CheckOps
Grafana Loki
Grafana Loki is an AGPL-3.0 log aggregation system, "like Prometheus, but for logs", that indexes labels rather than full text to keep costs low.
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Introduction
Grafana Loki is a horizontally scalable, highly available log aggregation system inspired by Prometheus. It indexes only metadata labels for each log stream instead of full-text indexing, which makes it cheaper to run, and it is queried with LogQL from Grafana.
The source code is at grafana/loki on GitHub under the AGPL-3.0 licence, with about 29,100 stars; the most recent commit was on 11 November 2026.
Features
- Label-based indexing: Low storage and operational cost.
- LogQL: Query and aggregate logs.
- Object storage: Stores chunks in object storage.
- Grafana integration: Logs next to metrics and traces.
- Agents: Ingest via Grafana Alloy, Fluent Bit, Vector and others.
Pros
- Free to use: Open source under AGPL-3.0.
- Maintained: Commits as recent as 11 November 2026.
- Community: About 29,100 GitHub stars.
Cons
- No full-text index: Searches on unindexed content can be slower.
- AGPL licence: Check obligations.
Usage and Links (Example)
Deploy Loki with Helm or Docker Compose, ship logs with an agent such as Grafana Alloy or Fluent Bit, and query in Grafana:
{app="checkout"} |= "error"
Resources:
Pricing
Grafana Loki is free and open source under the AGPL-3.0 licence.
Recommended for?
- Grafana users wanting cost-efficient logs.
- Kubernetes teams with label-rich logs.
- Not a fit for heavy full-text search workloads.
Conclusion
Loki is the Prometheus-style, cost-efficient choice for logs.
Alternatives
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OOpenObserveOpenObserve is an AGPL-3.0 observability platform for logs, metrics, traces, RUM, session replay, pipelines, SLOs and LLM observability, deployed as a single binary.Compare with Grafana Loki- GGrafanaGrafana is an open-source dashboard for metrics, logs, and traces. Grafana Cloud adds a hosted stack with a free tier and paid plans.Compare with Grafana Loki
FFluent BitFluent Bit is a CNCF, Apache-2.0 fast and lightweight processor for logs, metrics and traces on Linux, BSD, macOS and Windows, used widely as a Kubernetes log shipper.Compare with Grafana Loki
VVectorVector is an MPL-2.0 high-performance observability data pipeline from Datadog for collecting, transforming and routing logs and metrics, written in Rust.Compare with Grafana Loki
GGrafana TempoGrafana Tempo is an AGPL-3.0, high-volume, minimal-dependency distributed tracing backend that stores traces in object storage and integrates with Grafana, Prometheus and Loki.Compare with Grafana Loki
CCoralogixCoralogix is an observability platform for logs, metrics, traces and security data that stores data in your own cloud bucket, priced per GB by data type.Compare with Grafana Loki