JSON Was Killing Our Redis Memory. Switching Serialization Made It 7× Smaller.

Redis was running a large production service with about **10 million monthly active users**. Every record in Redis was a **JSON-serialized Pydantic model** It looked clean and convenient – until it started to hurt. At scale, JSON stops being a harmless convenience and becomes a silent tax on memory.