Shredding JSON columns made Logfire queries up to 1000x faster

acossta · hn · 2026-10-12

Pydantic's engineering writeup explains how Logfire achieved up to 1000x faster queries by dynamically shredding JSON columns into native columns, covering how the system auto-detects and materializes fields under dynamic schemas while balancing write cost against query gains.

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