Bitcoin

As crypto markets mature, efficient data infrastructure becomes critical for institutional adoption. Improvements in query performance reduce costs and latency for on-chain analysis, potentially enabling more sophisticated trading strategies and real-time monitoring.

Pydantic announced that shredding JSON columns gave Logfire up to 1000x faster queries.

Pydantic Says Shredding JSON Columns Gave Logfire Up to 1000x Faster Queries

Pydantic's 1000x query speedup could slash cloud costs for crypto data providers, triggering a race to build cheaper on-chain analytics and intensifying competition among indexers.