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• property: og:title content: Welcome to Pydantic - Pydantic Validation
• property: og:description content: Data validation using Python type hints
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• property: twitter:title content: Welcome to Pydantic - Pydantic Validation
• property: twitter:description content: Data validation using Python type hints
• property: twitter:image content: https://docs.pydantic.dev/latest/assets/images/social/index.png
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• ¶
• https://docs.pydantic.dev/latest/
• dev
• 2.12
• 2.11
• 2.10
• 2.9
• 2.8
• 2.7
• 2.6
• 2.5
• 2.4
• 2.3
• 2.2
• 2.1
• 2.0
• 1.10
• https://docs.pydantic.dev/latest/concepts/models/
• https://docs.pydantic.dev/latest/api/base_model/
• https://docs.pydantic.dev/latest/internals/architecture/
• https://docs.pydantic.dev/latest/examples/files/
• https://docs.pydantic.dev/latest/errors/errors/
• https://docs.pydantic.dev/latest/integrations/logfire/
• https://docs.pydantic.dev/latest/pydantic_people/
• ¶
• ¶
• ¶
• https://docs.pydantic.dev/latest/why/
• https://docs.pydantic.dev/latest/help_with_pydantic/
• Installing Pydantic
• https://docs.pydantic.dev/latest/migration/
• https://docs.pydantic.dev/latest/version-policy/
• https://docs.pydantic.dev/latest/contributing/
• https://docs.pydantic.dev/latest/changelog/
• https://docs.pydantic.dev/latest/concepts/fields/
• https://docs.pydantic.dev/latest/concepts/json_schema/
• https://docs.pydantic.dev/latest/concepts/json/
• https://docs.pydantic.dev/latest/concepts/types/
• https://docs.pydantic.dev/latest/concepts/unions/
• https://docs.pydantic.dev/latest/concepts/alias/
• https://docs.pydantic.dev/latest/concepts/config/
• https://docs.pydantic.dev/latest/concepts/serialization/
• https://docs.pydantic.dev/latest/concepts/validators/
• https://docs.pydantic.dev/latest/concepts/dataclasses/
• https://docs.pydantic.dev/latest/concepts/forward_annotations/
• https://docs.pydantic.dev/latest/concepts/strict_mode/
• https://docs.pydantic.dev/latest/concepts/type_adapter/
• https://docs.pydantic.dev/latest/concepts/validation_decorator/
• https://docs.pydantic.dev/latest/concepts/conversion_table/
• https://docs.pydantic.dev/latest/concepts/pydantic_settings/
• https://docs.pydantic.dev/latest/concepts/performance/
• https://docs.pydantic.dev/latest/concepts/experimental/
• https://docs.pydantic.dev/latest/api/root_model/
• https://docs.pydantic.dev/latest/api/dataclasses/
• https://docs.pydantic.dev/latest/api/type_adapter/
• https://docs.pydantic.dev/latest/api/validate_call/
• https://docs.pydantic.dev/latest/api/fields/
• https://docs.pydantic.dev/latest/api/aliases/
• https://docs.pydantic.dev/latest/api/config/
• https://docs.pydantic.dev/latest/api/json_schema/
• https://docs.pydantic.dev/latest/api/errors/
• https://docs.pydantic.dev/latest/api/functional_validators/
• https://docs.pydantic.dev/latest/api/functional_serializers/
• https://docs.pydantic.dev/latest/api/standard_library_types/
• https://docs.pydantic.dev/latest/api/types/
• https://docs.pydantic.dev/latest/api/networks/
• https://docs.pydantic.dev/latest/api/version/
• https://docs.pydantic.dev/latest/api/annotated_handlers/
• https://docs.pydantic.dev/latest/api/experimental/
• https://docs.pydantic.dev/latest/api/pydantic_core/
• https://docs.pydantic.dev/latest/api/pydantic_core_schema/
• https://docs.pydantic.dev/latest/api/pydantic_settings/
• https://docs.pydantic.dev/latest/api/pydantic_extra_types_color/
• https://docs.pydantic.dev/latest/api/pydantic_extra_types_country/
• https://docs.pydantic.dev/latest/api/pydantic_extra_types_payment/
• https://docs.pydantic.dev/latest/api/pydantic_extra_types_phone_numbers/
• https://docs.pydantic.dev/latest/api/pydantic_extra_types_routing_numbers/
• https://docs.pydantic.dev/latest/api/pydantic_extra_types_coordinate/
• https://docs.pydantic.dev/latest/api/pydantic_extra_types_mac_address/
• https://docs.pydantic.dev/latest/api/pydantic_extra_types_isbn/
• https://docs.pydantic.dev/latest/api/pydantic_extra_types_pendulum_dt/
• https://docs.pydantic.dev/latest/api/pydantic_extra_types_currency_code/
• https://docs.pydantic.dev/latest/api/pydantic_extra_types_language_code/
• https://docs.pydantic.dev/latest/api/pydantic_extra_types_script_code/
• https://docs.pydantic.dev/latest/api/pydantic_extra_types_semantic_version/
• https://docs.pydantic.dev/latest/api/pydantic_extra_types_timezone_name/
• https://docs.pydantic.dev/latest/api/pydantic_extra_types_ulid/
