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Comparison · Analytics
Apache Kylin vs Countly
A side-by-side editorial comparison of Apache Kylin and Countly — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Kylin vs Countly: at a glance
What is Apache Kylin?
Kylin keeps tagging releases, 5.0.5 included, without saying what changed.
Apache Kylin tagged 5.0.5 on 12 October, three months after 5.0.4, and like its predecessor it carries only the Maven release plugin's commit message. The last release that documented its contents was 5.0.2 in April 2025, covering internal-table caching, partition-aware file merging and Gluten jar loading order. The 5.0 line itself dates from September 2024.
What is Countly?
Countly 25.03.59 defaults to Node 26, supports MongoDB 9 and tightens app scoping.
Countly 25.03.59 on November 13 is a large LTS patch. Clean installs and Docker images move to Node.js 26 and MongoDB 9.0, with older versions still working, and arm64 Docker images arrive. Security fixes tighten which apps a scoped token or member can reach across exports, dashboards, alerts and data tools, and wrong two-factor codes now count toward lockout.
Apache Kylin vs Countly: editorial side-by-side
Apache Kylin
2.5ANALYTICS
Kylin keeps tagging releases, 5.0.5 included, without saying what changed.
◆ Current state
Apache Kylin tagged 5.0.5 on 12 October, three months after 5.0.4, and like its predecessor it carries only the Maven release plugin's commit message. The last release that documented its contents was 5.0.2 in April 2025, covering internal-table caching, partition-aware file merging and Gluten jar loading order. The 5.0 line itself dates from September 2024.
◆ Where it's heading
The tag cadence has picked up (July, then October) while the documentation has stopped entirely, so the 5.0.x line is being maintained but not explained. Anyone tracking Kylin has to read the commit history rather than the release feed.
◆ Prediction
Another bare 5.0.x tag is the likeliest next entry; nothing in the feed points to a 5.1 or 6.0.
Countly
5.0ANALYTICS
Countly 25.03.59 defaults to Node 26, supports MongoDB 9 and tightens app scoping.
◆ Current state
Countly 25.03.59 on November 13 is a large LTS patch. Clean installs and Docker images move to Node.js 26 and MongoDB 9.0, with older versions still working, and arm64 Docker images arrive. Security fixes tighten which apps a scoped token or member can reach across exports, dashboards, alerts and data tools, and wrong two-factor codes now count toward lockout.
◆ Where it's heading
Countly is still mostly hardening access control, carrying the token-scoping work from 25.03.58 into every plugin that reads or changes app data. At the same time it keeps the self-hosted stack on current runtimes.
◆ Prediction
Expect a 24.05 patch that backports these scoping fixes, as 24.05.55 did after 25.03.58.
Alternatives to Apache Kylin and Countly
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 Kylin or Countly.
OpenMetadata
OpenMetadata 2.0.8 widens Hex, Sigma and BigQuery coverage while 2.1 waits in release candidates.
Dovetail
Dovetail lets admins choose which connectors members can plug into the workspace.
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.
Kubecost
Kubecost cuts three 3.3.2 release candidates in two days, still without notes.
See all Apache Kylin alternatives → · See all Countly alternatives →
Recent activity from Apache Kylin and Countly
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 18h agoCountlyCountly 25.03.59: Node 26, MongoDB 9, app scoping fixes
- 15d agoCountlyCountly 24.05.55: token rules backported, Node 22 move
- 17d agoCountlyCountly 25.03.58: token scoping, revocation and access fixes
- 19d agoCountlyCountly 25.03.57-LTS distrusts emSign roots, fixes A/B setup
- 21d agoCountlyCountly 25.03.56-LTS: Node CVE patch, licence overdue banner
- 1mo agoCountlyCountly 25.03.55: throttled active-user refresh, explicit DB names
- 1mo agoApache KylinKylin 5.0.5 tagged without release notes
- 4mo agoApache Kylin5.0.4 tagged with no release notes
- 1y agoApache Kylin5.0.3 tagged with no release notes
- 1y agoApache KylinInternal table caching, partition file merging, Gluten fixes
- 2y agoApache KylinApache Kylin 5.0.0 ⚡
- 2y agoApache KylinStreaming function fix
Frequently asked questions
What is the difference between Apache Kylin and Countly?
They serve adjacent needs but don't currently overlap on shipped themes. Countly 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 Apache Kylin better than Countly?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Countly 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 Apache Kylin?
Top Apache Kylin alternatives in Analytics are ranked by recent ship velocity. Browse the "Apache Kylin alternatives" section above for the current picks, or visit /alternatives/apache-kylin for the full list with editorial commentary on each.
What are the best alternatives to Countly?
Top Countly alternatives in Analytics are ranked by recent ship velocity. Browse the "Countly alternatives" section above for the current picks, or visit /alternatives/countly-server for the full list with editorial commentary on each.