Data Science

Schematics – Python library to combine types into structures, validate them, and transform the shapes of data

Schematics is a Python library to combine types into structures, validate them, and transform the shapes of your data based on simple descriptions.

The internals are similar to ORM type systems, but there is no database layer in Schematics. Instead, we believe that building a database layer is made significantly easier when Schematics handles everything but writing the query.

Further, it can be used for a range of tasks where having a database involved may not make sense.

Schematics is free and open source software.

Common use cases:

  • Design and document specific data structures.
  • Convert structures to and from different formats such as JSON or MsgPack.
  • Validate API inputs.
  • Remove fields based on access rights of some data’s recipient.
  • Define message formats for communications protocols, like an RPC.
  • Custom persistence layers.

Website: github.com/schematics/schematic
Support:
Developer: Schematics developers
License: The BSD License

Schematics is written in Python. Learn Python with our recommended free books and free tutorials.


Related Software

Python Data Validation
PydanticData validation using Python type hints
panderaFramework for precision data testing
jsonschema
Implementation of JSON Schema for Python
CerberusLightweight and extensible data validation library
schemaLibrary for validating Python data structures
GXValidating, documenting, and profiling data
marshmallowORM/ODM/framework-agnostic library
VoluptuousPython data validation library
SchematicsCombine types into structures, validate , and transform the shapes of data
ColanderSerialization / deserialization / validation library
ValideerLightweight data validation and adaptation Python library
OpenRefineDesktop program for data cleanup and transformation
Soda CoreData quality and data contract verification engine
OpenMetadataUnified metadata platform
Elementary OSS dbt-native data observability command-line tool

Read our verdict in the software roundup.


Best Free and Open Source Software Explore our comprehensive directory of recommended free and open source software. Our carefully curated collection spans every major software category.

This directory is part of our ongoing series of informative articles for Linux enthusiasts. It features hundreds of detailed reviews, along with open source alternatives to proprietary solutions from major corporations such as Google, Microsoft, Apple, Adobe, IBM, Cisco, Oracle, and Autodesk.

You’ll also find interesting projects to try, hardware coverage, free programming books and tutorials, and much more.

Discovered a useful open source Linux program that we haven’t covered yet? Let us know by completing this form.
Subscribe

Please read our Comment Policy before commenting.

Notify of
guest
0 Comments
Oldest
Newest Most Voted