• https://docs.pydantic.dev/latest/internals/resolving_annotations/
• https://docs.pydantic.dev/latest/examples/requests/
• https://docs.pydantic.dev/latest/examples/queues/
• https://docs.pydantic.dev/latest/examples/orms/
• https://docs.pydantic.dev/latest/examples/custom_validators/
• https://docs.pydantic.dev/latest/examples/dynamic_models/
• https://docs.pydantic.dev/latest/errors/validation_errors/
• https://docs.pydantic.dev/latest/errors/usage_errors/
• https://docs.pydantic.dev/latest/integrations/llms/
• https://docs.pydantic.dev/latest/integrations/mypy/
• https://docs.pydantic.dev/latest/integrations/pyrefly/
• https://docs.pydantic.dev/latest/integrations/pycharm/
• https://docs.pydantic.dev/latest/integrations/hypothesis/
• https://docs.pydantic.dev/latest/integrations/visual_studio_code/
• https://docs.pydantic.dev/latest/integrations/datamodel_code_generator/
• https://docs.pydantic.dev/latest/integrations/devtools/
• https://docs.pydantic.dev/latest/integrations/rich/
• https://docs.pydantic.dev/latest/integrations/linting/
• https://docs.pydantic.dev/latest/integrations/documentation/
• https://docs.pydantic.dev/latest/integrations/aws_lambda/
• https://docs.pydantic.dev/latest/llms.txt
• http://docs.pydantic.dev/#__code_0_annotation_1
• http://docs.pydantic.dev/#__code_0_annotation_2
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• http://docs.pydantic.dev/#__code_1_annotation_1
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• http://docs.pydantic.dev/#__code_1_annotation_3
• http://docs.pydantic.dev/#__code_1_annotation_4
• http://docs.pydantic.dev/#__code_1_annotation_5
• http://docs.pydantic.dev/#__code_1_annotation_6
• http://docs.pydantic.dev/#__code_1_annotation_7
• http://docs.pydantic.dev/#__code_1_annotation_8
• http://docs.pydantic.dev/#__code_1_annotation_9
• http://docs.pydantic.dev/#__code_1_annotation_10
• http://docs.pydantic.dev/#__code_2_annotation_1
• http://docs.pydantic.dev/#__code_2_annotation_2
• https://docs.pydantic.dev/latest/why/#org-adobe
• https://docs.pydantic.dev/latest/why/#org-amazon
• https://docs.pydantic.dev/latest/why/#org-anthropic
• https://docs.pydantic.dev/latest/why/#org-apple
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• https://docs.pydantic.dev/latest/why/#org-astrazeneca
• https://docs.pydantic.dev/latest/why/#org-cisco
• https://docs.pydantic.dev/latest/why/#org-comcast
• https://docs.pydantic.dev/latest/why/#org-datadog
• https://docs.pydantic.dev/latest/why/#org-facebook
• https://docs.pydantic.dev/latest/why/#org-github
• https://docs.pydantic.dev/latest/why/#org-google
• https://docs.pydantic.dev/latest/why/#org-hsbc
• https://docs.pydantic.dev/latest/why/#org-ibm
• https://docs.pydantic.dev/latest/why/#org-intel
• https://docs.pydantic.dev/latest/why/#org-intuit
• https://docs.pydantic.dev/latest/why/#org-ipcc
• https://docs.pydantic.dev/latest/why/#org-jpmorgan
• https://docs.pydantic.dev/latest/why/#org-jupyter
• https://docs.pydantic.dev/latest/why/#org-microsoft
• https://docs.pydantic.dev/latest/why/#org-molssi
• https://docs.pydantic.dev/latest/why/#org-nasa
• https://docs.pydantic.dev/latest/why/#org-netflix
• https://docs.pydantic.dev/latest/why/#org-nsa
• https://docs.pydantic.dev/latest/why/#org-nvidia
• https://docs.pydantic.dev/latest/why/#org-openai
• https://docs.pydantic.dev/latest/why/#org-oracle
• https://docs.pydantic.dev/latest/why/#org-palantir
• https://docs.pydantic.dev/latest/why/#org-qualcomm
• https://docs.pydantic.dev/latest/why/#org-redhat
• https://docs.pydantic.dev/latest/why/#org-revolut
• https://docs.pydantic.dev/latest/why/#org-robusta
• https://docs.pydantic.dev/latest/why/#org-salesforce
• https://docs.pydantic.dev/latest/why/#org-starbucks
• https://docs.pydantic.dev/latest/why/#org-ti
• https://docs.pydantic.dev/latest/why/#org-twilio
• https://docs.pydantic.dev/latest/why/#org-twitter
• https://docs.pydantic.dev/latest/why/#org-ukhomeoffice

• Pydantic Logfire
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• https://github.com/pydantic/pydantic
• https://blog.pydantic.dev/
• https://github.com/pydantic/pydantic/actions?query=event%3Apush+branch%3Amain+workflow%3ACI
• https://pypi.python.org/pypi/pydantic
• https://anaconda.org/conda-forge/pydantic
• https://pepy.tech/project/pydantic
• https://github.com/pydantic/pydantic/blob/main/LICENSE
• v2.12.5
• Pydantic Logfire
• https://logfire.pydantic.dev/docs/guides/web-ui/live/
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• awesome-pydantic
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