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Comparison · Analytics
Cortex vs OpenMetadata
A side-by-side editorial comparison of Cortex and OpenMetadata — release velocity, themes, recent moves, and the top alternatives to consider.
Cortex vs OpenMetadata: at a glance
What is Cortex?
Cortex 1.22 is on its fourth candidate, with sharded Parquet and years of deprecated flags removed.
Cortex 1.22.0 has been in release candidates since 12 September, reaching rc.3 on 6 October, and GitHub shows no final yet. The candidate adds sharded Parquet conversion and querying, resource-based query eviction that cancels the heaviest query when CPU or heap crosses a threshold, OCI Object Storage as a backend, and an active-series tracker per tenant. It also removes long-deprecated flags and config fields, some of which now stop Cortex from starting if left in place.
What is OpenMetadata?
OpenMetadata reaches 2.1 rc1 after a month of repairing 2.0's connectors.
OpenMetadata has shipped a run of 2.0.x maintenance releases, each centered on connectors, lineage and search. 2.0.3 included a certificate-verification bypass fix and a SQL-injection fix, 2.0.5 restored metadata affected by 2.0 ingestion regressions, and 2.0.7 improved reliability for Pub/Sub, SQL Server and Unity Catalog. The 2.1.0-rc1 pre-release has now appeared, though its notes are a commit message about settings-modal styling rather than a feature list.
Cortex vs OpenMetadata: editorial side-by-side
Cortex
2.5ANALYTICS
Cortex 1.22 is on its fourth candidate, with sharded Parquet and years of deprecated flags removed.
◆ Current state
Cortex 1.22.0 has been in release candidates since 12 September, reaching rc.3 on 6 October, and GitHub shows no final yet. The candidate adds sharded Parquet conversion and querying, resource-based query eviction that cancels the heaviest query when CPU or heap crosses a threshold, OCI Object Storage as a backend, and an active-series tracker per tenant. It also removes long-deprecated flags and config fields, some of which now stop Cortex from starting if left in place.
◆ Where it's heading
The storage arc toward Parquet continues: after 1.21 made Parquet a Store Gateway query mode, 1.22 shards files that exceed column limits. A second arc is protecting shared clusters from heavy tenants, through query eviction, resource-based throttling and concurrent data-byte limits on store gateways. The cleanup is the maturity arc from 1.21 carried further: no-op flags that were tolerated for releases now fail at startup.
◆ Prediction
1.22.0 final should follow rc.3, which added only two fixes. Operators should expect upgrade failures from leftover deprecated flags, and the release notes tell them to grep runtime configs before upgrading.
OpenMetadata
5.0ANALYTICS
OpenMetadata reaches 2.1 rc1 after a month of repairing 2.0's connectors.
◆ Current state
OpenMetadata has shipped a run of 2.0.x maintenance releases, each centered on connectors, lineage and search. 2.0.3 included a certificate-verification bypass fix and a SQL-injection fix, 2.0.5 restored metadata affected by 2.0 ingestion regressions, and 2.0.7 improved reliability for Pub/Sub, SQL Server and Unity Catalog. The 2.1.0-rc1 pre-release has now appeared, though its notes are a commit message about settings-modal styling rather than a feature list.
◆ Where it's heading
The 2.0 launch is being paid for in connector repairs, and the cadence of roughly weekly maintenance suggests a large installed surface. Protecting user-managed metadata from bot ingestion, and multi-pod fixes in 2.0.6, point at production deployments rather than trials. The 2.1 candidate is the first sign of attention moving forward, but the published notes do not show its contents.
◆ Prediction
Expect a 2.1 release soon, with its real scope clearer once proper notes appear. 2.0.x maintenance should continue alongside it.
Alternatives to Cortex and OpenMetadata
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 Cortex or OpenMetadata.
Stitch
Stitch keeps patching connectors one replication bug at a time.
Datawrapper
Datawrapper's October is touch tooltips, keyboard focus and small chart repairs.
Fluent Bit
Fluent Bit spends October bounding what its inputs will accept.
Axiom
Axiom makes agent work checkable, and points alerts straight at coding agents
Apache Pinot
Pinot 1.6 adds SQL DDL and vector backends, and now needs Java 25 to run its services.
See all Cortex alternatives → · See all OpenMetadata alternatives →
Recent activity from Cortex and OpenMetadata
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2d agoOpenMetadata2.1.0 rc1 appears, with notes covering only a UI fix
- 5d agoOpenMetadata2.0.7: Pub/Sub, SQL Server and Unity Catalog connector fixes
- 11d agoOpenMetadata2.0.6: ingestion accuracy, safer upgrades, multi-pod fixes
- 23d agoOpenMetadata2.0.5 restores metadata lost to 2.0 ingestion regressions
- 26d agoCortex1.22 candidate 4 fixes tenant-deletion cleanup on GCS and Azure
- 26d agoOpenMetadata2.0.4: Glue and SQL Server connector fixes, search scoping
- 1mo agoOpenMetadata2.0.3: connector fixes, data migrations, security patches
- 1mo agoCortex1.22 candidate 3 fixes the ingestion-delay histogram
- 1mo agoCortex1.22 candidate 2 adds three bug fixes
- 1mo agoCortex1.22 candidate: sharded Parquet, query eviction, OCI storage
- 5mo agoCortex1.21.1 candidate hardens gossip, ingestion and status pages
- 6mo agoCortex1.21.0-rc.1 fixes memberlist, tenant federation and a memory leak
Frequently asked questions
What is the difference between Cortex and OpenMetadata?
They serve adjacent needs but don't currently overlap on shipped themes. OpenMetadata is currently shipping more aggressively (velocity 5.0 vs 2.5), with 0 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 Cortex better than OpenMetadata?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. OpenMetadata is currently shipping more aggressively (velocity 5.0 vs 2.5), with 0 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 Cortex?
Top Cortex alternatives in Analytics are ranked by recent ship velocity. Browse the "Cortex alternatives" section above for the current picks, or visit /alternatives/cortex-metrics for the full list with editorial commentary on each.
What are the best alternatives to OpenMetadata?
Top OpenMetadata alternatives in Analytics are ranked by recent ship velocity. Browse the "OpenMetadata alternatives" section above for the current picks, or visit /alternatives/openmetadata for the full list with editorial commentary on each.