", True)
+    @patch("datadog_lambda.metric.should_use_extension", False)
+    def test_select_metrics_handler_has_no_fallback_in_fips_mode(self):
+        os.environ["DD_FLUSH_TO_LOG"] = "False"
+        self.assertEqual(MetricsHandler.NO_METRICS, _select_metrics_handler())
+        del os.environ["DD_FLUSH_TO_LOG"]
+
+    @patch("datadog_lambda.metric.metrics_handler", MetricsHandler.EXTENSION)
+    def test_lambda_metric_goes_to_extension_with_extension_handler(self):
         lambda_metric("test", 1)
         self.mock_metric_lambda_stats.distribution.assert_has_calls(
             [call("test", 1, timestamp=None, tags=[dd_lambda_layer_tag])]
         )
-        del os.environ["DD_FLUSH_TO_LOG"]
 
-    @patch("datadog_lambda.metric.should_use_extension", True)
-    def test_lambda_metric_timestamp_with_extension(self):
-        patcher = patch("datadog_lambda.metric.extension_thread_stats")
-        self.mock_metric_extension_thread_stats = patcher.start()
-        self.addCleanup(patcher.stop)
+    @patch("datadog_lambda.metric.metrics_handler", MetricsHandler.NO_METRICS)
+    def test_lambda_metric_has_nowhere_to_go_with_no_metrics_handler(self):
+        lambda_metric("test", 1)
+        self.mock_metric_lambda_stats.distribution.assert_not_called()
+        self.mock_write_metric_point_to_stdout.assert_not_called()
 
+    @patch("datadog_lambda.metric.metrics_handler", MetricsHandler.EXTENSION)
+    def test_lambda_metric_timestamp_with_extension(self):
         delta = timedelta(minutes=1)
         timestamp = int((datetime.now() - delta).timestamp())
 
         lambda_metric("test_timestamp", 1, timestamp)
-        self.mock_metric_lambda_stats.distribution.assert_not_called()
-        self.mock_metric_extension_thread_stats.distribution.assert_called_with(
-            "test_timestamp", 1, timestamp=timestamp, tags=[dd_lambda_layer_tag]
+        self.mock_metric_lambda_stats.distribution.assert_has_calls(
+            [call("test_timestamp", 1, timestamp=timestamp, tags=[dd_lambda_layer_tag])]
         )
+        self.mock_write_metric_point_to_stdout.assert_not_called()
 
-    @patch("datadog_lambda.metric.should_use_extension", True)
+    @patch("datadog_lambda.metric.metrics_handler", MetricsHandler.EXTENSION)
     def test_lambda_metric_datetime_with_extension(self):
-        patcher = patch("datadog_lambda.metric.extension_thread_stats")
-        self.mock_metric_extension_thread_stats = patcher.start()
-        self.addCleanup(patcher.stop)
-
-        delta = timedelta(hours=5)
+        delta = timedelta(minutes=1)
         timestamp = datetime.now() - delta
 
+        lambda_metric("test_datetime_timestamp", 0, timestamp)
+        self.mock_metric_lambda_stats.distribution.assert_has_calls(
+            [
+                call(
+                    "test_datetime_timestamp",
+                    0,
+                    timestamp=int(timestamp.timestamp()),
+                    tags=[dd_lambda_layer_tag],
+                )
+            ]
+        )
+        self.mock_write_metric_point_to_stdout.assert_not_called()
+
+    @patch("datadog_lambda.metric.metrics_handler", MetricsHandler.EXTENSION)
+    def test_lambda_metric_float_with_extension(self):
+        delta = timedelta(minutes=1)
+        timestamp_float = (datetime.now() - delta).timestamp()
+        timestamp_int = int(timestamp_float)
+
+        lambda_metric("test_timestamp", 1, timestamp_float)
+        self.mock_metric_lambda_stats.distribution.assert_has_calls(
+            [
+                call(
+                    "test_timestamp",
+                    1,
+                    timestamp=timestamp_int,
+                    tags=[dd_lambda_layer_tag],
+                )
+            ]
+        )
+        self.mock_write_metric_point_to_stdout.assert_not_called()
+
+    @patch("datadog_lambda.metric.metrics_handler", MetricsHandler.EXTENSION)
+    def test_lambda_metric_timestamp_junk_with_extension(self):
+        delta = timedelta(minutes=1)
+        timestamp = (datetime.now() - delta).isoformat()
+
         lambda_metric("test_timestamp", 1, timestamp)
         self.mock_metric_lambda_stats.distribution.assert_not_called()
-        self.mock_metric_extension_thread_stats.distribution.assert_not_called()
+        self.mock_write_metric_point_to_stdout.assert_not_called()
 
-    @patch("datadog_lambda.metric.should_use_extension", True)
+    @patch("datadog_lambda.metric.metrics_handler", MetricsHandler.EXTENSION)
     def test_lambda_metric_invalid_timestamp_with_extension(self):
-        patcher = patch("datadog_lambda.metric.extension_thread_stats")
-        self.mock_metric_extension_thread_stats = patcher.start()
-        self.addCleanup(patcher.stop)
-
         delta = timedelta(hours=5)
         timestamp = int((datetime.now() - delta).timestamp())
 
         lambda_metric("test_timestamp", 1, timestamp)
         self.mock_metric_lambda_stats.distribution.assert_not_called()
-        self.mock_metric_extension_thread_stats.distribution.assert_not_called()
+        self.mock_write_metric_point_to_stdout.assert_not_called()
 
