JSON Logs at Scale: Performance Comparison of Flattening Formats

Structured JSON logs contain rich operational context but are difficult to query at scale—they must first be flattened into tabular form. This analysis benchmarks multiple output formats (CSV, Parquet, DuckDB, SQLite) for converting JSON logs, quantifying the tradeoffs between processing speed, file size, and query convenience that production teams face.