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GoAccess 1.12 splits AI crawlers from search bots in web log reports.
Comparison · Analytics
Apache Iceberg vs OpenSearch Dashboards
A side-by-side editorial comparison of Apache Iceberg and OpenSearch Dashboards — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Iceberg vs OpenSearch Dashboards: 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 OpenSearch Dashboards?
This feed samples OpenSearch Dashboards; its latest entry is a 2.19.7 notes commit.
The feed carries release-branch commits rather than release notes, so the visible record is five entries from July 2025 to October 2026. The latest, on October 16, adds release notes for 2.19.7, which shows the 2.19 maintenance line is still being patched alongside 3.x. Before that, the 3.8.0 notes commit in July and Vega CVE fixes on 2.19 are the only substantive items.
Apache Iceberg vs OpenSearch Dashboards: 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.
OpenSearch Dashboards
2.5ANALYTICS
This feed samples OpenSearch Dashboards; its latest entry is a 2.19.7 notes commit.
◆ Current state
The feed carries release-branch commits rather than release notes, so the visible record is five entries from July 2025 to October 2026. The latest, on October 16, adds release notes for 2.19.7, which shows the 2.19 maintenance line is still being patched alongside 3.x. Before that, the 3.8.0 notes commit in July and Vega CVE fixes on 2.19 are the only substantive items.
◆ Where it's heading
The 2.19 line keeps getting maintenance releases while 3.x moves on. The feed is too sparse to show what either line is shipping.
◆ Prediction
Expect further 2.19.x and 3.x notes commits; what they contain is unclear from this feed.
Alternatives to Apache Iceberg and OpenSearch Dashboards
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 OpenSearch Dashboards.
ManageEngine Log360
Log360's September build fixes the migration to the unified console.
Deepnote
Deepnote's agent now runs from first prompt to finished notebook without handoffs.
Apache Storm
Storm 3.1 adds an Iceberg sink and closes a long list of security gaps in Nimbus and the UI.
Apache HertzBeat
HertzBeat's 1.9.0 is on its second release candidate, and the feed still skips 1.8.0.
OpenPanel
OpenPanel moves from 3.18 to 3.20 in two days, still without a word of release notes.
See all Apache Iceberg alternatives → · See all OpenSearch Dashboards alternatives →
Recent activity from Apache Iceberg and OpenSearch Dashboards
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 16d agoOpenSearch DashboardsRelease notes added for 2.19.7
- 1mo agoApache IcebergIceberg 1.12.0: Spark 3.4 dropped, first V4 spec pieces
- 3mo agoOpenSearch DashboardsOpenSearch Dashboards 3.8.0 released
- 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
- 8mo agoOpenSearch Dashboards2.19.5 patches Vega dependency CVEs
- 10mo agoApache IcebergNullability and REST catalog validation fixes
- 0y agoOpenSearch Dashboards2.19.4 reverts vega-lite to 4.16.8
- 1y agoApache IcebergFlink 2.0 support and Variant type reaches Parquet
- 1y agoOpenSearch Dashboards2.19.3 release notes added
- 1y agoApache IcebergStop retrying object-store 502 and 504 responses
Frequently asked questions
What is the difference between Apache Iceberg and OpenSearch Dashboards?
They serve adjacent needs but don't currently overlap on shipped themes. OpenSearch Dashboards is currently shipping more aggressively (velocity 2.5 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 OpenSearch Dashboards?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. OpenSearch Dashboards is currently shipping more aggressively (velocity 2.5 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 OpenSearch Dashboards?
Top OpenSearch Dashboards alternatives in Analytics are ranked by recent ship velocity. Browse the "OpenSearch Dashboards alternatives" section above for the current picks, or visit /alternatives/opensearch-dashboards for the full list with editorial commentary on each.