+    @patch("datadog_lambda.metric.metrics_handler", MetricsHandler.FORWARDER)
     def test_lambda_metric_flush_to_log(self):
-        os.environ["DD_FLUSH_TO_LOG"] = "True"
-
         lambda_metric("test", 1)
         self.mock_metric_lambda_stats.distribution.assert_not_called()
+        self.mock_write_metric_point_to_stdout.assert_has_calls(
+            [call("test", 1, timestamp=None, tags=[dd_lambda_layer_tag])]
+        )
+
+    @patch("datadog_lambda.metric.logger.warning")
+    def test_lambda_metric_invalid_metric_name_none(self, mock_logger_warning):
+        lambda_metric(None, 1)
+        self.mock_metric_lambda_stats.distribution.assert_not_called()
+        self.mock_write_metric_point_to_stdout.assert_not_called()
+        mock_logger_warning.assert_called_once_with(
+            "Ignoring metric submission. Invalid metric name: %s", None
+        )
 
-        del os.environ["DD_FLUSH_TO_LOG"]
+    @patch("datadog_lambda.metric.logger.warning")
+    def test_lambda_metric_invalid_metric_name_not_string(self, mock_logger_warning):
+        lambda_metric(123, 1)
+        self.mock_metric_lambda_stats.distribution.assert_not_called()
+        self.mock_write_metric_point_to_stdout.assert_not_called()
+        mock_logger_warning.assert_called_once_with(
+            "Ignoring metric submission. Invalid metric name: %s", 123
+        )
+
+    @patch("datadog_lambda.metric.logger.warning")
+    def test_lambda_metric_non_numeric_value(self, mock_logger_warning):
+        lambda_metric("test.non_numeric", "oops")
+        self.mock_metric_lambda_stats.distribution.assert_not_called()
+        self.mock_write_metric_point_to_stdout.assert_not_called()
+        mock_logger_warning.assert_called_once_with(
+            "Ignoring metric submission for metric '%s' because the value is not numeric: %r",
+            "test.non_numeric",
+            "oops",
+        )
 
 
 class TestFlushThreadStats(unittest.TestCase):
@@ -101,10 +194,6 @@ def setUp(self):
         self.mock_threadstats_flush_distributions = patcher.start()
         self.addCleanup(patcher.stop)
 
-        patcher = patch("datadog_lambda.metric.extension_thread_stats")
-        self.mock_extension_thread_stats = patcher.start()
-        self.addCleanup(patcher.stop)
-
     def test_retry_on_remote_disconnected(self):
         # Raise the RemoteDisconnected error
         lambda_stats = ThreadStatsWriter(True)
@@ -183,10 +272,6 @@ def test_flush_temp_constant_tags(self):
                 lambda_stats.thread_stats.constant_tags, original_constant_tags
             )
 
-    def test_flush_stats_without_context(self):
-        flush_stats(lambda_context=None)
-        self.mock_extension_thread_stats.flush.assert_called_with(None)
-
 
 MOCK_FUNCTION_NAME = "myFunction"
 
diff --git a/tests/test_tracing.py b/tests/test_tracing.py
index 22ac7049..0a961a62 100644
--- a/tests/test_tracing.py
+++ b/tests/test_tracing.py
@@ -10,8 +10,7 @@
 
 import ddtrace
 
-from ddtrace import tracer
-from ddtrace.context import Context
+from ddtrace.trace import Context, tracer
 from ddtrace._trace._span_pointer import _SpanPointer
 from ddtrace._trace._span_pointer import _SpanPointerDirection
 from ddtrace._trace._span_pointer import _SpanPointerDescription
@@ -37,15 +36,12 @@
     _convert_xray_trace_id,
     _convert_xray_entity_id,
     _convert_xray_sampling,
-    InferredSpanInfo,
     create_service_mapping,
     determine_service_name,
     service_mapping as global_service_mapping,
     propagator,
     emit_telemetry_on_exception_outside_of_handler,
-    is_legacy_lambda_step_function,
 )
-from datadog_lambda.trigger import EventTypes
 
 from tests.utils import get_mock_context
 
@@ -614,72 +610,333 @@ def test_with_complete_datadog_trace_headers_with_trigger_tags(self):
             ]
         )
 
