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 Glances and OpenSearch Dashboards — release velocity, themes, recent moves, and the top alternatives to consider.
After a year of CVE fixes, Glances 4.5.7 turns to making its alerts tell the truth.
Most Glances releases this year carried security patches: 4.5.2 alone corrected eight CVEs, and 4.5.3 to 4.5.6 kept going, ending with a credential leak through URL config values. 4.5.7 in September broke the pattern with a long list of correctness fixes, many of them alerts that fired on the wrong value or never fired, plus WebUI colouring bugs and a fix for --enable-mcp under mcp 2.0. 4.5.8 in October fixed export edge cases.
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.
Most Glances releases this year carried security patches: 4.5.2 alone corrected eight CVEs, and 4.5.3 to 4.5.6 kept going, ending with a credential leak through URL config values. 4.5.7 in September broke the pattern with a long list of correctness fixes, many of them alerts that fired on the wrong value or never fired, plus WebUI colouring bugs and a fix for --enable-mcp under mcp 2.0. 4.5.8 in October fixed export edge cases.
Hardware coverage keeps widening alongside the fixes (Intel, AMD and ARM GPUs, Rockchip NPUs, LXC containers), and a v4 cutover tag in October suggests repository restructuring ahead. The security run appears to have eased since August.
Unclear what the v4 cutover changes for users; until it is explained, expect more 4.5.x maintenance releases.
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 Glances 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 Glances 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. Glances 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. Glances 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 Glances alternatives in Analytics are ranked by recent ship velocity. Browse the "Glances alternatives" section above for the current picks, or visit /alternatives/glances 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.