Windmill
A workflow engine where the AI builds the scripts and the enterprise gates come down
A side-by-side editorial comparison of Airbyte and Cosmic — release velocity, themes, recent moves, and the top alternatives to consider.
Airbyte 2.0 made the pipeline run both ways: data activation turns the warehouse into a source.
The release line runs from 1.1 through 2.0, each version bundling platform-wide changes: log filtering and OpenShift support, file transfers, schema refresh controls, declarative OAuth in the connector builder, connection health dashboards, and pagination for workspaces with thousands of connections. Version 2.0 in October 2025 is the pivot, taking both faster sync speed and data activation to general availability. The tracked feed has been quiet since, with the only 2026 row being a mis-scraped GitHub profile page.
Cosmic retired AI Studio and gave its agents goals — the CMS is becoming an agent runtime.
Six weeks of releases pull in one direction. AI Studio was retired and Cosmic's AI consolidated into three surfaces: Agents, Workflows, and Code. Agents gained goals described in plain language that they work toward on their own, running steps and checking in, plus write access to reusable rich-text Content Blocks rather than read-only reference. Semantic search embeds bucket objects into a vector index so content is retrievable by meaning. The two newest entries add Claude Opus 5 and Kimi K3 to the model lineup.
The release line runs from 1.1 through 2.0, each version bundling platform-wide changes: log filtering and OpenShift support, file transfers, schema refresh controls, declarative OAuth in the connector builder, connection health dashboards, and pagination for workspaces with thousands of connections. Version 2.0 in October 2025 is the pivot, taking both faster sync speed and data activation to general availability. The tracked feed has been quiet since, with the only 2026 row being a mis-scraped GitHub profile page.
Airbyte spent the 1.x line making ingestion dependable at scale — performance, observability, deployment targets, connector authoring — and then used 2.0 to run the pipeline in reverse, delivering modeled warehouse data into CRMs, marketing platforms, and support tools. That puts it against reverse-ETL vendors rather than only extract-and-load competitors, using the same connector catalog for both directions. The 1.7 work on moving files alongside records points at the other demand driver: unstructured data for retrieval systems.
Expect data activation to widen its destination catalog on the operational side, since the value of reverse ETL scales with how many business tools it can write into.
Six weeks of releases pull in one direction. AI Studio was retired and Cosmic's AI consolidated into three surfaces: Agents, Workflows, and Code. Agents gained goals described in plain language that they work toward on their own, running steps and checking in, plus write access to reusable rich-text Content Blocks rather than read-only reference. Semantic search embeds bucket objects into a vector index so content is retrievable by meaning. The two newest entries add Claude Opus 5 and Kimi K3 to the model lineup.
The content API is turning into a runtime agents operate inside: goals instead of prompts, write permissions instead of suggestions, and a vector index so an agent can find what it needs without being handed it. Retiring AI Studio is the clearest signal — Cosmic is choosing fewer, deeper surfaces over a menu of separate AI features, which is a harder position to reverse.
Expect agent write scope to extend past Content Blocks to objects and media, and goals to gain triggers or schedules so they run without a person starting them.
Other Infra & APIs 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 Airbyte or Cosmic.
A workflow engine where the AI builds the scripts and the enterprise gates come down
Pressable is shipping near-daily, and MCP is being maintained as a peer surface to its API.
Pipedream put OAuth on its 10,000-tool MCP server and annotated every tool read or write.
Five of six VictoriaMetrics entries are scraped GitHub page furniture; one is a real LTS patch.
Buildkite is forcing a major agent upgrade and handing agents a shortcut through failures.
Statsig is packaging its own workflows as skills for someone else's agent to run.
See all Airbyte alternatives → · See all Cosmic alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Cosmic 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Cosmic 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 Infra & APIs products to evaluate alongside.
Top Airbyte alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Airbyte alternatives" section above for the current picks, or visit /alternatives/airbyte for the full list with editorial commentary on each.
Top Cosmic alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Cosmic alternatives" section above for the current picks, or visit /alternatives/cosmicjs for the full list with editorial commentary on each.