+    def _test_step_function_trace_data_common(
+        self, event, expected_trace_id, expected_span_id, expected_tid
+    ):
+        """Common test logic for step function trace data tests"""
+        lambda_ctx = get_mock_context()
+        expected_context = Context(
+            trace_id=expected_trace_id,
+            span_id=expected_span_id,
+            sampling_priority=1,
+            meta={"_dd.p.tid": expected_tid},
+        )
+        expected_headers = {
+            TraceHeader.TRACE_ID: str(expected_trace_id),
+            TraceHeader.PARENT_ID: "10713633173203262661",
+            TraceHeader.SAMPLING_PRIORITY: "1",
+            TraceHeader.TAGS: f"_dd.p.tid={expected_tid}",
+        }
+
+        ctx, source, _ = extract_dd_trace_context(event, lambda_ctx)
+
+        self.assertEqual(source, "event")
+        self.assertEqual(ctx, expected_context)
+        self.assertEqual(get_dd_trace_context(), expected_headers)
+
+        create_dd_dummy_metadata_subsegment(ctx, XraySubsegment.TRACE_KEY)
+        self.mock_send_segment.assert_called_with(
+            XraySubsegment.TRACE_KEY,
+            expected_context,
+        )
+
     @with_trace_propagation_style("datadog")
     def test_step_function_trace_data(self):
-        lambda_ctx = get_mock_context()
-        sqs_event = {
+        """Test basic step function trace data extraction"""
+        sfn_event = {
             "Execution": {
-                "Id": "665c417c-1237-4742-aaca-8b3becbb9e75",
+                "Id": "arn:aws:states:sa-east-1:425362996713:execution:abhinav-activity-state-machine:72a7ca3e-901c-41bb-b5a3-5f279b92a316",
+                "Name": "72a7ca3e-901c-41bb-b5a3-5f279b92a316",
+                "RoleArn": "arn:aws:iam::425362996713:role/service-role/StepFunctions-abhinav-activity-state-machine-role-22jpbgl6j",
+                "StartTime": "2024-12-04T19:38:04.069Z",
+                "RedriveCount": 0,
             },
-            "StateMachine": {},
             "State": {
-                "Name": "my-awesome-state",
-                "EnteredTime": "Mon Nov 13 12:43:33 PST 2023",
+                "Name": "Lambda Invoke",
+                "EnteredTime": "2024-12-04T19:38:04.118Z",
+                "RetryCount": 0,
+            },
+            "StateMachine": {
+                "Id": "arn:aws:states:sa-east-1:425362996713:stateMachine:abhinav-activity-state-machine",
+                "Name": "abhinav-activity-state-machine",
             },
         }
-        ctx, source, event_source = extract_dd_trace_context(sqs_event, lambda_ctx)
-        self.assertEqual(source, "event")
-        expected_context = Context(
-            trace_id=3675572987363469717,
-            span_id=6880978411788117524,
-            sampling_priority=1,
-            meta={"_dd.p.tid": "e987c84b36b11ab"},
+        self._test_step_function_trace_data_common(
+            sfn_event, 435175499815315247, 3929055471293792800, "3e7a89d1b7310603"
         )
-        self.assertEqual(ctx, expected_context)
-        self.assertEqual(
-            get_dd_trace_context(),
-            {
-                TraceHeader.TRACE_ID: "3675572987363469717",
-                TraceHeader.PARENT_ID: "10713633173203262661",
-                TraceHeader.SAMPLING_PRIORITY: "1",
-                "x-datadog-tags": "_dd.p.tid=e987c84b36b11ab",
+
+    @with_trace_propagation_style("datadog")
+    def test_step_function_trace_data_retry(self):
+        """Test step function trace data extraction with non-zero retry count"""
+        sfn_event = {
+            "Execution": {
+                "Id": "arn:aws:states:sa-east-1:425362996713:execution:abhinav-activity-state-machine:72a7ca3e-901c-41bb-b5a3-5f279b92a316",
+                "Name": "72a7ca3e-901c-41bb-b5a3-5f279b92a316",
+                "RoleArn": "arn:aws:iam::425362996713:role/service-role/StepFunctions-abhinav-activity-state-machine-role-22jpbgl6j",
+                "StartTime": "2024-12-04T19:38:04.069Z",
+                "RedriveCount": 0,
+            },
+            "State": {
+                "Name": "Lambda Invoke",
+                "EnteredTime": "2024-12-04T19:38:04.118Z",
+                "RetryCount": 1,
             },
+            "StateMachine": {
+                "Id": "arn:aws:states:sa-east-1:425362996713:stateMachine:abhinav-activity-state-machine",
+                "Name": "abhinav-activity-state-machine",
+            },
+        }
+        self._test_step_function_trace_data_common(
+            sfn_event, 435175499815315247, 5063839446130725204, "3e7a89d1b7310603"
         )
-        create_dd_dummy_metadata_subsegment(ctx, XraySubsegment.TRACE_KEY)
-        self.mock_send_segment.assert_called_with(
-            XraySubsegment.TRACE_KEY,
-            expected_context,
+
+    # https://github.com/DataDog/logs-backend/blob/65ea567150f24e5498008f3cf8cabef9ea995f5d/domains/serverless/apps/logs-to-traces-reducer/src/test/resources/test-json-files/stepfunctions/RedriveTest/snapshots/RedriveLambdaSuccessTraceMerging.json#L45-L46
+    @with_trace_propagation_style("datadog")
+    def test_step_function_trace_data_redrive(self):
+        """Test step function trace data extraction with non-zero redrive count"""
+        sfn_event = {
+            "Execution": {
+                "Id": "arn:aws:states:sa-east-1:425362996713:execution:abhinav-activity-state-machine:72a7ca3e-901c-41bb-b5a3-5f279b92a316",
+                "Name": "72a7ca3e-901c-41bb-b5a3-5f279b92a316",
+                "RoleArn": "arn:aws:iam::425362996713:role/service-role/StepFunctions-abhinav-activity-state-machine-role-22jpbgl6j",
+                "StartTime": "2024-12-04T19:38:04.069Z",
+                "RedriveCount": 1,
+            },
+            "State": {
+                "Name": "Lambda Invoke",
+                "EnteredTime": "2024-12-04T19:38:04.118Z",
+                "RetryCount": 0,
+            },
+            "StateMachine": {
+                "Id": "arn:aws:states:sa-east-1:425362996713:stateMachine:abhinav-activity-state-machine",
+                "Name": "abhinav-activity-state-machine",
+            },
+        }
+        self._test_step_function_trace_data_common(
+            sfn_event, 435175499815315247, 8782364156266188026, "3e7a89d1b7310603"
         )
 
-    def test_is_legacy_lambda_step_function(self):
-        sf_event = {
-            "Payload": {
+    @with_trace_propagation_style("datadog")
+    def test_step_function_trace_data_lambda_root(self):
+        """Test JSONata style step function trace data extraction where there's an upstream Lambda"""
+        sfn_event = {
+            "_datadog": {
                 "Execution": {
                     "Id": "665c417c-1237-4742-aaca-8b3becbb9e75",
+                    "RedriveCount": 0,
                 },
                 "StateMachine": {},
                 "State": {
                     "Name": "my-awesome-state",
                     "EnteredTime": "Mon Nov 13 12:43:33 PST 2023",
+                    "RetryCount": 0,
                 },
+                "x-datadog-trace-id": "5821803790426892636",
+                "x-datadog-tags": "_dd.p.dm=-0,_dd.p.tid=672a7cb100000000",
+                "serverless-version": "v1",
             }
         }
-        self.assertTrue(is_legacy_lambda_step_function(sf_event))
+        self._test_step_function_trace_data_common(
+            sfn_event, 5821803790426892636, 6880978411788117524, "672a7cb100000000"
+        )
 
