These tools are built to ingest, filter, and inspect line-delimited JSON files generated by high-throughput applications and infrastructure. They turn unwieldy, nested log records into structured, searchable data so you can debug production issues and trace system behavior quickly. When selecting a tool, prioritize streaming performance with multi-gigabyte files, query syntax flexibility like jq or SQL support, and seamless export options into your existing monitoring stack.

Estimate Claude Code API cost in USD from input, output,