Apache Iceberg
Iceberg 1.12 drops Spark 3.4 and starts laying groundwork for the v4 table spec.
A side-by-side editorial comparison of AgencyAnalytics and OpenSearch Dashboards — release velocity, themes, recent moves, and the top alternatives to consider.
AgencyAnalytics keeps widening its integrations while tables learn row-level math
AgencyAnalytics publishes weekly product notes. The latest two added dark mode, Custom Metrics computed per row in table widgets, CallRail sentiment and tag breakdowns, HighLevel email campaign reporting, row-level period comparisons across 23 more integrations, and Quantcast as a new ad source. Mid-October brought its MCP server's first write actions and an AI Tracker view of existing AI answers that mention a client.
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.
AgencyAnalytics publishes weekly product notes. The latest two added dark mode, Custom Metrics computed per row in table widgets, CallRail sentiment and tag breakdowns, HighLevel email campaign reporting, row-level period comparisons across 23 more integrations, and Quantcast as a new ad source. Mid-October brought its MCP server's first write actions and an AI Tracker view of existing AI answers that mention a client.
Two threads run in parallel: more data sources and deeper table analysis for reporting, and AI features that both write to the account and track client visibility in AI answers.
More integrations will likely gain row-level comparison, since this week's release extended it to 23 at once.
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.
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.
Expect further 2.19.x and 3.x notes commits; what they contain is unclear from this feed.
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 AgencyAnalytics or OpenSearch Dashboards.
Iceberg 1.12 drops Spark 3.4 and starts laying groundwork for the v4 table spec.
Log360's September build fixes the migration to the unified console.
Deepnote's agent now runs from first prompt to finished notebook without handoffs.
Storm 3.1 adds an Iceberg sink and closes a long list of security gaps in Nimbus and the UI.
HertzBeat's 1.9.0 is on its second release candidate, and the feed still skips 1.8.0.
OpenPanel moves from 3.18 to 3.20 in two days, still without a word of release notes.
See all AgencyAnalytics alternatives → · See all OpenSearch Dashboards alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. AgencyAnalytics 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. AgencyAnalytics 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.
Top AgencyAnalytics alternatives in Analytics are ranked by recent ship velocity. Browse the "AgencyAnalytics alternatives" section above for the current picks, or visit /alternatives/agencyanalytics for the full list with editorial commentary on each.
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.