-        sf_event = {
-            "Execution": {
-                "Id": "665c417c-1237-4742-aaca-8b3becbb9e75",
-            },
-            "StateMachine": {},
-            "State": {
-                "Name": "my-awesome-state",
-                "EnteredTime": "Mon Nov 13 12:43:33 PST 2023",
+    @with_trace_propagation_style("datadog")
+    def test_step_function_trace_data_sfn_root(self):
+        """Test JSONata style step function trace data extraction where there's an upstream step function"""
+        sfn_event = {
+            "_datadog": {
+                "Execution": {
+                    "Id": "665c417c-1237-4742-aaca-8b3becbb9e75",
+                    "RedriveCount": 0,
+                },
+                "StateMachine": {},
+                "State": {
+                    "Name": "my-awesome-state",
+                    "EnteredTime": "Mon Nov 13 12:43:33 PST 2023",
+                    "RetryCount": 0,
+                },
+                "RootExecutionId": "4875aba4-ae31-4a4c-bf8a-63e9eee31dad",
+                "serverless-version": "v1",
+            }
+        }
+        self._test_step_function_trace_data_common(
+            sfn_event, 4521899030418994483, 6880978411788117524, "12d1270d99cc5e03"
+        )
+
+    @with_trace_propagation_style("datadog")
+    def test_step_function_trace_data_eventbridge(self):
+        """Test step function trace data extraction through EventBridge"""
+        eventbridge_event = {
+            "version": "0",
+            "id": "eaacd8db-02de-ab13-ed5a-8ffb84048294",
+            "detail-type": "StepFunctionTask",
+            "source": "my.eventbridge",
+            "account": "425362996713",
+            "time": "2025-03-13T15:17:34Z",
+            "region": "sa-east-1",
+            "resources": [
+                "arn:aws:states:sa-east-1:425362996713:stateMachine:abhinav-inner-state-machine",
+                "arn:aws:states:sa-east-1:425362996713:execution:abhinav-inner-state-machine:912eaa4c-291a-488a-bda3-d06bcc21203d",
+            ],
+            "detail": {
+                "Message": "Hello from Step Functions!",
+                "TaskToken": "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",
+                "_datadog": {
+                    "Execution": {
+                        "Id": "arn:aws:states:sa-east-1:425362996713:execution:abhinav-inner-state-machine:912eaa4c-291a-488a-bda3-d06bcc21203d",
+                        "StartTime": "2025-03-13T15:17:33.972Z",
+                        "Name": "912eaa4c-291a-488a-bda3-d06bcc21203d",
+                        "RoleArn": "arn:aws:iam::425362996713:role/service-role/StepFunctions-abhinav-activity-state-machine-role-22jpbgl6j",
+                        "RedriveCount": 0,
+                    },
+                    "StateMachine": {
+                        "Id": "arn:aws:states:sa-east-1:425362996713:stateMachine:abhinav-inner-state-machine",
+                        "Name": "abhinav-inner-state-machine",
+                    },
+                    "State": {
+                        "Name": "EventBridge PutEvents",
+                        "EnteredTime": "2025-03-13T15:17:34.008Z",
+                        "RetryCount": 0,
+                    },
+                    "Task": {
+                        "Token": "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"
+                    },
+                    "RootExecutionId": "arn:aws:states:sa-east-1:425362996713:execution:abhinav-inner-state-machine:912eaa4c-291a-488a-bda3-d06bcc21203d",
+                    "serverless-version": "v1",
+                },
             },
         }
-        self.assertFalse(is_legacy_lambda_step_function(sf_event))
+        self._test_step_function_trace_data_common(
+            eventbridge_event,
+            3401561763239692811,
+            10430178702434539423,
+            "a49ff3b7fb47b0b",
+        )
 
