How to Design Production-Grade Mock Data Pipelines Using...

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2026-02-08 10:13:01 -

Solid tutorial from MarkTechPost on using Polyfactory to generate realistic mock data from Python type hints — covering dataclasses, Pydantic, and attrs with nested models. If you're building ML pipelines and tired of manually crafting test data, this one's worth bookmarking.

Solid tutorial from MarkTechPost on using Polyfactory to generate realistic mock data from Python type hints — covering dataclasses, Pydantic, and attrs with nested models. 🛠️ If you're building ML pipelines and tired of manually crafting test data, this one's worth bookmarking.

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How to Design Production-Grade Mock Data Pipelines Using Polyfactory with Dataclasses, Pydantic, Attrs, and Nested Models

In this tutorial, we walk through an advanced, end-to-end exploration of Polyfactory, focusing on how we can generate rich, realistic mock data directly from Python type hints. We start by setting up the environment and progressively build factories for data classes, Pydantic models, and attrs-based classes, while demonstrating customization, overrides, calculated fields, and the generation […] The post How to Design Production-Grade Mock Data Pipelines Using Polyfactory with Dataclasses,

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