Hatchet
Hatchet takes durable tasks serverless, with handlers for Cloudflare Workers, Vercel and Node.
Comparison · Infra & APIs
Apache Airflow vs Dust
A side-by-side editorial comparison of Apache Airflow and Dust — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Airflow vs Dust: at a glance
What is Apache Airflow?
Airflow 3.4 reaches its first release candidate, a week after the 10-20 provider wave.
Airflow published constraints for 3.4.0rc1 on Oct 28, which means core 3.4 has moved from beta to release candidate. The surrounding activity is the 2026-10-20 provider batch (Snowflake 6.20, SMTP 3.2, OpenSearch 1.15, OpenAI 2.2, Standard 1.21 and others), all published without release notes, plus a TypeScript SDK 1.0.0-beta1.
What is Dust?
Dust doubles down on MCP-native agents with multi-model routing and enterprise guardrails.
Dust is building an MCP-native agent platform with broad model coverage and growing enterprise depth. The May cadence shows parallel investment in agent capability (vision via MCP tools, context compaction, frame editing/export) and operational readiness (audit logs, SIEM streaming, protocol migrations). Mobile is getting a voice-first input redesign.
Apache Airflow vs Dust: editorial side-by-side
Apache Airflow
5.0INFRA · APIS
Airflow 3.4 reaches its first release candidate, a week after the 10-20 provider wave.
◆ Current state
Airflow published constraints for 3.4.0rc1 on Oct 28, which means core 3.4 has moved from beta to release candidate. The surrounding activity is the 2026-10-20 provider batch (Snowflake 6.20, SMTP 3.2, OpenSearch 1.15, OpenAI 2.2, Standard 1.21 and others), all published without release notes, plus a TypeScript SDK 1.0.0-beta1.
◆ Where it's heading
Core 3.4 is following the usual beta-to-RC path while providers ship on their own batch schedule. The TypeScript SDK beta and the common-ai provider suggest Airflow is widening who can author tasks, though the feed shows tags rather than feature notes.
◆ Prediction
Expect further 3.4.0 release candidates and then a 3.4.0 final within a few weeks; the entries don't show which features anchor it.
Dust
8.8INFRA · APIS
Dust doubles down on MCP-native agents with multi-model routing and enterprise guardrails.
◆ Current state
Dust is building an MCP-native agent platform with broad model coverage and growing enterprise depth. The May cadence shows parallel investment in agent capability (vision via MCP tools, context compaction, frame editing/export) and operational readiness (audit logs, SIEM streaming, protocol migrations). Mobile is getting a voice-first input redesign.
◆ Where it's heading
The product is converging on agents-in-the-enterprise via MCP, with multi-model routing as table stakes. MCP V2 migrations and image returns from MCP tools point to the protocol becoming Dust's integration backbone. The model-refresh cadence — three vendors in 48 hours — suggests model routing is now a core competency, not a feature.
◆ Prediction
Expect more MCP V2 connector migrations and richer MCP return types beyond images. The voice-first mobile input bar likely precedes a deeper voice-mode agent surface.
Alternatives to Apache Airflow and Dust
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 Apache Airflow or Dust.
NetBird
NetBird's second v0.82 candidate keeps the MySQL removal and deprecates Rosenpass.
GitHub
At Universe, GitHub folds Copilot into Enterprise seats and lets Copilot Fusion pick the model.
incident.io
incident.io's agent now runs your team's own tools, with a human approval before any change.
Redocly
Redocly's reunite.agent gets per-duty cron schedules, rules and source repos.
Jackett
Jackett ships a daily build to keep hundreds of torrent indexers working as sites move and close.
See all Apache Airflow alternatives → · See all Dust alternatives →
Recent activity from Apache Airflow and Dust
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoApache AirflowConstraints for Airflow 3.4.0rc1 (first 3.4 release candidate)
- 4d agoApache AirflowKeycloak provider 0.11.2 patch
- 4d agoApache AirflowOpenSearch provider 1.15.0
- 4d agoApache AirflowSMTP provider 3.2.0
- 4d agoApache AirflowHashiCorp provider 4.8.4 patch
- 4d agoApache AirflowSnowflake provider 6.20.0
- 5mo agoDustCompact mobile input bar goes voice-first
- 5mo agoDustFrames export as PDF or PNG
- 5mo agoDustInline text editing in frames
- 5mo agoDustGemini 3.5 Flash now available
- 5mo agoDustGrok 4.3 upgrade and Anthropic model migrations
- 5mo agoDustAsana MCP update
Frequently asked questions
What is the difference between Apache Airflow and Dust?
They serve adjacent needs but don't currently overlap on shipped themes. Dust is currently shipping more aggressively (velocity 8.8 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 Apache Airflow better than Dust?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Dust is currently shipping more aggressively (velocity 8.8 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 Infra & APIs products to evaluate alongside.
What are the best alternatives to Apache Airflow?
Top Apache Airflow alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Apache Airflow alternatives" section above for the current picks, or visit /alternatives/apache-airflow for the full list with editorial commentary on each.
What are the best alternatives to Dust?
Top Dust alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Dust alternatives" section above for the current picks, or visit /alternatives/dust for the full list with editorial commentary on each.