ANALYTICS
Fulcrum turns on Insights, its AI assistant for field data, for every customer.
Alternatives · analytics tools
Dagster alternatives
The best Dagster alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Oct 28, 2026
Looking for the best alternatives to Dagster? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, Dagster shipped 0 meaningful updates in the last 30 days and carries a velocity score of 5.0 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About Dagster
Dagster extends Declarative Automation from assets to jobs, unifying the orchestration model.
Dagster is shipping steady incremental improvements across 1.13.x: asset health status for retrying partitions, SnowflakeDbtProjectComponent maturation, alert policy YAML enforcement in Dagster+, and an automation condition UI that shows why historical conditions fired. The most architecturally significant change in the window is Declarative Automation for jobs, now in preview — it applies the same condition-based trigger model that assets use to scheduled batch jobs.
Velocity 5.0 · Last update 1mo ago
Top 12 alternatives to Dagster
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
Holistics lets admins put a key dashboard on everyone's Home page.
ANALYTICS
NocoDB lets MCP clients connect by signing in and adds workflow run playback in 2026.10.0.
ANALYTICS
Lightdash opens AI-built chart types to every cloud user, through the app or MCP.
ANALYTICS
dbt's 1.x releases now point users at v2 straight from the command line.
ANALYTICS
OpenReplay moves its Go backend to pgx v5 and patches vulnerable deps across 1.25–1.27.
ANALYTICS
Basedash automations can now attach scheduled CSV exports to Slack and email.
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OpenPanel tags three more note-free builds in one evening, reaching 3.16.4.
ANALYTICS
OpenHouse locks down its column-defaults capability flag as default values near completion.
ANALYTICS
Countly 25.03.58 tightens API tokens, sessions and login lockouts in one security patch.
ANALYTICS
Keboola adds dark mode while it tightens the MCP server and retires idle workspaces.
ANALYTICS
ThingsBoard closes a script-sandbox file write and dozens of CVEs on its 4.3 and 4.2 lines.
Dagster vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| Dagster (baseline) | 5.0 | 0 | orchestrationdata-engineeringdeclarative-automation | 1.13.16: Declarative Automation for jobs (preview) |
| Fulcrum | 6.3 | 1 | field data collectionai assistantmobile | Insights AI assistant opens to all customers in public beta |
| Holistics | 6.3 | 0 | business intelligencesemantic layerdashboards | — |
| NocoDB | 6.3 | 1 | mcpno-code databaseworkflow automation | 2026.09.1 : MCP for Your Whole Account |
| Lightdash | 6.3 | 1 | business intelligencesemantic layerai agents | 🎓 Teach your AI agents reusable skills |
| dbt Core | 6.3 | 0 | fusion-migrationv2-transitionsemantic-layer | dbt v2.0.0 |
| OpenReplay | 5.0 | 0 | session replayself-hostedgo | — |
| Basedash | 5.0 | 0 | business-intelligenceai-analyticsautomations | — |
| OpenPanel | 5.0 | 0 | product-analyticsopen-sourceself-hosted | — |
| OpenHouse | 5.0 | 0 | data lakehouseicebergtable catalog | — |
| Countly | 5.0 | 0 | product-analyticsself-hostedsecurity-patches | — |
| Keboola | 5.0 | 0 | data-platformmcpai-assistant | — |
| ThingsBoard | 5.0 | 0 | iot platformsecurityrelease maintenance | — |
The 12 best Dagster alternatives, in depth
1. Fulcrum · velocity 6.3
Fulcrum turns on Insights, its AI assistant for field data, for every customer.
Over the last 30 days Fulcrum shipped 1 meaningful update vs Dagster's 0, most recently “Insights AI assistant opens to all customers in public beta”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Dagster leans on orchestration, data engineering and declarative automation, Fulcrum focuses on field data collection, ai assistant and mobile.
Over the last 30 days Fulcrum has been shipping faster than Dagster — a point in its favour if release momentum matters to you.
2. Holistics · velocity 6.3
Holistics lets admins put a key dashboard on everyone's Home page.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Dagster leans on orchestration, data engineering and declarative automation, Holistics focuses on business intelligence, semantic layer and dashboards.
