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Comparison · Analytics
Dagster vs Tinylytics
A side-by-side editorial comparison of Dagster and Tinylytics — release velocity, themes, recent moves, and the top alternatives to consider.
Dagster vs Tinylytics: at a glance
What is Dagster?
Dagster is extending declarative automation past assets while hardening its Snowflake and dbt surface.
Weekly releases on a steady 1.13.x / 0.29.x train, each mixing a small number of user-visible additions with a longer bugfix list. The substantive work this cycle sits in two places: automation reaching beyond individual assets to whole jobs, and asset health reporting learning to distinguish a failure that is awaiting an automatic retry from one that is genuinely degraded. Dagster+ operational controls — partition wiping, deploy alerts, alert rendering — are getting steady attention alongside the open-source core.
What is Tinylytics?
Tinylytics ships weekly, and the last month has been about agents reaching the analytics
Tinylytics publishes a short changelog roughly weekly, written informally and covering several small changes at once. The August run covered path handling, bot filtering and spam controls; Ultra and MCP additions that let a user ask about their sites from the dashboard; n8n and agent hookups; and a reorganised settings hub. Entries are excerpts, so individual scope is not always visible.
Dagster vs Tinylytics: editorial side-by-side
Dagster
6.3ANALYTICS
Dagster is extending declarative automation past assets while hardening its Snowflake and dbt surface.
◆ Current state
Weekly releases on a steady 1.13.x / 0.29.x train, each mixing a small number of user-visible additions with a longer bugfix list. The substantive work this cycle sits in two places: automation reaching beyond individual assets to whole jobs, and asset health reporting learning to distinguish a failure that is awaiting an automatic retry from one that is genuinely degraded. Dagster+ operational controls — partition wiping, deploy alerts, alert rendering — are getting steady attention alongside the open-source core.
◆ Where it's heading
The declarative model is being pushed to cover the parts of a deployment it previously could not reach, which is the gap that forced teams back onto schedules and sensors. In parallel, the Snowflake and dbt integrations are being brought to parity with each other around versioned state storage, and health signals are being refined so that operators are alerted on real problems rather than transient ones. This is consolidation of a platform story rather than expansion into new territory.
◆ Prediction
Declarative Automation for jobs is likely to move from preview toward general availability, and the SnowflakeDbtProjectComponent — introduced as a preview and patched in three consecutive releases — should stabilize on a similar timeline.
Tinylytics
5.0ANALYTICS
Tinylytics ships weekly, and the last month has been about agents reaching the analytics
◆ Current state
Tinylytics publishes a short changelog roughly weekly, written informally and covering several small changes at once. The August run covered path handling, bot filtering and spam controls; Ultra and MCP additions that let a user ask about their sites from the dashboard; n8n and agent hookups; and a reorganised settings hub. Entries are excerpts, so individual scope is not always visible.
◆ Where it's heading
The through-line is making the analytics reachable from outside the dashboard — n8n, agents, MCP — while data quality work on bots and spam continues underneath. Ultra remains where the AI-facing capability lands.
◆ Prediction
Expect the MCP and agent surface to keep widening until the questions currently answerable in the dashboard can be asked from any connected client.
Alternatives to Dagster and Tinylytics
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 Tinylytics.
Chord
Chord is turning its analytics assistant into something with memory, and now feeding it more sources
Datawrapper
Datawrapper ships one small fix at a time, each named for the chart it touches
Holistics
After a summer fencing in its AI layer, Holistics points it at the question analysts get asked most.
dbt Core
Fusion's 2.0 train has become adapter work: Exasol from scratch, ClickHouse toward parity.
AgencyAnalytics
Reporting tool turning itself into the place agencies prove AI visibility to clients
See all Dagster alternatives → · See all Tinylytics alternatives →
Recent activity from Dagster and Tinylytics
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 5d agoTinylyticsPath handling, bot filtering, and spam removal
- 6d agoDagsterSingle-action partition wipe clears degraded health; deploy-success alerts
- 11d agoTinylyticsUltra and MCP additions, including asking about your sites
- 12d agoDagsterAutomation table expand/collapse; sensor dry-run permissions fix
- 18d agoDagsterPartition-level retry warnings and defs_state for the Snowflake dbt component
- 20d agoTinylyticsConfigurable week start, n8n and agent hookups, all-time top pages
- 26d agoDagsterRetry-pending failures now warn instead of degrading
- 1mo agoTinylyticsReorganised settings hub and clearer monitoring ignores
- 1mo agoDagsterDeclarative Automation can now launch jobs (preview) ⚡
- 1mo agoDagsterSnowflake dbt component preview and MCP server docs
- 1mo agoTinylyticsOur emails will come from the @tinylytics.app domain again. Please ...
- 1mo agoTinylyticsPasskeys, Ultra portfolio insights, and grouped weekly emails
Frequently asked questions
What is the difference between Dagster and Tinylytics?
They serve adjacent needs but don't currently overlap on shipped themes. Dagster is currently shipping more aggressively (velocity 6.3 vs 5.0), 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 Dagster better than Tinylytics?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Dagster is currently shipping more aggressively (velocity 6.3 vs 5.0), 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 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 Tinylytics?
Top Tinylytics alternatives in Analytics are ranked by recent ship velocity. Browse the "Tinylytics alternatives" section above for the current picks, or visit /alternatives/tinylytics for the full list with editorial commentary on each.