Hatchet
Hatchet takes durable tasks serverless, with handlers for Cloudflare Workers, Vercel and Node.
Comparison · Infra & APIs
Apache Airflow vs Currents
A side-by-side editorial comparison of Apache Airflow and Currents — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Airflow vs Currents: 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 Currents?
Currents opens every project on a health verdict: trend, state, and what to fix first.
Currents is a Playwright test dashboard rebuilding itself around agent access. Since September it shipped agent-readable failure links, scoped personal access tokens, a hosted MCP server with OAuth, run attachments and a trace API built for agents. The Oct 19 Project Overview adds a human-facing counterpart: projects now open on a page saying whether the suite is healthy, which way it is trending, and what to fix first.
Apache Airflow vs Currents: 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.
Currents
6.3INFRA · APIS
Currents opens every project on a health verdict: trend, state, and what to fix first.
◆ Current state
Currents is a Playwright test dashboard rebuilding itself around agent access. Since September it shipped agent-readable failure links, scoped personal access tokens, a hosted MCP server with OAuth, run attachments and a trace API built for agents. The Oct 19 Project Overview adds a human-facing counterpart: projects now open on a page saying whether the suite is healthy, which way it is trending, and what to fix first.
◆ Where it's heading
The product is converging on triage as its core job, for both audiences. Agents get granular paths into failures, traces and logs; humans get a prioritized summary instead of raw run lists. Both point at the same promise: Currents decides what to look at, not just stores results.
◆ Prediction
Likely next is linking Overview's fix-first items to the agent surfaces, so a prioritized problem can be handed straight to an MCP or trace-API session. The entries don't yet show that connection.
Alternatives to Apache Airflow and Currents
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 Currents.
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 Currents alternatives →
Recent activity from Apache Airflow and Currents
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
- 10d agoCurrents[Improved] A better GitHub run comment
- 10d agoCurrents[New] Project Overview
- 15d agoCurrents[New] Trace API for agents ⚡
- 22d agoCurrents[New] Run attachments
- 29d agoCurrents[New] Remote MCP Server with OAuth
- 1mo agoCurrents[New] Personal Access Tokens
Frequently asked questions
What is the difference between Apache Airflow and Currents?
They serve adjacent needs but don't currently overlap on shipped themes. Currents is currently shipping more aggressively (velocity 6.3 vs 5.0), with 1 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 Currents?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Currents is currently shipping more aggressively (velocity 6.3 vs 5.0), with 1 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 Currents?
Top Currents alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Currents alternatives" section above for the current picks, or visit /alternatives/currents-dev for the full list with editorial commentary on each.