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VictoriaMetrics published an open-source benchmark comparing structured log ingestion performance and internals of VictoriaLogs, Loki, Elasticsearch, OpenSearch, SigNoz and ClickStack on identical single-node hardware, highlighting trade-offs in ingestion speed, query latency and disk usage.
A deep dive into how VictoriaLogs stores logs in a columnar layout, covering ingestion, stream identity, and compression.