
Capabilities | ||
|---|---|---|
Search and investigate your logs quickly | Loki is optimized for the label-filtered, structured queries that SREs use most during incidents: filter by service, time range, and log level; aggregate; correlate with metrics. For these patterns it’s fast at a fraction of the storage cost. Learn more | Industry-leading full-text search. For ad-hoc, unstructured log queries, Elasticsearch is among the fastest options available. |
Troubleshoot every layer of your stack
| Logs, metrics, traces, and profiles share one UI, common labels, and a unified alert model. Pivot between signals in tailored views for your frontend, backend, databases, infrastructure.
Learn more | Strong individual observability products for logs, metrics, and APM. Combining them into a coherent workflow typically requires managing Elastic APM, ELK Stack, and Kibana as distinct systems. |
Keep observability costs predictable as you grow | Loki stores logs on object storage with a label index. Adaptive Telemetry automatically reduces ingest volume across logs, metrics, and traces, so costs track your actual signal value, not raw data volume. Learn more | Full indexing at ingest means storage scales with index size (often larger than raw log data). Memory allocation drives cluster tier costs. Data Transfer & Storage fees apply in Elastic Cloud. |
Instrument once with open standards | Native OTLP ingest; no format conversion. Grafana Labs is a top-10 OTel contributor with a seat on the governing board. Grafana Alloy is 100% OTel compatible. Learn more | Accepts OpenTelemetry data, but converts it to Elastic Common Schema (ECS) at ingest. Full-fidelity APM still benefits from the Elastic Agent for complete coverage. |
Visualize and alert on data from anywhere | 150+ data source plugins let you query and correlate Elastic, Prometheus, CloudWatch, databases, and more in the same dashboard, with no data migration required. Learn more | Billing uses Compute Capacity Units (CCUs)—every query, alert evaluation, or API call consumes CCUs, making growth hard to predict. |
Investigate incidents faster with AI
| Grafana AI Assistant can investigate incidents across your Grafana-native data sources and MCP integrations. The Knowledge Graph maps service relationships from OTel and Prometheus data automatically, to help surface root cause. Learn more | Elastic ML and anomaly detection are mature and performant. Elastic Assistant is available for search and observability workflows within the Elastic platform. |




