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Comparison · Infra & APIs
Databricks vs ZoneMinder
A side-by-side editorial comparison of Databricks and ZoneMinder — release velocity, themes, recent moves, and the top alternatives to consider.
Databricks vs ZoneMinder: at a glance
What is Databricks?
Databricks lands DBR 18.2 GA on Spark 4.1; the 18.x line is the active story, older LTS pages are mostly doc refreshes.
The substantive shipping event in the window is Databricks Runtime 18.2 GA on May 4, the latest minor in a fast 18.x cadence on Spark 4.1.0 (18.0 in January, 18.1 in March, 18.2 Beta on April 8, GA on May 4). The rest of the recent feed is an April 13 documentation refresh that updated release notes for older LTS versions — 14.3, 15.4, 16.4, 17.3, 13.3 — without new shipping behind them.
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.
Databricks vs ZoneMinder: editorial side-by-side
Databricks
5.0INFRA · APISANALYTICS
Databricks lands DBR 18.2 GA on Spark 4.1; the 18.x line is the active story, older LTS pages are mostly doc refreshes.
◆ Current state
The substantive shipping event in the window is Databricks Runtime 18.2 GA on May 4, the latest minor in a fast 18.x cadence on Spark 4.1.0 (18.0 in January, 18.1 in March, 18.2 Beta on April 8, GA on May 4). The rest of the recent feed is an April 13 documentation refresh that updated release notes for older LTS versions — 14.3, 15.4, 16.4, 17.3, 13.3 — without new shipping behind them.
◆ Where it's heading
Databricks is pushing Spark 4.1 hard through the runtime line: JDK 21 default in 18.x, breaking changes around NULL preservation and partition columns, aggressive deprecation of older behaviors (input_file_name removal, AWS SDK v1 shading). The 18.x cadence is roughly one minor every six weeks, and 16.4 LTS is acting as the bridge for customers needing to migrate Scala 2.12 code to 2.13 before they can move to 17 or 18.
◆ Prediction
Expect an 18.x LTS designation later in 2026 once the line stabilizes, with continued behavioral hardening and more shaded dependency cleanup. Doc refreshes for older LTS versions — particularly 13.3 LTS, which is close to its August 2026 end-of-support — will likely keep landing as Databricks pushes customers up the runtime stack.
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 Databricks 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 Databricks or ZoneMinder.
werf
Four channels, one fix stream — werf's releases are mostly concurrency repairs.
Infisical
PAM and PKI now take up most of the lines in Infisical's release notes.
Biome
Biome's patch train keeps adding rules — and is quietly growing a Markdown linter.
DNSControl
DNSControl is rewriting its record internals in public, one release candidate at a time
Fission
Fission's release feed carries only RC tags, and none of them say what shipped
See all Databricks alternatives → · See all ZoneMinder alternatives →
Recent activity from Databricks and ZoneMinder
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 20h agoZoneMinder1.38.4 closes API ACL gaps and two auth bypasses
- 2mo agoZoneMinder1.38.3 supersedes 1.38.2 with RBAC and injection fixes
- 2mo agoZoneMinderchore: bump redhat spec version to 1.39.11
- 3mo agoDatabricksDatabricks Runtime 18.2 (released May 4, 2026)
- 4mo agoDatabricksDBR 18.0 documentation refresh
- 4mo agoDatabricksDatabricks Runtime 15.4 LTS Databricks Runtime 15.4 LTS for Machine Learning 3.5.0Aug 19, 2024Aug 19, 2027
- 4mo agoDatabricksDatabricks Runtime 13.3 LTS Databricks Runtime 13.3 LTS for Machine Learning 3.4.1Aug 22, 2023Aug 22, 2026
- 4mo agoDatabricksDatabricks Runtime 17.3 LTS Databricks Runtime 17.3 LTS for Machine Learning 4.0.0Oct 22, 2025Oct 22, 2028
- 4mo agoDatabricksDatabricks Runtime 18.2 (Beta) Databricks Runtime 18.2 for Machine Learning (Beta) 4.1.0Apr 8, 2026Oct 8, 2026
- 5mo agoZoneMinder1.36.38 backports a SQL injection fix to the legacy branch
- 5mo agoZoneMinder1.38.1 unifies four ONVIF control modules into one
- 6mo agoZoneMinder1.38.0 adds RBAC, WebRTC streaming, and a monitor function split ⚡
Frequently asked questions
What is the difference between Databricks and ZoneMinder?
They serve adjacent needs but don't currently overlap on shipped themes. Databricks 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 Databricks better than ZoneMinder?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Databricks 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 Databricks?
Top Databricks alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Databricks alternatives" section above for the current picks, or visit /alternatives/databricks 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.