-        other_event = ["foo", "bar"]
-        self.assertFalse(is_legacy_lambda_step_function(other_event))
+    @with_trace_propagation_style("datadog")
+    def test_step_function_trace_data_sqs(self):
+        """Test step function trace data extraction through SQS"""
+        sqs_event = {
+            "Records": [
+                {
+                    "EventSource": "aws:sns",
+                    "EventVersion": "1.0",
+                    "EventSubscriptionArn": "arn:aws:sns:sa-east-1:425362996713:logs-to-traces-dev-topic:f1653ba3-2ff7-4c8e-9381-45a7a62f9708",
+                    "Sns": {
+                        "Type": "Notification",
+                        "MessageId": "e39184ea-bfd8-5efa-96fe-e4a64a457ff7",
+                        "TopicArn": "arn:aws:sns:sa-east-1:425362996713:logs-to-traces-dev-topic",
+                        "Subject": None,
+                        "Message": "{}",
+                        "Timestamp": "2025-03-13T15:01:49.942Z",
+                        "SignatureVersion": "1",
+                        "Signature": "WJHKq+pNOLgxa7+dB1dud02RM/30Jvz+KiMZzjRl38/Pphz90H24eGyIbnq3BJXYEyawFCHC6sq/5HcwXouGc5gbah6he+JpqXahMEs6cyMs2tg9SXxooRHEGv5iiZXKhnDcJYOrQ+iFExO9w+WFWfJjO2m/EDVVSYvuDjDV7mmTwAgEOD0zUvWpT7wOeKGG5Uk916Ppy3iMV7sCoHV/RwVikdhCWDDmxbdqteGduAXPdGESE/aj6kUx9ibEOKXyhC+7H1/j0tlhUchl6LZsTf1Gaiq2yEqKXKvsupcG3hRZ6FtIWP0jGlFhpW5EHc2oiHIVOsQceCYPqXYMCZvFuA==",
+                        "SigningCertUrl": "https://sns.sa-east-1.amazonaws.com/SimpleNotificationService-9c6465fa7f48f5cacd23014631ec1136.pem",
+                        "UnsubscribeUrl": "https://sns.sa-east-1.amazonaws.com/?Action=Unsubscribe&SubscriptionArn=arn:aws:sns:sa-east-1:425362996713:logs-to-traces-dev-topic:f1653ba3-2ff7-4c8e-9381-45a7a62f9708",
+                        "MessageAttributes": {
+                            "_datadog": {
+                                "Type": "String",
+                                "Value": '{"Execution":{"Id":"arn:aws:states:sa-east-1:425362996713:execution:abhinav-inner-state-machine:79478846-0cff-44de-91f5-02c96ff65762","StartTime":"2025-03-13T15:01:49.738Z","Name":"79478846-0cff-44de-91f5-02c96ff65762","RoleArn":"arn:aws:iam::425362996713:role/service-role/StepFunctions-abhinav-activity-state-machine-role-22jpbgl6j","RedriveCount":0},"StateMachine":{"Id":"arn:aws:states:sa-east-1:425362996713:stateMachine:abhinav-inner-state-machine","Name":"abhinav-inner-state-machine"},"State":{"Name":"SNS Publish","EnteredTime":"2025-03-13T15:01:49.768Z","RetryCount":0},"RootExecutionId":"arn:aws:states:sa-east-1:425362996713:execution:abhinav-inner-state-machine:79478846-0cff-44de-91f5-02c96ff65762","serverless-version":"v1"}',
+                            }
+                        },
+                    },
+                }
+            ]
+        }
+        self._test_step_function_trace_data_common(
+            sqs_event, 3818106616964044169, 15912108710769293902, "3a4fd1a254eb514a"
+        )
+
+    @with_trace_propagation_style("datadog")
+    def test_step_function_trace_data_eventbridge_sqs(self):
+        """Test step function trace data extraction through EventBridge and SQS"""
+        eventbridge_sqs_event = {
+            "Records": [
+                {
+                    "messageId": "9ed082ad-2f4d-4309-ab99-9553d2be5613",
+                    "receiptHandle": "AQEB6z7FatNIXbWOTC4Bx+udD0flrnT7XMehruTohl8O2KI2t9hvo5oxGIOhwcb+QtS5aRXsFE35TgGE8kZHlHK7Sa8jQUen6XmsPG7qB6BPdXjr0eunM2SDAtLj0mDSKx907VIKRYQG+qpI9ZyNK7Bi786oQIz2UkZGZru9zlXxJtAQiXBqfJ+OfTzhIwkPu04czU6lYfAbxdyNaBNdBEsTNJKPjquvcq1ZBVCHkn9L6wo8jha6XreoeS2WJ5N26ZLKtAl3wlSUByB92OKZU2mEuNboyY7bgK+nkx4N8fVVrafVXnY9YHuq60eQcZ/nusWFeJlVyN7NFypYP2IOn25xylltEACKbgUdEsFU2h5k7yI2DVk5eAt9vB6qmAJlgfkGsXG0SZrCADoIKXl9jpwajw==",
+                    "body": '{"version":"0","id":"ff6d828b-b35e-abdf-64b6-6ea2cf698c0b","detail-type":"StepFunctionTask","source":"my.eventbridge","account":"425362996713","time":"2025-03-13T15:14:21Z","region":"sa-east-1","resources":["arn:aws:states:sa-east-1:425362996713:stateMachine:abhinav-inner-state-machine","arn:aws:states:sa-east-1:425362996713:execution:abhinav-inner-state-machine:fe087266-fe48-4a31-a21b-691f4e7ea985"],"detail":{"Message":"Hello from Step Functions!","TaskToken":"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","_datadog":{"Execution":{"Id":"arn:aws:states:sa-east-1:425362996713:execution:abhinav-inner-state-machine:fe087266-fe48-4a31-a21b-691f4e7ea985","StartTime":"2025-03-13T15:14:21.730Z","Name":"fe087266-fe48-4a31-a21b-691f4e7ea985","RoleArn":"arn:aws:iam::425362996713:role/service-role/StepFunctions-abhinav-activity-state-machine-role-22jpbgl6j","RedriveCount":0},"StateMachine":{"Id":"arn:aws:states:sa-east-1:425362996713:stateMachine:abhinav-inner-state-machine","Name":"abhinav-inner-state-machine"},"State":{"Name":"EventBridge PutEvents","EnteredTime":"2025-03-13T15:14:21.765Z","RetryCount":0},"Task":{"Token":"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"},"RootExecutionId":"arn:aws:states:sa-east-1:425362996713:execution:abhinav-inner-state-machine:fe087266-fe48-4a31-a21b-691f4e7ea985","serverless-version":"v1"}}}',
+                    "attributes": {
+                        "ApproximateReceiveCount": "1",
+                        "SentTimestamp": "1741878862068",
+                        "SenderId": "AROAWGCM4HXUUNHLDXVER:6145b5ba998f311c8ac27f5cade2b915",
+                        "ApproximateFirstReceiveTimestamp": "1741878862075",
+                    },
+                    "messageAttributes": {},
+                    "md5OfBody": "e5cf8197b304a4dd4fd5db8e4842484b",
+                    "eventSource": "aws:sqs",
+                    "eventSourceARN": "arn:aws:sqs:sa-east-1:425362996713:abhinav-q",
+                    "awsRegion": "sa-east-1",
+                }
+            ]
+        }
+        self._test_step_function_trace_data_common(
+            eventbridge_sqs_event,
+            6527209323865742984,
+            14276854885394865473,
+            "2ee7d9862d048173",
+        )
+
+    @with_trace_propagation_style("datadog")
+    def test_step_function_trace_data_sns(self):
+        """Test step function trace data extraction through SNS"""
