In a more just world pythons typing story was closer to typescript’s and we could have a fully realized idea like it that supports the asymmetric nature of serializing/deserializing and offers nice abstractions through the stack
Right now Pydantic for me is like “you can validate a straightforward data structure! Now it’s up to you to actually build up a useful data structure from the straightforward one”. Other tools give me both in one go. At the cost of safety (that you can contain, but you gotta do it right)
But if I had to roll the clock back I'd recommend marshmallow and that entire ecosystem. It's definitely way less bloated than Pydantic currently, and only lacks some features. Beyond that, just use plain-old dataclasses.
I can stretch my imagination about Astral monetizing their tools, but this one is too difficult
In 2022, the project evolved into a commercial entity called Pydantic Services Inc., founded by Samuel Colvin and Adrian Garcia Badaracco, to build products around the open-source library. The company raised $4.7 million in seed funding in February 2023, led by Sequoia Capital, with participation from Partech, Irregular Expressions, and other investors. This was followed by a $12.5 million Series A round in October 2024, again led by Sequoia Capital and including Partech Partners, bringing the total funding to approximately $17.2 million across rounds. The Series A funding coincided with the launch of Pydantic Logfire, a commercial observability platform for backend applications, aimed at expanding beyond the core open-source validation framework. As of mid-2025, no additional funding rounds have been publicly reported.
https://techcrunch.com/2023/02/16/sequoia-backs-open-source-...