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Comparison · Analytics
Delta Lake vs Apache HertzBeat
A side-by-side editorial comparison of Delta Lake and Apache HertzBeat — release velocity, themes, recent moves, and the top alternatives to consider.
Delta Lake vs Apache HertzBeat: at a glance
What is Delta Lake?
Delta Lake's public stream is release mechanics; Kernel builds now carry a 4.5.0 label.
Recent Delta Lake activity is mostly release mechanics: 4.4.0 and 4.4.1 tags, a stream of Databricks runtime kernel builds, and patch releases. The newest build is labelled Delta Kernel 4.5.0, the first sign of the next minor line. The substantive user-facing work sits in patches such as the 3.3.3 fix for log cleanup deleting files still needed for time travel.
What is Apache HertzBeat?
HertzBeat's 1.9.0 is on its second release candidate, and the feed still skips 1.8.0.
HertzBeat's tracked entries are mostly release candidates. v1.9.0-rc1 in July split hertzbeat-common into core and Spring modules and carried monitoring template fixes and internationalization work. v1.9.0-rc2 in September is titled only by its one visible change, a fix that makes the Windows native collector start. The 1.8.0 release referenced in rc1's own notes never appears in the feed.
Delta Lake vs Apache HertzBeat: editorial side-by-side
Delta Lake
5.0ANALYTICS
Delta Lake's public stream is release mechanics; Kernel builds now carry a 4.5.0 label.
◆ Current state
Recent Delta Lake activity is mostly release mechanics: 4.4.0 and 4.4.1 tags, a stream of Databricks runtime kernel builds, and patch releases. The newest build is labelled Delta Kernel 4.5.0, the first sign of the next minor line. The substantive user-facing work sits in patches such as the 3.3.3 fix for log cleanup deleting files still needed for time travel.
◆ Where it's heading
The project keeps 3.x and 4.x alive and spends its public changelog on correctness and catalog integration rather than new table features. Kernel builds tagged for Databricks runtime suggest Kernel development is paced by Databricks' own release train, with the open-source releases following.
◆ Prediction
A 4.5.0 open-source release is the likely next notable entry given the kernel version label, but the entries don't say what it will contain.
Apache HertzBeat
0.0ANALYTICS
HertzBeat's 1.9.0 is on its second release candidate, and the feed still skips 1.8.0.
◆ Current state
HertzBeat's tracked entries are mostly release candidates. v1.9.0-rc1 in July split hertzbeat-common into core and Spring modules and carried monitoring template fixes and internationalization work. v1.9.0-rc2 in September is titled only by its one visible change, a fix that makes the Windows native collector start. The 1.8.0 release referenced in rc1's own notes never appears in the feed.
◆ Where it's heading
The 1.9.0 cycle is moving slowly, about seven weeks between candidates, and the rc2 fix points at native collector builds as current work. The release record stays thin, so most of what changes has to be read from the repository.
◆ Prediction
A 1.9.0 final or a further candidate is the next likely entry; nothing in the feed suggests timing.
Alternatives to Delta Lake and Apache HertzBeat
Other Analytics 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 Delta Lake or Apache HertzBeat.
Apache Iceberg
Iceberg 1.12 drops Spark 3.4 and starts laying groundwork for the v4 table spec.
ManageEngine Log360
Log360's September build fixes the migration to the unified console.
Deepnote
Deepnote's agent now runs from first prompt to finished notebook without handoffs.
Apache Storm
Storm 3.1 adds an Iceberg sink and closes a long list of security gaps in Nimbus and the UI.
OpenPanel
OpenPanel moves from 3.18 to 3.20 in two days, still without a word of release notes.
See all Delta Lake alternatives → · See all Apache HertzBeat alternatives →
Recent activity from Delta Lake and Apache HertzBeat
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 20d agoDelta LakeDelta Kernel 4.5.0 Databricks runtime build
- 1mo agoDelta LakeDelta Lake 4.4.1 patch release tagged
- 1mo agoApache HertzBeatv1.9.0-rc2 fixes Windows native collector startup
- 1mo agoDelta LakeInternal Databricks runtime kernel build
- 2mo agoDelta LakeDelta Lake 4.4.0 released
- 2mo agoDelta LakeDelta Lake 3.3.3
- 3mo agoDelta LakeInternal Databricks runtime kernel build
- 3mo agoApache HertzBeatCommon module split into core and Spring; i18n work lands
- 1y agoApache HertzBeatDocs update and Apache graduation blog post
- 1y agoApache HertzBeatVersion bump candidate with no recorded changes
- 1y agoApache HertzBeatCandidate tag containing only a branch merge
Frequently asked questions
What is the difference between Delta Lake and Apache HertzBeat?
They serve adjacent needs but don't currently overlap on shipped themes. Delta Lake is currently shipping more aggressively (velocity 5.0 vs 0.0), 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 Delta Lake better than Apache HertzBeat?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Delta Lake is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to Delta Lake?
Top Delta Lake alternatives in Analytics are ranked by recent ship velocity. Browse the "Delta Lake alternatives" section above for the current picks, or visit /alternatives/delta-lake for the full list with editorial commentary on each.
What are the best alternatives to Apache HertzBeat?
Top Apache HertzBeat alternatives in Analytics are ranked by recent ship velocity. Browse the "Apache HertzBeat alternatives" section above for the current picks, or visit /alternatives/hertzbeat for the full list with editorial commentary on each.