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Comparison · Analytics
Dagster vs Maze
A side-by-side editorial comparison of Dagster and Maze — release velocity, themes, recent moves, and the top alternatives to consider.
Dagster vs Maze: at a glance
| Feature | Dagster | Maze |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 5.0 | 3.8 |
| Sparks · 30d | 0 | 0 |
| Top themes | orchestration, mcp, dbt-fusion, dagster-plus | ux research, ai moderator, thematic analysis, panel quality |
| Last editorial update | 6h ago | 6mo ago |
| Website | Visit → | — |
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.
What is Maze?
UX research platform is reshaping itself around AI moderation and AI-driven analysis.
Maze is shipping aggressively across two adjacent fronts: AI-driven research execution (AI Moderator with adaptive conversation styles, visual stimulus support) and AI-driven analysis (thematic analysis now generated automatically across every study type). Around the AI core, recent releases also tighten panel recruitment with Fresh Eyes participant-freshness controls, expand Global Search to blocks and interview sessions, and improve Variant Comparison reliability for A/B prototype tests.
Dagster vs Maze: editorial side-by-side
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.
Maze
3.8ANALYTICS
UX research platform is reshaping itself around AI moderation and AI-driven analysis.
◆ Current state
Maze is shipping aggressively across two adjacent fronts: AI-driven research execution (AI Moderator with adaptive conversation styles, visual stimulus support) and AI-driven analysis (thematic analysis now generated automatically across every study type). Around the AI core, recent releases also tighten panel recruitment with Fresh Eyes participant-freshness controls, expand Global Search to blocks and interview sessions, and improve Variant Comparison reliability for A/B prototype tests.
◆ Where it's heading
The product is moving from 'research tool researchers operate' to 'research platform that runs and interprets studies on the researcher's behalf'. AI Moderator handles unmoderated conversation; AI thematic analysis turns transcripts into highlights without a researcher manually coding. The core wager is that the analysis bottleneck — not study design — is what limits the volume of research a team can do, and Maze is going after that bottleneck directly.
◆ Prediction
Expect AI Moderator to keep absorbing more interview style options and stimulus types, and the analysis side to push from theme-extraction toward auto-generated synthesis or report drafts. Panel-quality controls like Fresh Eyes are likely to expand into broader participant-cohort management.
Alternatives to Dagster and Maze
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 Maze.
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.
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.
See all Dagster alternatives → · See all Maze alternatives →
Recent activity from Dagster and Maze
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
- 6mo agoMazeMultiple VC blocks, conditional logic, and balanced distribution
- 6mo agoMazeNew: AI-powered thematic analysis, now for every study type ⚡
- 7mo agoMazeRelease Roundup – March 27th, 2026
- 8mo agoMazeFresh Eyes: Automatically exclude repeat participants
- 8mo agoMazeRelease Roundup – March 6th, 2026
- 8mo agoMazeSearch for blocks and interview sessions in global search
Frequently asked questions
What is the difference between Dagster and Maze?
They serve adjacent needs but don't currently overlap on shipped themes. Dagster is currently shipping more aggressively (velocity 5.0 vs 3.8), 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 Dagster better than Maze?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Dagster is currently shipping more aggressively (velocity 5.0 vs 3.8), 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 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 Maze?
Top Maze alternatives in Analytics are ranked by recent ship velocity. Browse the "Maze alternatives" section above for the current picks, or visit /alternatives/maze for the full list with editorial commentary on each.