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Comparison · Analytics
Apache Iceberg vs OpenMetadata
A side-by-side editorial comparison of Apache Iceberg and OpenMetadata — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Iceberg vs OpenMetadata: at a glance
What is Apache Iceberg?
Iceberg 1.12 drops Spark 3.4 and starts laying groundwork for the v4 table spec.
Apache Iceberg maintains several minor lines at once, and most visible work is backports and dependency updates. 1.12.0 on September 30 is broader: it removes Spark 3.4 support, adds V4 groundwork such as relative paths in the spec and Parquet or Avro manifests, adds a REST unregister-table endpoint and content stats in the spec, and writes shredded Variant from Flink. Kafka Connect now reports commit failures instead of swallowing them.
What is OpenMetadata?
OpenMetadata 2.0.8 widens Hex, Sigma and BigQuery coverage while 2.1 waits in release candidates.
OpenMetadata is still in 2.0.x maintenance mode, shipping a release every one to two weeks. 2.0.8 on November 13 is the broadest yet: Hex and Sigma ingestion now build data models and column lineage, BigQuery date-sharded tables can be grouped into one logical table, Power BI and Snowflake ingestion stop leaving stale or runaway jobs, and MCP authentication and access controls were tightened. The 2.1.0 line sits at rc2, whose only published change is a tag-resolution fix.
Apache Iceberg vs OpenMetadata: editorial side-by-side
Apache Iceberg
0.0ANALYTICS
Iceberg 1.12 drops Spark 3.4 and starts laying groundwork for the v4 table spec.
◆ Current state
Apache Iceberg maintains several minor lines at once, and most visible work is backports and dependency updates. 1.12.0 on September 30 is broader: it removes Spark 3.4 support, adds V4 groundwork such as relative paths in the spec and Parquet or Avro manifests, adds a REST unregister-table endpoint and content stats in the spec, and writes shredded Variant from Flink. Kafka Connect now reports commit failures instead of swallowing them.
◆ Where it's heading
The project is moving from maintenance-only releases back to spec work, with V4 pieces landing in stages. Older engine versions are being dropped as that happens.
◆ Prediction
Expect more V4 spec and core pieces in 1.13 and patch releases on 1.11 and 1.12; a V4 release date is not visible in the entries.
OpenMetadata
5.0ANALYTICS
OpenMetadata 2.0.8 widens Hex, Sigma and BigQuery coverage while 2.1 waits in release candidates.
◆ Current state
OpenMetadata is still in 2.0.x maintenance mode, shipping a release every one to two weeks. 2.0.8 on November 13 is the broadest yet: Hex and Sigma ingestion now build data models and column lineage, BigQuery date-sharded tables can be grouped into one logical table, Power BI and Snowflake ingestion stop leaving stale or runaway jobs, and MCP authentication and access controls were tightened. The 2.1.0 line sits at rc2, whose only published change is a tag-resolution fix.
◆ Where it's heading
Each 2.0.x release repairs connectors and lineage that 2.0 left incomplete, and the fixes increasingly touch accuracy (correct table identity, lineage that ends at the right model) rather than crashes. MCP keeps appearing in the security sections, which suggests OpenMetadata expects AI tools to read the catalog and is locking that path down before 2.1.
◆ Prediction
A 2.1.0 final is the next visible step, since two release candidates are out; the entries do not yet say what features 2.1 adds beyond the fixes backported to 2.0.x.
Alternatives to Apache Iceberg 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 Apache Iceberg or OpenMetadata.
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.
RStudio
RStudio opens the 2026.11 train with another NOTICE file update.
See all Apache Iceberg alternatives → · See all OpenMetadata alternatives →
Recent activity from Apache Iceberg and OpenMetadata
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 22h agoOpenMetadata2.0.8: Hex and Sigma lineage, BigQuery shard grouping, MCP auth
- 1d agoOpenMetadata2.1.0 rc2: fix for tags removed when resolving tag tasks
- 14d agoOpenMetadata2.1.0 rc1 appears, with notes covering only a UI fix
- 17d agoOpenMetadata2.0.7: Pub/Sub, SQL Server and Unity Catalog connector fixes
- 24d agoOpenMetadata2.0.6: ingestion accuracy, safer upgrades, multi-pod fixes
- 1mo agoOpenMetadata2.0.5 restores metadata lost to 2.0 ingestion regressions
- 1mo agoApache IcebergIceberg 1.12.0: Spark 3.4 dropped, first V4 spec pieces
- 5mo agoApache Iceberg1.11.0 opens a new line on Spark 4.0.1
- 5mo agoApache IcebergBackport release fixes delete ordering and a compression CVE
- 10mo agoApache IcebergNullability and REST catalog validation fixes
- 1y agoApache IcebergFlink 2.0 support and Variant type reaches Parquet
- 1y agoApache IcebergStop retrying object-store 502 and 504 responses
Frequently asked questions
What is the difference between Apache Iceberg and OpenMetadata?
They serve adjacent needs but don't currently overlap on shipped themes. OpenMetadata is currently shipping more aggressively (velocity 5.0 vs 0.0), 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 Apache Iceberg 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 0.0), 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 Apache Iceberg?
Top Apache Iceberg alternatives in Analytics are ranked by recent ship velocity. Browse the "Apache Iceberg alternatives" section above for the current picks, or visit /alternatives/apache-iceberg 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.