site_name: Powertools for AWS Lambda (Python)
site_description: Powertools for AWS Lambda (Python)
site_author: Amazon Web Services
repo_url: https://github.com/aws-powertools/powertools-lambda-python
edit_uri: edit/develop/docs
site_url: https://docs.powertools.aws.dev/lambda/python/latest

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  - Homepage:
      - index.md
      - Changelog: changelog.md
      - API reference: api/" target="_blank
      - Upgrade guide: upgrade.md
      - We Made This (Community): we_made_this.md
      - Workshop 🆕: https://s12d.com/powertools-for-aws-lambda-workshop" target="_blank
      - Roadmap: roadmap.md
      - Features:
          - core/tracer.md
          - core/logger.md
          - Metrics:
              - core/metrics/index.md
              - Amazon CloudWatch EMF: core/metrics.md
              - Datadog: core/metrics/datadog.md
          - Event Handler:
              - core/event_handler/api_gateway.md
              - core/event_handler/appsync.md
              - core/event_handler/appsync_events.md
              - core/event_handler/bedrock_agents.md
          - utilities/parameters.md
          - utilities/batch.md
          - utilities/kafka.md
          - utilities/typing.md
          - utilities/validation.md
          - utilities/data_classes.md
          - utilities/parser.md
          - utilities/idempotency.md
          - utilities/data_masking.md
          - utilities/feature_flags.md
          - utilities/streaming.md
          - utilities/middleware_factory.md
          - utilities/jmespath_functions.md
          - CloudFormation Custom Resources: https://github.com/aws-cloudformation/custom-resource-helper" target="_blank
      - Resources:
          - "llms.txt": ./llms.txt
          - "llms.txt (full version)": ./llms-full.txt
  - Tutorial: tutorial/index.md
  - Processes:
      - Security: security.md
      - Automation: automation.md
      - Versioning policy: versioning.md
      - Roadmap: roadmap.md
      - Maintainers: maintainers.md
      - Contributing:
          # - contributing/index.md
          - Development environment: contributing/setup.md
          - Your first contribution: contributing/getting_started.md
          - Conventions: contributing/conventions.md
          # - Testing:
          #     - Unit tests: contributing/testing/unit_tests.md
          #     - Functional tests: contributing/testing/functional_tests.md
          #     - End-to-end tests: contributing/testing/e2e_tests.md
          # - Documentation:
          #     - User guide: contributing/documentation/user_guide.md
          #     - API guide: contributing/documentation/api_guide.md
          #     - Tutorials: contributing/documentation/tutorials.md
          #     - Request For Comments (RFC): contributing/documentation/rfc.md
          # - Tracks:
          #     - Overview: contributing/tracks/overview.md
          #     - Casual to regular contributor: contributing/tracks/casual_regular_contributor.md
          #     - Customer to advocate: contributing/tracks/customer_advocate.md
  - API Documentation:
      - Batch Processing:
          - Base: api_doc/batch/base.md
          - Decorators: api_doc/batch/decorators.md
          - Exceptions: api_doc/batch/exceptions.md
      - Event Source Data Classes: api_doc/data_classes.md
      - Data Masking:
          - Base: api_doc/data_masking/base.md
          - Exception: api_doc/data_masking/exceptions.md
          - Provider: api_doc/data_masking/provider.md
      - Event Handler:
          - AppSync: api_doc/event_handler/appsync.md
          - Middleware: api_doc/event_handler/middleware.md
          - OpenAPI: api_doc/event_handler/openapi.md
          - REST: api_doc/event_handler/api_gateway.md
      - Feature Flags:
          - AppConfig: api_doc/feature_flags/appconfig.md
          - Base: api_doc/feature_flags/base.md
          - Comparators: api_doc/feature_flags/comparators.md
          - Exceptions: api_doc/feature_flags/exceptions.md
          - Feature flags: api_doc/feature_flags/feature_flags.md
          - Schema: api_doc/feature_flags/schema.md
      - Idempotency:
          - Base: api_doc/idempotency/base.md
          - Config: api_doc/idempotency/config.md
          - Exceptions: api_doc/idempotency/exceptions.md
          - Persistence: api_doc/idempotency/persistence.md
          - Serialization: api_doc/idempotency/serialization.md
      - JMESPath Functions: api_doc/jmespath_functions.md
      - Logger:
          - DataDog Formatter: api_doc/logger/datadog_formatter.md
          - Exceptions: api_doc/logger/exceptions.md
          - Formatter: api_doc/logger/formatter.md
          - Lambda Context: api_doc/logger/lambda_context.md
          - Logger: api_doc/logger/logger.md
      - Metrics:
          - Base: api_doc/metrics/base.md
          - Exceptions: api_doc/metrics/exceptions.md
          - Providers:
            - EMF: api_doc/metrics/provider_emf.md
            - DataDog: api_doc/metrics/provider_datadog.md
      - Middleware Factory: api_doc/middleware_factory.md
      - Parameters:
          - Base: api_doc/parameters/base.md
          - AppConfig: api_doc/parameters/appconfig.md
          - DynamoDB: api_doc/parameters/dynamodb.md
          - SSM: api_doc/parameters/ssm.md
          - Secrets: api_doc/parameters/secrets.md
      - Parser: api_doc/parser.md
      - Streaming: api_doc/streaming.md
      - Tracer:
          - Base: api_doc/tracer/base.md
          - Tracing: api_doc/tracer/tracing.md
      - Typing: api_doc/typing.md
      - Validation: api_doc/validation.md

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copyright: Copyright © 2023 Amazon Web Services

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      markdown_description: Powertools for AWS Lambda (Python) is a developer toolkit to implement Serverless best practices and increase developer velocity. It provides a suite of utilities for AWS Lambda Functions that makes tracing with AWS X-Ray, structured logging and creating custom metrics asynchronously easier.
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        Project Overview:
          - index.md
          - changelog.md
          - upgrade.md
          - roadmap.md
        Core Utilities:
          - core/tracer.md
          - core/logger.md
          - core/metrics/index.md
          - core/metrics.md
          - core/metrics/datadog.md
          - core/event_handler/api_gateway.md
          - core/event_handler/appsync.md
          - core/event_handler/appsync_events.md
          - core/event_handler/bedrock_agents.md
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          - utilities/kafka.md
          - utilities/validation.md
          - utilities/data_classes.md
          - utilities/parser.md
          - utilities/idempotency.md
          - utilities/data_masking.md
          - utilities/feature_flags.md
          - utilities/streaming.md
          - utilities/middleware_factory.md
          - utilities/jmespath_functions.md
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