Holistics and Dagster have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Holistics trajectory → · Compare Dagster vs Holistics →
3. NocoDB · velocity 6.3
NocoDB lets MCP clients connect by signing in and adds workflow run playback in 2026.10.0.
Over the last 30 days NocoDB shipped 1 meaningful update vs Dagster's 0, most recently “2026.09.1 : MCP for Your Whole Account”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Dagster leans on orchestration, data engineering and declarative automation, NocoDB focuses on mcp, no code database and workflow automation.
Over the last 30 days NocoDB has been shipping faster than Dagster — a point in its favour if release momentum matters to you.
4. Lightdash · velocity 6.3
Lightdash opens AI-built chart types to every cloud user, through the app or MCP.
Over the last 30 days Lightdash shipped 1 meaningful update vs Dagster's 0, most recently “🎓 Teach your AI agents reusable skills”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Dagster leans on orchestration, data engineering and declarative automation, Lightdash focuses on business intelligence, semantic layer and ai agents.
Over the last 30 days Lightdash has been shipping faster than Dagster — a point in its favour if release momentum matters to you.
Full Lightdash trajectory → · Compare Dagster vs Lightdash →
5. dbt Core · velocity 6.3
Dbt's 1.x releases now point users at v2 straight from the command line.
Its velocity score of 6.3/10 reflects longer-term release cadence; its most recent meaningful update was “dbt v2.0.0”.
Where Dagster leans on orchestration, data engineering and declarative automation, dbt Core focuses on fusion migration, v2 transition and semantic layer.
dbt Core and Dagster have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
6. OpenReplay · velocity 5.0
OpenReplay moves its Go backend to pgx v5 and patches vulnerable deps across 1.25–1.27.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Dagster leans on orchestration, data engineering and declarative automation, OpenReplay focuses on session replay, self hosted and go.
OpenReplay and Dagster have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full OpenReplay trajectory → · Compare Dagster vs OpenReplay →
7. Basedash · velocity 5.0
Basedash automations can now attach scheduled CSV exports to Slack and email.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Dagster leans on orchestration, data engineering and declarative automation, Basedash focuses on business intelligence, ai analytics and automations.
Basedash and Dagster have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
8. OpenPanel · velocity 5.0
OpenPanel tags three more note-free builds in one evening, reaching 3.16.4.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Dagster leans on orchestration, data engineering and declarative automation, OpenPanel focuses on product analytics, open source and self hosted.
OpenPanel and Dagster have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full OpenPanel trajectory → · Compare Dagster vs OpenPanel →
9. OpenHouse · velocity 5.0
OpenHouse locks down its column-defaults capability flag as default values near completion.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Dagster leans on orchestration, data engineering and declarative automation, OpenHouse focuses on data lakehouse, iceberg and table catalog.
OpenHouse and Dagster have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full OpenHouse trajectory → · Compare Dagster vs OpenHouse →
10. Countly · velocity 5.0
Countly 25.03.58 tightens API tokens, sessions and login lockouts in one security patch.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Dagster leans on orchestration, data engineering and declarative automation, Countly focuses on product analytics, self hosted and security patches.
Countly and Dagster have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
11. Keboola · velocity 5.0
Keboola adds dark mode while it tightens the MCP server and retires idle workspaces.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Dagster leans on orchestration, data engineering and declarative automation, Keboola focuses on data platform, mcp and ai assistant.
Keboola and Dagster have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
12. ThingsBoard · velocity 5.0
ThingsBoard closes a script-sandbox file write and dozens of CVEs on its 4.3 and 4.2 lines.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Dagster leans on orchestration, data engineering and declarative automation, ThingsBoard focuses on iot platform, security and release maintenance.
ThingsBoard and Dagster have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full ThingsBoard trajectory → · Compare Dagster vs ThingsBoard →
Frequently asked questions
What are the best alternatives to Dagster?
The top Dagster alternatives we currently track in analytics tools are Fulcrum, Holistics, NocoDB, Lightdash, dbt Core, ranked by recent ship velocity.
How is this list of Dagster alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare Dagster directly with one of these alternatives?
Yes — every card has a "Compare with Dagster" link to a side-by-side /compare page.