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VictoriaMetrics Observability Blog
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Filter: VictoriaLogs
Blog posts
How VictoriaLogs Stores Your Logs in a Columnar Layout
A beginner-friendly tour of how VictoriaLogs stores your logs on disk: streams and daily partitions, immutable parts, blocks and columns, and the files inside a part (timestamps, values, bloom filters, column headers, and the two-level index) that let a query read only the bytes it needs.
Benchmarking Kubernetes Log Collectors: vlagent, Vector, Fluent Bit, OpenTelemetry Collector, and more
We benchmarked vlagent, Vector, Fluent Bit, Filebeat, Fluentd, Promtail, Grafana Alloy, and OpenTelemetry Collector on throughput, resource usage, and delivery correctness - and found correctness issues that most benchmarks overlook.
VictoriaLogs Basics: What You Need to Know, with Examples & Visuals
Cluster mode in VictoriaLogs is not a separate build. It is the same victoria-logs binary started with different flags, so you can scale out without a migration step. Storage nodes persist data on disk, while gateway nodes can stay stateless by pointing to storage with -storageNode. It also ships with practical safety switches, like read-only protection when -storageDataPath runs low and optional partial results when a storage node is down.
VictoriaLogs Practical Ingestion Guide for Message, Time and Streams
VictoriaLogs uses three core concepts: message, time, and stream fields to structure log data. Too few streams create fat streams that are slow to query, while too many unique stream combinations create high cardinality problems…
Developer's Note: Research on Distributed Tracing, Comparing With Tempo and ClickHouse
When it comes to observability, people often refer to its three pillars: metrics, tracing, and logging. At VictoriaMetrics, we already have solutions for metrics and logging. Throughout these years, we’ve heard a common question from the community: When will VictoriaTraces be released? If you are interested in this topic, then this blog post is for you. We’ll share the results of our research into distributed tracing and explore two key questions: Will there be a VictoriaTraces? And how competitive could it be?