+        sns_event = {
+            "Records": [
+                {
+                    "EventSource": "aws:sns",
+                    "EventVersion": "1.0",
+                    "EventSubscriptionArn": "arn:aws:sns:sa-east-1:425362996713:logs-to-traces-dev-topic:f1653ba3-2ff7-4c8e-9381-45a7a62f9708",
+                    "Sns": {
+                        "Type": "Notification",
+                        "MessageId": "7bc0c17d-bf88-5ff4-af7f-a131463a0d90",
+                        "TopicArn": "arn:aws:sns:sa-east-1:425362996713:logs-to-traces-dev-topic",
+                        "Subject": None,
+                        "Message": "{}",
+                        "Timestamp": "2025-03-13T15:19:14.245Z",
+                        "SignatureVersion": "1",
+                        "Signature": "r8RoYzq4uNcq0yj7sxcp8sTbFiDk8zqtocG7mJuE2MPVuR8O5eNg2ohofokUnC84xADlCq5k6ElP55lbbY36tQO+qDGdV6+TGN4bAL9FiQrDE6tQYYJdlv/sYE7iOOgnRBC9ljEdCIDNtQNGCfND/8JzatPg8KAy7xMRcLrGWu4xIMEysqNTz7rETfhdZjLQPssAht44KcoUJCH4/VuB+B9W1RhwA+M8Q3tqxzahIXzcgDM8OlmfkBlXo4FDVF3WUzjXLf9AMOg+66GupjQFtUpmRMkA8KXSV1HCso7e6nIIWtOnUoWeDDUfQPFFq4TNSlb6h2NuebaHdnW5nhxnJQ==",
+                        "SigningCertUrl": "https://sns.sa-east-1.amazonaws.com/SimpleNotificationService-9c6465fa7f48f5cacd23014631ec1136.pem",
+                        "UnsubscribeUrl": "https://sns.sa-east-1.amazonaws.com/?Action=Unsubscribe&SubscriptionArn=arn:aws:sns:sa-east-1:425362996713:logs-to-traces-dev-topic:f1653ba3-2ff7-4c8e-9381-45a7a62f9708",
+                        "MessageAttributes": {
+                            "_datadog": {
+                                "Type": "String",
+                                "Value": '{"Execution":{"Id":"arn:aws:states:sa-east-1:425362996713:execution:abhinav-inner-state-machine:11623e4f-70ee-4330-8fbe-955152dea54c","StartTime":"2025-03-13T15:19:14.019Z","Name":"11623e4f-70ee-4330-8fbe-955152dea54c","RoleArn":"arn:aws:iam::425362996713:role/service-role/StepFunctions-abhinav-activity-state-machine-role-22jpbgl6j","RedriveCount":0},"StateMachine":{"Id":"arn:aws:states:sa-east-1:425362996713:stateMachine:abhinav-inner-state-machine","Name":"abhinav-inner-state-machine"},"State":{"Name":"SNS Publish","EnteredTime":"2025-03-13T15:19:14.061Z","RetryCount":0},"RootExecutionId":"arn:aws:states:sa-east-1:425362996713:execution:abhinav-inner-state-machine:11623e4f-70ee-4330-8fbe-955152dea54c","serverless-version":"v1"}',
+                            }
+                        },
+                    },
+                }
+            ]
+        }
+        self._test_step_function_trace_data_common(
+            sns_event, 1459500239678510857, 13193042003602978730, "fafc98885fd4647"
+        )
+
+    @with_trace_propagation_style("datadog")
+    def test_step_function_trace_data_sns_sqs(self):
+        """Test step function trace data extraction through SNS and SQS"""
+        sns_sqs_event = {
+            "Records": [
+                {
+                    "messageId": "9ec3339f-cd1a-43ba-9681-3e9113b430d3",
+                    "receiptHandle": "AQEBJ5gIvqEWQt39NHPMAoK57cGgKtrgTtckWeWdDRi2FeucYr6pBhNjzXuUrmoHZMozX1WaoABtfQ5+kX5ucDBpA2Ci3Q07Z4MYvA6X0Sw13HCkiBnLrHPmH/F3rUBjvdRkIIKqA2ACX58MdkaYGNpqsHTJHB613wa8z4zurK0u7eUIXrr+e+gtsuPD39hiWlJo7cpBVv7y178rzMX8gPQTnRJv1cjhCHENtjWTSmfFC5N+BIQNIcjFsTTDRSovZlNIfAEuS+uowgzk0DUyoTJD5nFTL8lQHeXGRCUQe58/UY9OwRXEFVPGZOQR4OI9Wa4Kf/keFypTk9YwC9DhSeKvzZ0wBvejyl1n0ztT45+XYoWfi0mxGWM5b7r9wT36RDmjnM6vszH/d3fhZSRPASxWBQ==",
+                    "body": '{\n  "Type" : "Notification",\n  "MessageId" : "1f3078d0-c792-5cf3-a130-189c3b846a3f",\n  "TopicArn" : "arn:aws:sns:sa-east-1:425362996713:logs-to-traces-dev-topic",\n  "Message" : "{}",\n  "Timestamp" : "2025-03-13T15:29:26.348Z",\n  "SignatureVersion" : "1",\n  "Signature" : "mxOqAQ5o/isJrMS0PezHKRaA3g8Z/8YDbkToqhJub6I66LGtl+NYhyfTyllbgxvRP2XD2meKPRSgPI3nLyq8UHsWgyYwe3Tsv8QpRunCVE9Pebh+V1LGPWfjOiL0e+bnaj956QJD99560LJ6bzWP9QO584/zfOdcw6E5XQZfAI+pvEsf28Dy0WJO/lWTATRZDf8wGhmc7uKI1ZMsrOaNoUD8PXVqsI4yrJHxhzMb3SrC7YjI/PnNIbcn6ezwprbUdbZvyNAfJiE0k5IlppA089tMXC/ItgC7AgQhG9huPdKi5KdWGACK7gEwqmFwL+5T33sUXDaH2g58WhCs76pKEw==",\n  "SigningCertURL" : "https://sns.sa-east-1.amazonaws.com/SimpleNotificationService-9c6465fa7f48f5cacd23014631ec1136.pem",\n  "UnsubscribeURL" : "https://sns.sa-east-1.amazonaws.com/?Action=Unsubscribe&SubscriptionArn=arn:aws:sns:sa-east-1:425362996713:logs-to-traces-dev-topic:5f64545d-ae9a-4a5f-a7ee-798a0bd8519e",\n  "MessageAttributes" : {\n    "_datadog" : {"Type":"String","Value":"{\\"Execution\\":{\\"Id\\":\\"arn:aws:states:sa-east-1:425362996713:execution:abhinav-inner-state-machine:37ff72b8-0ee0-49e2-93c0-8a1764206a03\\",\\"StartTime\\":\\"2025-03-13T15:29:26.144Z\\",\\"Name\\":\\"37ff72b8-0ee0-49e2-93c0-8a1764206a03\\",\\"RoleArn\\":\\"arn:aws:iam::425362996713:role/service-role/StepFunctions-abhinav-activity-state-machine-role-22jpbgl6j\\",\\"RedriveCount\\":0},\\"StateMachine\\":{\\"Id\\":\\"arn:aws:states:sa-east-1:425362996713:stateMachine:abhinav-inner-state-machine\\",\\"Name\\":\\"abhinav-inner-state-machine\\"},\\"State\\":{\\"Name\\":\\"SNS Publish\\",\\"EnteredTime\\":\\"2025-03-13T15:29:26.182Z\\",\\"RetryCount\\":0},\\"RootExecutionId\\":\\"arn:aws:states:sa-east-1:425362996713:execution:abhinav-inner-state-machine:37ff72b8-0ee0-49e2-93c0-8a1764206a03\\",\\"serverless-version\\":\\"v1\\"}"}\n  }\n}',
+                    "attributes": {
+                        "ApproximateReceiveCount": "1",
+                        "SentTimestamp": "1741879766424",
+                        "SenderId": "AIDAIOA2GYWSHW4E2VXIO",
+                        "ApproximateFirstReceiveTimestamp": "1741879766432",
+                    },
+                    "messageAttributes": {},
+                    "md5OfBody": "52af59de28507d7e67324b46c95337d8",
+                    "eventSource": "aws:sqs",
+                    "eventSourceARN": "arn:aws:sqs:sa-east-1:425362996713:abhinav-q",
+                    "awsRegion": "sa-east-1",
+                }
+            ]
+        }
+        self._test_step_function_trace_data_common(
+            sns_sqs_event, 5708348677301000120, 18223515719478572006, "45457f5f3fde3fa1"
+        )
 
