OpenReplay
OpenReplay moves its Go backend to pgx v5 and patches vulnerable deps across 1.25–1.27.
Comparison · Analytics
Dagster vs Keboola
A side-by-side editorial comparison of Dagster and Keboola — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:mcp
Dagster vs Keboola: at a glance
What is 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.
What is Keboola?
Keboola adds dark mode while it tightens the MCP server and retires idle workspaces.
Keboola's recent releases split between hygiene and AI-agent safety. The MCP server's query_data tool is now read-only, emailing API tokens is being retired, and idle Snowflake and BigQuery workspaces will be deactivated from 9 November. On the user side, data apps start faster on pre-built images, Kai gained shared team memory, and the UI now has dark mode.
Dagster vs Keboola: editorial side-by-side
Dagster
5.0ANALYTICS
Dagster extends Declarative Automation from assets to jobs, unifying the orchestration model.
◆ Current state
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.
◆ Where it's heading
Declarative Automation expanding to jobs is the directional story. If it exits preview and gains adoption, it reduces the need for sensors and schedules as separate primitives — the same declarative condition layer covers everything. The Dagster+ MCP server gaining OAuth documentation signals growing interest in using Dagster as an orchestration target for AI agents, not just a data pipeline tool.
◆ Prediction
Declarative Automation for jobs will exit preview within 1-2 minor releases, and the next visible investment is likely deeper first-class support for AI workload orchestration alongside the existing data pipeline primitives.
Keboola
5.0ANALYTICS
Keboola adds dark mode while it tightens the MCP server and retires idle workspaces.
◆ Current state
Keboola's recent releases split between hygiene and AI-agent safety. The MCP server's query_data tool is now read-only, emailing API tokens is being retired, and idle Snowflake and BigQuery workspaces will be deactivated from 9 November. On the user side, data apps start faster on pre-built images, Kai gained shared team memory, and the UI now has dark mode.
◆ Where it's heading
The platform is limiting what agents and stale resources can do while making its AI assistant and apps quicker to use. The pattern is deliberate cleanup ahead of wider agent usage, not new surface area.
◆ Prediction
Expect more guardrails around the MCP server and Kai, such as tighter scopes or approvals, alongside further deprecation notices with fixed dates.
Alternatives to Dagster and Keboola
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 Keboola.
Basedash
Basedash automations can now attach scheduled CSV exports to Slack and email.
OpenPanel
OpenPanel tags three more note-free builds in one evening, reaching 3.16.4.
Fulcrum
Fulcrum turns on Insights, its AI assistant for field data, for every customer.
Holistics
Holistics lets admins put a key dashboard on everyone's Home page.
OpenHouse
OpenHouse locks down its column-defaults capability flag as default values near completion.
See all Dagster alternatives → · See all Keboola alternatives →
Recent activity from Dagster and Keboola
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoKeboolaSwitch Keboola to Dark Mode
- 2d agoKeboolaUnused Workspaces Will Be Cleaned Up Automatically
- 5d agoKeboolaKeboola MCP Server: query_data Runs Read-Only Queries Only
- 8d agoKeboolaSending API Tokens via Email Will Be Removed on February 4, 2027
- 16d agoKeboolaFaster App Starts by Default
- 21d agoKeboolaKai remembers what matters: shared team memory
- 1mo agoDagster1.13.21: backfill completion fix, YAML-enforced alert policies
- 2mo agoDagster1.13.20 (core) / 0.29.20 (libraries)
- 2mo agoDagster1.13.19 (core) / 0.29.19 (libraries)
- 2mo agoDagster1.13.18 (core) / 0.29.18 (libraries)
- 2mo agoDagster1.13.17: spark command injection fix, MCP OAuth docs, asset graph search improvements
- 3mo agoDagster1.13.16: Declarative Automation for jobs (preview) ⚡
Frequently asked questions
What is the difference between Dagster and Keboola?
Both compete on the same themes — mcp — within Analytics. Dagster and Keboola are shipping at a similar cadence (velocity 5.0 vs 5.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Dagster better than Keboola?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Dagster and Keboola are shipping at a similar cadence (velocity 5.0 vs 5.0, both within Sparkpulse's "active" band). 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 Keboola?
Top Keboola alternatives in Analytics are ranked by recent ship velocity. Browse the "Keboola alternatives" section above for the current picks, or visit /alternatives/keboola for the full list with editorial commentary on each.