Faster, more memory-efficient Python JSON parsing with msgspec
If you need to process a large JSON file in Python, you want:
- Make sure you don’t use too much memory, so you don’t crash half-way through.
- Parse it as quickly as possible.
- Ideally, make sure the data is actually valid up-front, with the right structure, so you don’t blow up half-way through your analysis.
You can put together solutions with multiple libraries, of course.
Or, you can use msgspec
a new library that offers schemas, fast parsing, and some neat tricks to reduce memory usage, all in a single library.
A starting point: built-in json
and orjson
Let’s start by looking at two other libraries: the built-in json
module in Python, and the speedy