Hatchet
Hatchet takes durable tasks serverless, with handlers for Cloudflare Workers, Vercel and Node.
Comparison · Infra & APIs
Apache Airflow vs Lima
A side-by-side editorial comparison of Apache Airflow and Lima — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Airflow vs Lima: 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 Lima?
Lima keeps widening which machines it can run on, and run.
Lima runs Linux virtual machines for container workloads, and its 2.x line has been a steady expansion of the host and guest matrix. macOS and FreeBSD guests arrived at 2.1.0, Windows Server 2025 and Windows 11 guests followed through 2.2.0, and 2.3.0-beta.0 adds an experimental HCS driver for Windows hosts along with further Windows guest work. Each platform addition lands marked experimental first, and much of the surrounding work is CLI and template maintenance.
Apache Airflow vs Lima: 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.
Lima
2.5INFRA · APIS
Lima keeps widening which machines it can run on, and run.
◆ Current state
Lima runs Linux virtual machines for container workloads, and its 2.x line has been a steady expansion of the host and guest matrix. macOS and FreeBSD guests arrived at 2.1.0, Windows Server 2025 and Windows 11 guests followed through 2.2.0, and 2.3.0-beta.0 adds an experimental HCS driver for Windows hosts along with further Windows guest work. Each platform addition lands marked experimental first, and much of the surrounding work is CLI and template maintenance.
◆ Where it's heading
The project is converging on a single tool that runs any guest on any host, and it is doing so from both ends: guest support and host drivers advance in alternating releases. Windows is the current focus on both sides, having moved from an unsupported host default to qemu and now to a native HCS driver option. The LFX mentee contributions behind much of this suggest the platform matrix expands as contributor capacity allows rather than on a roadmap.
◆ Prediction
The HCS driver should follow the same path the other platform additions took, moving from experimental to a supported or default option on Windows hosts once the guest work stabilises around it.
Alternatives to Apache Airflow and Lima
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 Lima.
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 Lima alternatives →
Recent activity from Apache Airflow and Lima
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
- 1mo agoLima2.3.0-beta.0: an experimental HCS driver for Windows hosts
- 3mo agoLima2.2.0-rc.0: Windows 11 guests and a sudo opt-out
- 3mo agoLima2.2.0-beta.0: Windows Server 2025 guests and TPM emulation
- 6mo agoLima2.1.2-beta.0: CLI mount and rsync path fixes
- 7mo agoLima2.1.0-rc.1: macOS and FreeBSD guests, plus an agent sync guard ⚡
Frequently asked questions
What is the difference between Apache Airflow and Lima?
They serve adjacent needs but don't currently overlap on shipped themes. Apache Airflow is currently shipping more aggressively (velocity 5.0 vs 2.5), 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 Lima?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Apache Airflow is currently shipping more aggressively (velocity 5.0 vs 2.5), 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 Lima?
Top Lima alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Lima alternatives" section above for the current picks, or visit /alternatives/lima for the full list with editorial commentary on each.