OpenMetadata
OpenMetadata 2.0.8 widens Hex, Sigma and BigQuery coverage while 2.1 waits in release candidates.
Comparison · Analytics
Keboola vs Grafana Loki
A side-by-side editorial comparison of Keboola and Grafana Loki — release velocity, themes, recent moves, and the top alternatives to consider.
Keboola vs Grafana Loki: at a glance
What is Keboola?
Keboola moves transformations to DuckDB 2.0 and pushes its docs into Snowflake and BigQuery.
Keboola made DuckDB 2.0 the default for new DuckDB transformations, with the version selectable per transformation, and now writes table and column descriptions into Snowflake and BigQuery for new and existing tables. These follow a governance run: the GitHub App for private repos, Branched Storage on every stack, a read-only MCP query tool and idle workspace cleanup.
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.
Keboola vs Grafana Loki: editorial side-by-side
Keboola
5.0ANALYTICS
Keboola moves transformations to DuckDB 2.0 and pushes its docs into Snowflake and BigQuery.
◆ Current state
Keboola made DuckDB 2.0 the default for new DuckDB transformations, with the version selectable per transformation, and now writes table and column descriptions into Snowflake and BigQuery for new and existing tables. These follow a governance run: the GitHub App for private repos, Branched Storage on every stack, a read-only MCP query tool and idle workspace cleanup.
◆ Where it's heading
Keboola is making the metadata and controls it holds useful outside its own UI, so warehouse users and AI tools see the same descriptions and rules. Engine choices such as DuckDB 2.0 keep transformation options current alongside that governance work.
◆ Prediction
Expect more Keboola metadata, such as lineage or ownership, to sync into the connected warehouses, and further runtime version bumps offered side by side.
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 Keboola 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 Keboola 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 Keboola alternatives → · See all Grafana Loki alternatives →
Recent activity from Keboola and Grafana Loki
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 3d agoGrafana LokiLoki Helm chart 7.6.0 released
- 4d agoKeboolaDuckDB 2.0 is now available in transformations
- 4d agoKeboolaTable and column descriptions now also in workspaces, Data Gateway and external buckets
- 4d agoKeboolaTable and column descriptions now appear in Snowflake and BigQuery
- 6d agoGrafana LokiLoki 4.0 RC3 limits S3 storage classes to Standard and IA
- 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 ⚡
- 11d agoKeboolaConnect GitHub repositories without personal tokens
- 15d agoKeboolaSecurity Update for Python/JS and Streamlit Data Apps
- 15d agoKeboolaBranched Storage is being enabled on all projects
- 22d agoGrafana LokiLoki Helm chart 7.5.0 released
- 1mo agoGrafana LokiLoki Operator 0.12 requires schemas, adds OpenShift 5.0 TLS
Frequently asked questions
What is the difference between Keboola and Grafana Loki?
They serve adjacent needs but don't currently overlap on shipped themes. Grafana Loki is currently shipping more aggressively (velocity 6.3 vs 5.0), with 1 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Keboola 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 5.0), with 1 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to Keboola?
Top Keboola alternatives in Analytics are ranked by recent ship velocity. Browse the "Keboola alternatives" section above for the current picks, or visit /alternatives/keboola 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.