 
 class TestXRayContextConversion(unittest.TestCase):
@@ -881,6 +1138,9 @@ def setUp(self):
         self.mock_activate = patcher.start()
         self.mock_activate.return_value = True
         self.addCleanup(patcher.stop)
+        patcher = patch("datadog_lambda.tracing.dd_trace_context", None)
+        self.mock_dd_trace_context = patcher.start()
+        self.addCleanup(patcher.stop)
 
     def tearDown(self):
         global dd_tracing_enabled
@@ -938,6 +1198,10 @@ def test_set_dd_trace_py_root_no_span_id(self):
         self.mock_activate.assert_called()
         self.mock_activate.assert_has_calls([call(expected_context)])
 
+    def test_set_dd_trace_py_root_none_context(self):
+        set_dd_trace_py_root(TraceContextSource.EVENT, True)
+        self.mock_activate.assert_not_called()
+
 
 class TestServiceMapping(unittest.TestCase):
     def setUp(self):
@@ -2043,7 +2307,7 @@ def __init__(self, service, start, span_type, parent_name=None, tags=None):
 
 
 @pytest.mark.parametrize("source,expect", _test_create_inferred_span)
-@patch("ddtrace.Span.finish", autospec=True)
+@patch("ddtrace.trace.Span.finish", autospec=True)
 def test_create_inferred_span(mock_span_finish, source, expect):
     with open(f"{event_samples}{source}.json") as f:
         event = json.load(f)
@@ -2082,7 +2346,7 @@ def test_mark_trace_as_error_for_5xx_responses_getting_400_response_code(
     def test_mark_trace_as_error_for_5xx_responses_sends_error_metric_and_set_error_tags(
         self, mock_submit_errors_metric
     ):
-        mock_span = Mock(ddtrace.Span)
+        mock_span = Mock(ddtrace.trace.Span)
         status_code = "500"
         mark_trace_as_error_for_5xx_responses(
             context="fake_context", status_code=status_code, span=mock_span
diff --git a/tests/test_trigger.py b/tests/test_trigger.py
index c1e7f5d7..9cb088f1 100644
--- a/tests/test_trigger.py
+++ b/tests/test_trigger.py
@@ -9,6 +9,7 @@
     get_event_source_arn,
     extract_trigger_tags,
     extract_http_status_code_tag,
+    is_step_function_event,
 )
 
 from tests.utils import get_mock_context
@@ -230,6 +231,20 @@ def test_event_source_sqs(self):
             "arn:aws:sqs:eu-west-1:601427279990:InferredSpansQueueNode",
         )
 
