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Comparison · Analytics
Evidence vs Dagster
A side-by-side editorial comparison of Evidence and Dagster — release velocity, themes, recent moves, and the top alternatives to consider.
Evidence vs Dagster: at a glance
What is Evidence?
Evidence's last release was a February CVE sweep that also removed Evidence Cloud references.
Every tracked Evidence release is from a single day, February 6, 2026: a coordinated patch across the SDK, preprocessor, universal SQL layer and database connectors to pick up dependency updates for CVEs. The SDK patch also removes references to Evidence Cloud.
What is Dagster?
Dagster drops Python 3.10 and lets agents run schedules and sensors through MCP.
Dagster's 1.13 line ships weekly and follows two threads. dagster-dbt no longer installs dbt-core and gained a dbt v2 extra for the Fusion engine, while the UI keeps getting phone layouts and faster search and catalog pages. 1.13.30 on November 12 makes Python 3.11 the minimum and widens the Dagster+ MCP server to reading and toggling schedules and sensors and managing partitions.
Evidence vs Dagster: editorial side-by-side
Evidence
0.0ANALYTICS
Evidence's last release was a February CVE sweep that also removed Evidence Cloud references.
◆ Current state
Every tracked Evidence release is from a single day, February 6, 2026: a coordinated patch across the SDK, preprocessor, universal SQL layer and database connectors to pick up dependency updates for CVEs. The SDK patch also removes references to Evidence Cloud.
◆ Where it's heading
Nothing has shipped in the eight months since, so the open-source BI-as-code framework looks to be in maintenance mode. Removing Evidence Cloud references suggests the hosted offering has been dropped or separated, though the entries do not say why.
◆ Prediction
It is unclear from the entries whether active development will resume; the next release is more likely another dependency or security patch than new features.
Dagster
5.0ANALYTICS
Dagster drops Python 3.10 and lets agents run schedules and sensors through MCP.
◆ Current state
Dagster's 1.13 line ships weekly and follows two threads. dagster-dbt no longer installs dbt-core and gained a dbt v2 extra for the Fusion engine, while the UI keeps getting phone layouts and faster search and catalog pages. 1.13.30 on November 12 makes Python 3.11 the minimum and widens the Dagster+ MCP server to reading and toggling schedules and sensors and managing partitions.
◆ Where it's heading
The Dagster+ MCP server has grown release by release, from launching runs without a code location in September to controlling schedules, sensors and partitions now. Combined with the dbt split, Dagster is trimming legacy dependencies while making the orchestrator something an agent can operate, not just a person in the UI.
◆ Prediction
The MCP server still lacks write access to things like backfills and alert policies, so expanding it there is the most visible next step; further Python and dbt version floors are likely to follow the 3.10 cut.
Alternatives to Evidence and Dagster
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 Evidence or Dagster.
Dovetail
Dovetail lets admins choose which connectors members can plug into the workspace.
OpenHouse
OpenHouse adds time-zone-aware retention and per-database table caps.
Countly
Countly 25.03.59 defaults to Node 26, supports MongoDB 9 and tightens app scoping.
Kubecost
Kubecost cuts three 3.3.2 release candidates in two days, still without notes.
RStudio
RStudio opens the 2026.11 train with another NOTICE file update.
See all Evidence alternatives → · See all Dagster alternatives →
Recent activity from Evidence and Dagster
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoDagster1.13.30: Python 3.11 minimum, more Dagster+ MCP tools
- 8d agoDagster1.13.29: more mobile layouts, faster search and catalog
- 14d agoDagster1.13.28: dbt v2 extra and retries for failed code locations
- 18d agoDagster1.13.27: mobile run details, bounded BigQuery Insights scans
- 1mo agoDagster1.13.26: dagster-dbt stops installing dbt-core
- 1mo agoDagster1.13.25: phone layout for the Dagster UI, ECS run resumes
- 9mo agoEvidenceSQLite connector picks up CVE-patched shared dependency
- 9mo agoEvidencePreprocessor package updates to resolve CVEs
- 9mo agoEvidenceTrino connector picks up CVE-patched shared dependency
- 9mo agoEvidenceSDK patches CVEs and removes Evidence Cloud references
- 9mo agoEvidenceRedshift connector picks up CVE-patched dependencies
- 9mo agoEvidenceSnowflake connector picks up CVE-patched shared dependency
Frequently asked questions
What is the difference between Evidence and Dagster?
They serve adjacent needs but don't currently overlap on shipped themes. Dagster is currently shipping more aggressively (velocity 5.0 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 Evidence better than Dagster?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Dagster is currently shipping more aggressively (velocity 5.0 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 Evidence?
Top Evidence alternatives in Analytics are ranked by recent ship velocity. Browse the "Evidence alternatives" section above for the current picks, or visit /alternatives/evidence for the full list with editorial commentary on each.
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.