Benchmarks / results

Performance with the conditions attached.

These are user-reported local development measurements, presented as a specialized raw-ingestion comparison—not a universal claim about production performance.

Disclosure: user-reported development measurement; raw artifacts for the matched comparison are pending publication. The supplied comparison does not record enough detail to establish identical durability, indexing, caching, threading, API transport, acknowledgement, or client-overhead conditions.

Observed comparison · docs/sec

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LioranDB peak300K
LioranDB full-run average277,778
MongoDB reported25K

Peak rate and full-run average are separate metrics. The average is calculated from 10 million documents over 36 seconds.

Peak write rate

12×

Peak-rate ratio: 300K observed LioranDB writes/sec versus 25K reported MongoDB writes/sec.

End-to-end ingestion

11.1×

36 seconds versus 400 seconds for this 10M-document local workload.

Reported image size

72.6% smaller

Approximate 45 MB versus 164 MB reported image sizes; separate from the Windows benchmark environment.

Configuration

The workload is intentionally narrow.

Disabling secondary and text indexes reduces write amplification. Simple username/age documents do not represent arbitrary application data.

SettingLioranDBMongoDB comparison
Documents10,000,00010,000,000
Document shapeSimple username and ageNot further recorded
Batch size512512 reported
IndexesSecondary and text disabledIndex semantics not recorded
Node / partitions1 internal node / 1 partitionNot recorded
DurabilityWAL and checkpointing enabledWrite concern and fsync behavior not recorded
Memory≈3.5 GiB observedNot measured in supplied comparison
ObservedCalculatedUnrecordedSee all caveats