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Author SHA1 Message Date
Pablo Fernandez
f613a6f1a4 Add missing frontmatter. Remove duplicate URLs 2026-08-06 17:48:57 +01:00
6 changed files with 43 additions and 3 deletions

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VictoriaMetrics Observability Stack integrates with AI assistants through [MCP servers](https://docs.victoriametrics.com/ai-tools/#mcp-servers)
and [agent skills](https://docs.victoriametrics.com/ai-tools/#agent-skills).
The integrations allow AI agents and automation tools to query Metrics, Logs, and Traces, analyze telemetry data,

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Several VictoriaMetrics components can connect to cloud storage to read or write object data.
The following table shows the supported types of storage for each component:

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Using [Grafana](https://grafana.com/) with [vmauth](https://docs.victoriametrics.com/victoriametrics/vmauth/) is an effective way to provide [multi-tenant](https://docs.victoriametrics.com/victoriametrics/cluster-victoriametrics/#multitenancy) access to your metrics, logs, and traces.
vmauth provides a way to authenticate users using [JWT tokens](https://en.wikipedia.org/wiki/JSON_Web_Token) {{% available_from "v1.138.0" %}} issued by an external identity provider.
Those tokens can include information about the user and their tenant, which vmauth can use to restrict access so users only see metrics in their own tenant.

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VictoriaMetrics software provides native [OpenTelemetry](https://opentelemetry.io/) ingestion across **metrics**, **logs**, and **traces** via dedicated components.
This allows running OpenTelemetry-based observability pipeline with VictoriaMetrics software as your backend.
@@ -88,4 +96,4 @@ Depending on the Grafana datasource plugin there could be multiple correlations
1. Trace to metrics, metric to logs, metric to traces - see [correlations via VictoriaMetrics plugin](https://docs.victoriametrics.com/victoriametrics/integrations/grafana/datasource/#correlations).
1. Metrics to logs or traces correlations are possible via Prometheus datasource as well.
1. Plugins Tempo, Jaeger, and Zipkin can correlate with logs or metrics using [Trace to logs](https://grafana.com/docs/grafana/latest/explore/trace-integration/#trace-to-logs)
and [Trace to metrics](https://grafana.com/docs/grafana/latest/visualizations/explore/trace-integration/#trace-to-metrics) feature.
and [Trace to metrics](https://grafana.com/docs/grafana/latest/visualizations/explore/trace-integration/#trace-to-metrics) feature.

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VictoriaMetrics offers public playgrounds where you can try the full observability stack online.
Some playgrounds are based on the [OpenTelemetry Astronomy Shop demo](https://github.com/open-telemetry/opentelemetry-demo), a sample microservices application that generates realistic metrics, logs, and traces. Other playgrounds use benchmark workloads such as [prometheus-benchmark](https://github.com/VictoriaMetrics/prometheus-benchmark) to demonstrate ingestion and query performance for Prometheus-compatible systems.
@@ -158,4 +166,4 @@ Iximiuz Labs provides various [learning-by-doing resources for VictoriaMetrics](
- [VictoriaMetrics cluster](https://labs.iximiuz.com/playgrounds/victoriametrics-cluster)
- [VictoriaMetrics on Kubernetes](https://labs.iximiuz.com/playgrounds/victoriametrics-kubernetes)
Iximiuz Labs requires a [free account](https://labs.iximiuz.com/signup) to access the materials.
Iximiuz Labs requires a [free account](https://labs.iximiuz.com/signup) to access the materials.

