For QuestDB alternatives, use real-shaped time-series records. The deciding factor may be how the system handles delayed or out-of-order observations, not headline rows per second.
Benchmark
- Ingest timestamps, tags, measurements, duplicates, and late arrivals at expected volume.
- Query recent windows, long-range aggregates, and high-cardinality filters.
- Measure write throughput and query p95 simultaneously.
- Test retention, downsampling, partitioning, schema changes, and recovery.
- Verify timestamp precision, timezone handling, export, and operational cost.
Keep raw sample data and expected results to compare engines fairly. A fast insert benchmark that ignores query freshness is incomplete.