OpenMetadata
OpenMetadata 2.0.8 widens Hex, Sigma and BigQuery coverage while 2.1 waits in release candidates.
Comparison · Analytics
Apache SkyWalking vs Grafana Loki
A side-by-side editorial comparison of Apache SkyWalking and Grafana Loki — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:observability
Apache SkyWalking vs Grafana Loki: at a glance
What is Apache SkyWalking?
SkyWalking 11.1 builds service maps from OpenTelemetry traces, no SkyWalking agent required.
Apache SkyWalking spent 2025 and 2026 rebuilding its foundations: BanyanDB replaced H2, the Groovy DSL runtime gave way to ANTLR4 and Javassist, and 11.0.0 split the UI out of the backend. Version 11.1.0, released November 6, stores OTLP traces as they arrive and adds a Trace Analysis Language that turns spans into service, instance and endpoint metrics, topology and dashboards for the databases, caches and queues those services call. Applications instrumented only with OpenTelemetry SDKs now get SkyWalking's dashboards without its agent.
What is Grafana Loki?
Loki 4.0 reaches RC3 and narrows S3 storage classes to Standard and Standard-IA.
Loki 4.0 is moving through release candidates. RC1's notes list the breaking changes: the V2 query engine unplugged, Simple Scalable Deployment targets and old /api/prom endpoints removed, protobuf as the default frontend encoding, and several deprecated settings and metrics dropped. RC2 removed every index backend but TSDB, and RC3 adds one more break, limiting S3 storage classes to STANDARD and STANDARD_IA, plus a compactor delete fix.
Apache SkyWalking vs Grafana Loki: editorial side-by-side
Apache SkyWalking
3.8ANALYTICS
SkyWalking 11.1 builds service maps from OpenTelemetry traces, no SkyWalking agent required.
◆ Current state
Apache SkyWalking spent 2025 and 2026 rebuilding its foundations: BanyanDB replaced H2, the Groovy DSL runtime gave way to ANTLR4 and Javassist, and 11.0.0 split the UI out of the backend. Version 11.1.0, released November 6, stores OTLP traces as they arrive and adds a Trace Analysis Language that turns spans into service, instance and endpoint metrics, topology and dashboards for the databases, caches and queues those services call. Applications instrumented only with OpenTelemetry SDKs now get SkyWalking's dashboards without its agent.
◆ Where it's heading
After taking storage and runtime in-house, SkyWalking is opening its front door to OpenTelemetry data. Its value is shifting from its own agents toward the analysis it runs on any trace source.
◆ Prediction
Expect more TAL coverage and OpenTelemetry quick starts, with SkyWalking's own agents positioned as optional rather than required.
Grafana Loki
6.3ANALYTICS
Loki 4.0 reaches RC3 and narrows S3 storage classes to Standard and Standard-IA.
◆ Current state
Loki 4.0 is moving through release candidates. RC1's notes list the breaking changes: the V2 query engine unplugged, Simple Scalable Deployment targets and old /api/prom endpoints removed, protobuf as the default frontend encoding, and several deprecated settings and metrics dropped. RC2 removed every index backend but TSDB, and RC3 adds one more break, limiting S3 storage classes to STANDARD and STANDARD_IA, plus a compactor delete fix.
◆ Where it's heading
Each candidate trims a bit more legacy surface, so 4.0 is a cleanup major that pushes installs onto TSDB and the microservices or single-binary layouts. The Operator had prepared this path since 0.11 and 0.12.
◆ Prediction
Expect a few more RCs with small breaking changes, then 4.0.0 GA and an Operator release that drops the removed schemas.
Alternatives to Apache SkyWalking and Grafana Loki
Other Analytics products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Apache SkyWalking or Grafana Loki.
Dovetail
Dovetail lets admins choose which connectors members can plug into the workspace.
Dagster
Dagster drops Python 3.10 and lets agents run schedules and sensors through MCP.
OpenHouse
OpenHouse adds time-zone-aware retention and per-database table caps.
Countly
Countly 25.03.59 defaults to Node 26, supports MongoDB 9 and tightens app scoping.
Kubecost
Kubecost cuts three 3.3.2 release candidates in two days, still without notes.
See all Apache SkyWalking alternatives → · See all Grafana Loki alternatives →
Recent activity from Apache SkyWalking and Grafana Loki
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 3d agoGrafana LokiLoki Helm chart 7.6.0 released
- 6d agoGrafana LokiLoki 4.0 RC3 limits S3 storage classes to Standard and IA
- 7d agoApache SkyWalking11.1.0 - Metrics and Topology from OTLP Traces ⚡
- 8d agoGrafana LokiLoki 4.0 RC1 lists the breaking changes for the major
- 9d agoGrafana LokiLoki 4.0 RC drops legacy storage backends and SSD mode ⚡
- 22d agoGrafana LokiLoki Helm chart 7.5.0 released
- 1mo agoGrafana LokiLoki Operator 0.12 requires schemas, adds OpenShift 5.0 TLS
- 2mo agoApache SkyWalking11.0.0 - Horizon Ready, Runtime Rule Hot-Update and Live DSL Debugger ⚡
- 7mo agoApache SkyWalking10.4.0 - GenAI Observability, Groovy-Free Runtime and Grafana Tempo Compatible ⚡
- 10mo agoApache SkyWalking10.3.0 - New Trace Model in BanyanDB
- 1y agoApache SkyWalking10.2.0 - No H2, More BanyanDB ⚡
Frequently asked questions
What is the difference between Apache SkyWalking and Grafana Loki?
Both compete on the same themes — observability — within Analytics. Grafana Loki is currently shipping more aggressively (velocity 6.3 vs 3.8), with 1 editorial sparks in the last 30 days against 1. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Apache SkyWalking better than Grafana Loki?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Grafana Loki is currently shipping more aggressively (velocity 6.3 vs 3.8), with 1 editorial sparks in the last 30 days against 1. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to Apache SkyWalking?
Top Apache SkyWalking alternatives in Analytics are ranked by recent ship velocity. Browse the "Apache SkyWalking alternatives" section above for the current picks, or visit /alternatives/skywalking for the full list with editorial commentary on each.
What are the best alternatives to Grafana Loki?
Top Grafana Loki alternatives in Analytics are ranked by recent ship velocity. Browse the "Grafana Loki alternatives" section above for the current picks, or visit /alternatives/loki for the full list with editorial commentary on each.