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Apache Kylin vs Mage

A side-by-side editorial comparison of Apache Kylin and Mage — release velocity, themes, recent moves, and the top alternatives to consider.

Apache Kylin vs Mage: at a glance

FeatureApache KylinMage
SectorAnalyticsAnalytics
Velocity score2.50.0
Sparks · 30d00
Top themesolap, gluten, native-execution, internal-tablesdata-pipelines, orchestration, cadence-decline, dependency-pinning
Last editorial update4h ago1d ago
WebsiteVisit →Visit →

What is Apache Kylin?

Kylin ships once a year with empty release notes and a native engine nobody is being told about.

Apache Kylin's release stream is close to silent. Four of the six most recent tags carry nothing but the Maven release plugin's own commit message, and 5.0.4 in July 2026 arrived ten months after 5.0.3 with no notes at all. The last release that documented anything was 5.0.2 in April 2025, covering internal-table caching, partition-aware file merging and Gluten jar loading order.

Read the full Apache Kylin trajectory →

What is Mage?

Feature releases every two months in 2024; one bugfix release in the last twelve.

The release cadence has collapsed. Through 2024 Mage shipped roughly every two months with substantial features each time — memory management rework, dynamic blocks, new sources and destinations, Python 3.11 and 3.12 support. 2025 produced two releases. The most recent entry, 0.9.79 in January 2026, contains no feature section at all: it is dependency pinning, SQLAlchemy 2.0 compatibility, character escaping during code interpolation, and log file handle cleanup. Nothing has followed it in the six months since.

Read the full Mage trajectory →

Apache Kylin vs Mage: editorial side-by-side

A
Apache Kylin
ANALYTICS
2.5

Kylin ships once a year with empty release notes and a native engine nobody is being told about.

◆ Current state

Apache Kylin's release stream is close to silent. Four of the six most recent tags carry nothing but the Maven release plugin's own commit message, and 5.0.4 in July 2026 arrived ten months after 5.0.3 with no notes at all. The last release that documented anything was 5.0.2 in April 2025, covering internal-table caching, partition-aware file merging and Gluten jar loading order.

◆ Where it's heading

The substance is in 5.0.0 and its follow-ups: Gluten with a ClickHouse backend as a native execution engine, internal tables, streaming and fusion models. That is a real architectural bet on native vectorised execution, but the project is not communicating it — releases ship as bare tags, and the gap between 5.0.3 and 5.0.4 suggests development has thinned to a trickle. For anyone tracking Kylin from the outside, the release feed is effectively no signal.

◆ Prediction

The entries do not support a confident call on what ships next; with untitled tags roughly annually, the useful signal about Kylin's direction will come from JIRA and the mailing list rather than from releases.

M
Mage
ANALYTICS
0.0

Feature releases every two months in 2024; one bugfix release in the last twelve.

◆ Current state

The release cadence has collapsed. Through 2024 Mage shipped roughly every two months with substantial features each time — memory management rework, dynamic blocks, new sources and destinations, Python 3.11 and 3.12 support. 2025 produced two releases. The most recent entry, 0.9.79 in January 2026, contains no feature section at all: it is dependency pinning, SQLAlchemy 2.0 compatibility, character escaping during code interpolation, and log file handle cleanup. Nothing has followed it in the six months since.

◆ Where it's heading

The arc runs from expanding the product to keeping it compiling. The 2024 releases added capability — a canvas rework, multi-project support, streaming sinks, Kubernetes job parameters. The 2025 releases shifted toward integrations and CVE response, including a batch of path traversal fixes carrying assigned identifiers. The last release is entirely defensive, including vendoring croniter into the repository and locking scikit-learn to stop upstream changes from breaking builds. That is the profile of a codebase being kept viable rather than developed.

◆ Prediction

The entries give no basis for predicting the next release — a six-month gap after a dependency-only patch is the only signal available, and nothing here indicates whether the line is paused or finished.

Alternatives to Apache Kylin and Mage

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 Mage.

See all Apache Kylin alternatives → · See all Mage alternatives →

Recent activity from Apache Kylin and Mage

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 27d agoApache Kylin5.0.4 tagged with no release notes
  2. 6mo agoMageDependency pinning and SQLAlchemy 2.0 compatibility fixes
  3. 10mo agoApache Kylin5.0.3 tagged with no release notes
  4. 11mo agoMagePath traversal CVE fixes and cancellation callbacks
  5. 1y agoApache KylinInternal table caching, partition file merging, Gluten fixes
  6. 1y agoMageTeradata, Doris and Airtable connectors, rotatable API tokens
  7. 1y agoMageAirtable destination and Python 3.11 and 3.12 support
  8. 1y agoApache KylinApache Kylin 5.0.0
  9. 1y agoApache KylinStreaming function fix
  10. 1y agoMageGoogle Cloud Storage source and Airtable integration
  11. 1y agoMageMemory management rework and dynamic blocks 2.0
  12. 2y agoApache Kylin4.0.5 tagged on the legacy line

Frequently asked questions

What is the difference between Apache Kylin and Mage?

They serve adjacent needs but don't currently overlap on shipped themes. Apache Kylin 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 Kylin better than Mage?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Apache Kylin 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 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 Mage?

Top Mage alternatives in Analytics are ranked by recent ship velocity. Browse the "Mage alternatives" section above for the current picks, or visit /alternatives/mage-ai for the full list with editorial commentary on each.