: Uses a query language similar to Prometheus' PromQL , allowing users to filter logs by labels and even generate metrics from log data.
: Unlike traditional systems, Loki only indexes metadata (labels) rather than the full log content. This significantly reduces storage costs and operational complexity. : Uses a query language similar to Prometheus'
: Built for a seamless experience within the Grafana ecosystem, enabling users to switch between metrics, logs, and traces in a single dashboard. enabling users to switch between metrics
: Logs are compressed and stored in inexpensive object storage like Amazon S3 or Google Cloud Storage . : Uses a query language similar to Prometheus'
: Allows multiple independent teams or "tenants" to share a single Loki instance while keeping their data completely isolated.