+    def test_event_source_stepfunctions(self):
+        event_sample_source = "states"
+        test_file = event_samples + event_sample_source + ".json"
+        with open(test_file, "r") as event:
+            event = json.load(event)
+        ctx = get_mock_context()
+        event_source = parse_event_source(event)
+        event_source_arn = get_event_source_arn(event_source, event, ctx)
+        self.assertEqual(event_source.to_string(), event_sample_source)
+        self.assertEqual(
+            event_source_arn,
+            "arn:aws:states:ca-central-1:425362996713:stateMachine:MyStateMachine-wsx8chv4d",
+        )
+
     def test_event_source_unsupported(self):
         event_sample_source = "custom"
         test_file = event_samples + event_sample_source + ".json"
@@ -485,6 +500,21 @@ def test_extract_trigger_tags_sqs(self):
             },
         )
 
+    def test_extract_trigger_tags_stepfunctions(self):
+        event_sample_source = "states"
+        test_file = event_samples + event_sample_source + ".json"
+        ctx = get_mock_context()
+        with open(test_file, "r") as event:
+            event = json.load(event)
+        tags = extract_trigger_tags(event, ctx)
+        self.assertEqual(
+            tags,
+            {
+                "function_trigger.event_source": "states",
+                "function_trigger.event_source_arn": "arn:aws:states:ca-central-1:425362996713:stateMachine:MyStateMachine-wsx8chv4d",
+            },
+        )
+
     def test_extract_trigger_tags_unsupported(self):
         event_sample_source = "custom"
         test_file = event_samples + event_sample_source + ".json"
@@ -514,3 +544,68 @@ def test_extract_http_status_code_tag_from_response_object(self):
         response.status_code = 403
         status_code = extract_http_status_code_tag(trigger_tags, response)
         self.assertEqual(status_code, "403")
+
+
+class IsStepFunctionEvent(unittest.TestCase):
+    def test_is_step_function_event_jsonata(self):
+        event = {
+            "_datadog": {
+                "Execution": {
+                    "Id": "665c417c-1237-4742-aaca-8b3becbb9e75",
+                    "RedriveCount": 0,
+                },
+                "StateMachine": {},
+                "State": {
+                    "Name": "my-awesome-state",
+                    "EnteredTime": "Mon Nov 13 12:43:33 PST 2023",
+                    "RetryCount": 0,
+                },
+                "x-datadog-trace-id": "5821803790426892636",
+                "x-datadog-tags": "_dd.p.dm=-0,_dd.p.tid=672a7cb100000000",
+                "serverless-version": "v1",
+            }
+        }
+        self.assertTrue(is_step_function_event(event))
+
+    def test_is_step_function_event_jsonpath(self):
+        event = {
+            "Execution": {
+                "Id": "665c417c-1237-4742-aaca-8b3becbb9e75",
+                "RedriveCount": 0,
+            },
+            "StateMachine": {},
+            "State": {
+                "Name": "my-awesome-state",
+                "EnteredTime": "Mon Nov 13 12:43:33 PST 2023",
+                "RetryCount": 0,
+            },
+        }
+        self.assertTrue(is_step_function_event(event))
+
+    def test_is_step_function_event_legacy_lambda(self):
+        event = {
+            "Payload": {
+                "Execution": {
+                    "Id": "665c417c-1237-4742-aaca-8b3becbb9e75",
+                    "RedriveCount": 0,
+                },
+                "StateMachine": {},
+                "State": {
+                    "Name": "my-awesome-state",
+                    "EnteredTime": "Mon Nov 13 12:43:33 PST 2023",
+                    "RetryCount": 0,
+                },
+            }
+        }
+        self.assertTrue(is_step_function_event(event))
+
+    def test_is_step_function_event_dd_header(self):
+        event = {
+            "_datadog": {
+                "x-datadog-trace-id": "5821803790426892636",
+                "x-datadog-parent-id": "5821803790426892636",
+                "x-datadog-tags": "_dd.p.dm=-0,_dd.p.tid=672a7cb100000000",
+                "x-datadog-sampling-priority": "1",
+            }
+        }
+        self.assertFalse(is_step_function_event(event))
diff --git a/tests/test_wrapper.py b/tests/test_wrapper.py
index db9f0f9e..4b243036 100644
--- a/tests/test_wrapper.py
+++ b/tests/test_wrapper.py
@@ -10,7 +10,7 @@
 import datadog_lambda.xray as xray
 from datadog_lambda.metric import lambda_metric
 from datadog_lambda.thread_stats_writer import ThreadStatsWriter
-from ddtrace import Span, tracer
+from ddtrace.trace import Span, tracer
 from ddtrace.internal.constants import MAX_UINT_64BITS
 
 from tests.utils import get_mock_context, reset_xray_connection
@@ -470,7 +470,7 @@ def lambda_handler(event, context):
         self.mock_write_metric_point_to_stdout.assert_not_called()
 
     def test_only_one_wrapper_in_use(self):
-        patcher = patch("datadog_lambda.wrapper.submit_invocations_metric")
+        patcher = patch("datadog_lambda.metric.submit_invocations_metric")
         self.mock_submit_invocations_metric = patcher.start()
         self.addCleanup(patcher.stop)