Hatchet
Hatchet takes durable tasks serverless, with handlers for Cloudflare Workers, Vercel and Node.
Comparison · Infra & APIs
Apache Airflow vs ZoneMinder
A side-by-side editorial comparison of Apache Airflow and ZoneMinder — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Airflow vs ZoneMinder: 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 ZoneMinder?
1.38.4 is a security release in all but name, closing ACL gaps across the API.
The 1.38 line is in maintenance, and 1.38.4 is almost entirely authorization work: per-monitor access control enforced on event, frame, zone, tag and media endpoints, two auth bypasses fixed in token validation, and SQL injection and overflow hardening. The 1.36 branch still receives backports, with 1.36.38 carrying its own SQL injection fix. The last feature release was 1.38.0 in February, which brought role-based access control, WebRTC and Go2RTC streaming, and the split of monitor function into separate capturing, analysing, and recording settings.
Apache Airflow vs ZoneMinder: 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.
ZoneMinder
2.5INFRA · APIS
1.38.4 is a security release in all but name, closing ACL gaps across the API.
◆ Current state
The 1.38 line is in maintenance, and 1.38.4 is almost entirely authorization work: per-monitor access control enforced on event, frame, zone, tag and media endpoints, two auth bypasses fixed in token validation, and SQL injection and overflow hardening. The 1.36 branch still receives backports, with 1.36.38 carrying its own SQL injection fix. The last feature release was 1.38.0 in February, which brought role-based access control, WebRTC and Go2RTC streaming, and the split of monitor function into separate capturing, analysing, and recording settings.
◆ Where it's heading
Every release since 1.38.0 has been consolidation of what that release opened up. RBAC shipped as a headline feature in February, and the four maintenance drops since have been finding the endpoints it did not cover — the familiar pattern when a permission model is retrofitted onto an API that predates it. Cadence is slow and irregular, months apart, with a 1.39 spec bump already visible in the repo but nothing from that series shipped.
◆ Prediction
Expect more per-endpoint ACL fixes on the 1.38 line before anything from 1.39 reaches release.
Alternatives to Apache Airflow and ZoneMinder
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 ZoneMinder.
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 ZoneMinder alternatives →
Recent activity from Apache Airflow and ZoneMinder
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
- 2mo agoZoneMinder1.38.4 closes API ACL gaps and two auth bypasses
- 4mo agoZoneMinder1.38.3 supersedes 1.38.2 with RBAC and injection fixes
- 4mo agoZoneMinderchore: bump redhat spec version to 1.39.11
- 8mo agoZoneMinder1.36.38 backports a SQL injection fix to the legacy branch
- 8mo agoZoneMinder1.38.1 unifies four ONVIF control modules into one
- 8mo agoZoneMinder1.38.0 adds RBAC, WebRTC streaming, and a monitor function split ⚡
Frequently asked questions
What is the difference between Apache Airflow and ZoneMinder?
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 ZoneMinder?
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 ZoneMinder?
Top ZoneMinder alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "ZoneMinder alternatives" section above for the current picks, or visit /alternatives/zoneminder for the full list with editorial commentary on each.