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Comparison · Analytics
Dagster vs Apache Drill
A side-by-side editorial comparison of Dagster and Apache Drill — release velocity, themes, recent moves, and the top alternatives to consider.
Dagster vs Apache Drill: at a glance
What is Dagster?
Dagster's declarative automation grows past assets while the UI is rebuilt for scale.
Dagster ships weekly 1.13.x point releases, each pairing a short list of new capability with a longer list of fixes. The through-line is Declarative Automation, the asset-condition system that separates Dagster from schedule-driven orchestrators, which has now reached jobs. Running alongside it is a sustained effort to keep the UI responsive in workspaces whose asset graphs outgrew the original interface.
What is Apache Drill?
A SQL-on-anything engine shipping rarely, but each release widens what it can reach
Drill releases roughly once a year, and the feed reflects an ASF project where minor versions are the events and patch releases carry no description beyond a pointer to release notes. The 1.22.0 release resets the platform floor to Java 11/17/21 and drops the Hadoop 2 distribution entirely. Underneath, the long-running theme is storage and format plugin breadth — HTTP, Splunk, XML, File — plus a steady stream of third-party library upgrades closing vulnerabilities.
Dagster vs Apache Drill: editorial side-by-side
Dagster
6.3ANALYTICS
Dagster's declarative automation grows past assets while the UI is rebuilt for scale.
◆ Current state
Dagster ships weekly 1.13.x point releases, each pairing a short list of new capability with a longer list of fixes. The through-line is Declarative Automation, the asset-condition system that separates Dagster from schedule-driven orchestrators, which has now reached jobs. Running alongside it is a sustained effort to keep the UI responsive in workspaces whose asset graphs outgrew the original interface.
◆ Where it's heading
Automation is escaping the asset boundary. Conditions can now launch jobs, which brings the declarative model to the parts of a deployment that never fit the asset abstraction and where users fell back to schedules. Several consecutive releases also spend their effort on virtualized lists, bounded previews and scoped search — the signature of a product whose largest customers hit the UI's limits first. Preview flags on both the job automation and the Snowflake component indicate neither is finished.
◆ Prediction
Expect Declarative Automation for jobs to move from preview to general availability within the 1.13.x line, and more first-party Components covering the remaining warehouse and dbt paths.
Apache Drill
0.0ANALYTICS
A SQL-on-anything engine shipping rarely, but each release widens what it can reach
◆ Current state
Drill releases roughly once a year, and the feed reflects an ASF project where minor versions are the events and patch releases carry no description beyond a pointer to release notes. The 1.22.0 release resets the platform floor to Java 11/17/21 and drops the Hadoop 2 distribution entirely. Underneath, the long-running theme is storage and format plugin breadth — HTTP, Splunk, XML, File — plus a steady stream of third-party library upgrades closing vulnerabilities.
◆ Where it's heading
Drill is consolidating around being a federated query layer rather than a Hadoop-ecosystem component. Eliminating the forked Calcite, adding INSERT support, and shipping a Drill-on-Drill storage plugin moved it from read-only explorer toward a queryable and writable federation tier; dropping Hadoop 2 finishes severing the original deployment assumption. Plugin count keeps growing faster than engine internals change.
◆ Prediction
The next release will likely continue the pattern of plugin additions plus dependency-driven security upgrades, with the modern-Java baseline now letting the project adopt libraries it previously had to hold back.
Alternatives to Dagster and Apache Drill
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 Dagster or Apache Drill.
ThingsBoard
An IoT platform whose release notes have become a CVE ledger
Apache Superset
Superset's tracked feed is a Helm chart tag stream with no notes attached.
ApexCharts
Three releases in three weeks moved ApexCharts from free library to gated open-core.
Graphite
Graphite's answer to its own CVE backlog is a pre-release nobody calls official.
Cortex
Cortex is betting on Parquet block storage and graduating years of experimental features.
See all Dagster alternatives → · See all Apache Drill alternatives →
Recent activity from Dagster and Apache Drill
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2d agoDagsterRetry-pending failures now warn instead of degrading
- 10d agoDagsterDeclarative Automation can now launch jobs (preview) ⚡
- 17d agoDagsterSnowflake dbt component preview and MCP server docs
- 24d agoDagsterServerless I/O manager 401 and 400 errors fixed
- 1mo agoDagsterInstall-time protobuf version conflict fixed
- 1mo agoDagsterRuns feed bounded previews and an automation tick fix
- 1y agoApache Drill1.22.0 drops Hadoop 2 and moves to Java 11/17/21
- 1y agoApache DrillApache Drill 1.21.2
- 2y agoApache Drill1.20.0 adds Iceberg and Phoenix plugins plus JDBC write support
- 2y agoApache Drill1.21.0 un-forks Calcite, adds INSERT and Drill-on-Drill federation ⚡
- 2y agoApache DrillApache Drill 1.21.1
- 3y agoApache DrillApache Drill 1.20.3
Frequently asked questions
What is the difference between Dagster and Apache Drill?
They serve adjacent needs but don't currently overlap on shipped themes. Dagster is currently shipping more aggressively (velocity 6.3 vs 0.0), with 1 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 Dagster better than Apache Drill?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Dagster is currently shipping more aggressively (velocity 6.3 vs 0.0), with 1 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 Dagster?
Top Dagster alternatives in Analytics are ranked by recent ship velocity. Browse the "Dagster alternatives" section above for the current picks, or visit /alternatives/dagster for the full list with editorial commentary on each.
What are the best alternatives to Apache Drill?
Top Apache Drill alternatives in Analytics are ranked by recent ship velocity. Browse the "Apache Drill alternatives" section above for the current picks, or visit /alternatives/apache-drill for the full list with editorial commentary on each.