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@@ -46,7 +46,6 @@ Released at 2026-08-05
* FEATURE: [vmctl](https://docs.victoriametrics.com/victoriametrics/vmctl/): support [Prometheus native histograms](https://prometheus.io/docs/specs/native_histograms/) migration in [remote read mode](https://docs.victoriametrics.com/victoriametrics/vmctl/remoteread/). Native histograms are converted into `_count`, `_sum` and `_bucket` series with `vmrange` labels in the same way as VictoriaMetrics [converts native histograms received via Prometheus remote write protocol](https://docs.victoriametrics.com/victoriametrics/integrations/prometheus/#native-histograms), except that for native histograms with custom buckets the original bucket bounds are preserved instead of being estimated with the exponential formula. Previously native histograms were silently ignored in `SAMPLES` mode, while in stream mode the migration failed with `EOF` error. See [#11292](https://github.com/VictoriaMetrics/VictoriaMetrics/issues/11292). Thanks to @liuxu623 for contribution.
* FEATURE: `vminsert` in [VictoriaMetrics cluster](https://docs.victoriametrics.com/victoriametrics/cluster-victoriametrics/): enable [slowness-based re-routing](https://docs.victoriametrics.com/victoriametrics/cluster-victoriametrics/#slowness-based-re-routing) by default. Previously, `-disableRerouting` defaulted to `true`, which limited ingestion throughput to the slowest `vmstorage` node. Now `-disableRerouting` defaults to `false`, so `vminsert` automatically routes data away from the slowest `vmstorage` node, improving overall ingestion performance. Slowness re-routing is automatically disabled when `-replicationFactor` is greater than 1. See [#11287](https://github.com/VictoriaMetrics/VictoriaMetrics/pull/11287).
* FEATURE: [vmui](https://docs.victoriametrics.com/victoriametrics/single-server-victoriametrics/#vmui): persist the selected auto-refresh interval in the URL. See [VictoriaLogs#1310](https://github.com/VictoriaMetrics/VictoriaLogs/issues/1310).
* FEATURE: [vmagent](https://docs.victoriametrics.com/victoriametrics/vmagent/) and [vmalert](https://docs.victoriametrics.com/victoriametrics/vmalert/): add client side least-loaded load-balancing with `DNS` discovery. See [#2388](https://github.com/VictoriaMetrics/VictoriaMetrics/issues/2388) and these [vmagent DNS URLs](https://docs.victoriametrics.com/victoriametrics/vmagent/#dns-urls), [vmalert DNS URLs](https://docs.victoriametrics.com/victoriametrics/vmalert/#dns-urls).
* BUGFIX: [MetricsQL](https://docs.victoriametrics.com/victoriametrics/metricsql/): properly drop data points filtered out by an inner [comparison operation](https://prometheus.io/docs/prometheus/latest/querying/operators/#comparison-binary-operators) when its result is used on the right side of another comparison. Previously, queries like `foo != (bar > 100)` could return unexpected results because filtered-out data points are represented internally as `NaN`, and `value != NaN` evaluates to `true`. Comparisons against explicitly present `NaN` values keep the previous behavior. See [#10018](https://github.com/VictoriaMetrics/VictoriaMetrics/issues/10018). Thanks to @zasdaym for contribution.
* BUGFIX: [vmagent](https://docs.victoriametrics.com/victoriametrics/vmagent/) and [vmsingle](https://docs.victoriametrics.com/victoriametrics/single-server-victoriametrics/): ignore HTTP proxy environment variables when scraping targets over Unix domain sockets. See [#11318](https://github.com/VictoriaMetrics/VictoriaMetrics/pull/11318). Thanks to @lwmacct for contribution.
@@ -84,6 +83,7 @@ Released at 2026-07-20
* FEATURE: [vmagent](https://docs.victoriametrics.com/victoriametrics/vmagent/) and [vmsingle](https://docs.victoriametrics.com/victoriametrics/single-server-victoriametrics/): support scraping metrics over Unix domain sockets. The socket path can be configured via the `__unix_socket__` target label. See [#11156](https://github.com/VictoriaMetrics/VictoriaMetrics/issues/11156). Thanks to @vinyas-bharadwaj for contribution.
* FEATURE: [vmagent](https://docs.victoriametrics.com/victoriametrics/vmagent/) and [vmsingle](https://docs.victoriametrics.com/victoriametrics/single-server-victoriametrics/): Improve background discovery performance for [http_sd](https://docs.victoriametrics.com/victoriametrics/sd_configs/#http_sd_configs) discovery. See [#8838](https://github.com/VictoriaMetrics/VictoriaMetrics/issues/8838).
* FEATURE: [vmagent](https://docs.victoriametrics.com/victoriametrics/vmagent/) and [vmsingle](https://docs.victoriametrics.com/victoriametrics/single-server-victoriametrics/): allow overriding `max_scrape_size` on a per-target basis via the `__max_scrape_size__` label during target relabeling. See [#11188](https://github.com/VictoriaMetrics/VictoriaMetrics/issues/11188).
* FEATURE: [vmagent](https://docs.victoriametrics.com/victoriametrics/vmagent/) and [vmalert](https://docs.victoriametrics.com/victoriametrics/vmalert/): add client side least-loaded load-balancing with `DNS` discovery. See [#2388](https://github.com/VictoriaMetrics/VictoriaMetrics/issues/2388) and these [vmagent DNS URLs](https://docs.victoriametrics.com/victoriametrics/vmagent/#dns-urls), [vmalert DNS URLs](https://docs.victoriametrics.com/victoriametrics/vmalert/#dns-urls).
* FEATURE: [vmstorage](https://docs.victoriametrics.com/victoriametrics/cluster-victoriametrics/) and [vmsingle](https://docs.victoriametrics.com/victoriametrics/single-server-victoriametrics/): add `-maxBackfillAge` command-line flag for limiting ingestion of samples with historical timestamps, for example, when older data has been moved between storage tiers (nvme/hdd, hot/cold). See [#11199](https://github.com/VictoriaMetrics/VictoriaMetrics/issues/11199). Thanks to @AshwinRamaniPsg for contribution.
* FEATURE: [vmagent](https://docs.victoriametrics.com/victoriametrics/vmagent/): automatically preload relabeling rules configured via `-remoteWrite.relabelConfig` and `-remoteWrite.urlRelabelConfig` in the [metrics relabel debug UI](https://docs.victoriametrics.com/victoriametrics/relabeling/#relabel-debugging). See [#9918](https://github.com/VictoriaMetrics/VictoriaMetrics/issues/9918).