distributions3
distributions3 0.3.0 adds sample-based distributions and likelihood derivatives
Comparison · Analytics
Delta Lake vs ManageEngine ADManager Plus
A side-by-side editorial comparison of Delta Lake and ManageEngine ADManager Plus — release velocity, themes, recent moves, and the top alternatives to consider.
Delta Lake vs ManageEngine ADManager Plus: at a glance
What is Delta Lake?
A 4.4.0 tag appears, but the feed carries only its release plumbing
The newest entry is the commit that tagged 4.4.0 — a version.sbt bump plus a local Maven overwrite setting needed for cross-Spark publishing, and it states outright that there are no runtime behaviour changes. The 4.4.0 release notes themselves have not reached this feed, so what the minor version actually contains is not readable here. Behind it sit two patch releases doing targeted correctness work: 3.3.3 on transaction log retention and Delta Sharing cache, 4.3.1 on Delta REST Catalog OAuth and S3A listing, interleaved with near-daily Databricks kernel build tags.
What is ManageEngine ADManager Plus?
ADManager Plus opened to third-party identity apps in January, then shipped six months of fixes.
Six builds since late January, and five are almost entirely defect work: scheduled reports failing to send as email content, mobile app logins on iOS and Android, CPU spikes after upgrade, a broken Log360 SOAR integration, M365 automation-policy tasks failing, and a JRE bump to 11.86.19. The exceptions are Build 8036, which added Security group type to the M365 Modify Single Group action, and Build 8034, which introduced Marketplace Extensions so administrators can install third-party application extensions and manage identities in those applications from inside ADManager Plus.
Delta Lake vs ManageEngine ADManager Plus: editorial side-by-side
Delta Lake
5.0ANALYTICS
A 4.4.0 tag appears, but the feed carries only its release plumbing
◆ Current state
The newest entry is the commit that tagged 4.4.0 — a version.sbt bump plus a local Maven overwrite setting needed for cross-Spark publishing, and it states outright that there are no runtime behaviour changes. The 4.4.0 release notes themselves have not reached this feed, so what the minor version actually contains is not readable here. Behind it sit two patch releases doing targeted correctness work: 3.3.3 on transaction log retention and Delta Sharing cache, 4.3.1 on Delta REST Catalog OAuth and S3A listing, interleaved with near-daily Databricks kernel build tags.
◆ Where it's heading
The project keeps two supported lines stable in parallel while the format work happens elsewhere, and the durable theme across these patches is metadata and log correctness — the failures that silently break time travel and CDF rather than throwing. The 4.4.0 prep notes one thing worth watching: artifacts are now published across Spark 4.0, 4.1 and 4.2 stages, so the cross-Spark support matrix is widening even as the release content stays out of view.
◆ Prediction
The 4.4.0 release notes should follow this tag and reveal what the minor version carries; until they do the entries support no read on its direction. The unresolved delta-iceberg artifact gap on the 3.3 line still has no follow-up here.
ManageEngine ADManager Plus
2.5ANALYTICS
ADManager Plus opened to third-party identity apps in January, then shipped six months of fixes.
◆ Current state
Six builds since late January, and five are almost entirely defect work: scheduled reports failing to send as email content, mobile app logins on iOS and Android, CPU spikes after upgrade, a broken Log360 SOAR integration, M365 automation-policy tasks failing, and a JRE bump to 11.86.19. The exceptions are Build 8036, which added Security group type to the M365 Modify Single Group action, and Build 8034, which introduced Marketplace Extensions so administrators can install third-party application extensions and manage identities in those applications from inside ADManager Plus.
◆ Where it's heading
The extensibility move is the only structural change in the window, and nothing has built on it since. What follows is a maintenance train — roughly one build every six to eight weeks, carrying fix roll-ups and one security patch — which reads as a mature on-premises product prioritising stability for existing installs over new surface.
◆ Prediction
On this cadence the next build is most likely another fix roll-up. Whether Marketplace Extensions gets a second act is not answerable from these entries.
Alternatives to Delta Lake and ManageEngine ADManager Plus
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 ManageEngine ADManager Plus.
Basedash
Basedash keeps pushing its data out of the workspace — now to people without accounts
RStudio
RStudio ships through release branches, and the notes are commit messages
dbt Core
dbt Fusion's second beta is adapter work: ClickHouse gets materializations, indexes, and catalogs
Fulcrum
Fulcrum is betting its whole map stack on Esri, with a hard Google Maps cutoff on September 1.
Holistics
Holistics keeps fencing in the AI layer it spent the summer building.
See all Delta Lake alternatives → · See all ManageEngine ADManager Plus alternatives →
Recent activity from Delta Lake and ManageEngine ADManager Plus
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 6h agoDelta Lake4.4.0 release-prep tag: version bump, no runtime changes
- 7d agoDelta LakeLog-retention and Delta Sharing cache fixes; UniForm jar not published
- 20d agoDelta LakeDatabricks kernel build tag (2026-07-30)
- 1mo agoDelta LakeKernel build tag: _last_checkpoint captured as opaque JSON
- 1mo agoDelta Lake4.3.1 fixes Delta REST Catalog OAuth and S3A fast listing
- 1mo agoDelta LakeDatabricks kernel build tag (2026-07-07)
- 1mo agoManageEngine ADManager PlusBuild 8043: report email, mobile login and CPU spike fixes
- 4mo agoManageEngine ADManager PlusBuild 8042: Log360 integration, M365 automation and security fixes
- 5mo agoManageEngine ADManager PlusBuilds 8040-8041: JRE 11.86.19 upgrade and GUI fixes
- 6mo agoManageEngine ADManager PlusBuild 8036: Security group support in M365 group modification
- 6mo agoManageEngine ADManager PlusBuild 8035: %empty% macro and report-basis regression fixes
- 7mo agoManageEngine ADManager PlusBuild 8034: Marketplace Extensions manage third-party app identities ⚡
Frequently asked questions
What is the difference between Delta Lake and ManageEngine ADManager Plus?
They serve adjacent needs but don't currently overlap on shipped themes. Delta Lake 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 Delta Lake better than ManageEngine ADManager Plus?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Delta Lake 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 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 ManageEngine ADManager Plus?
Top ManageEngine ADManager Plus alternatives in Analytics are ranked by recent ship velocity. Browse the "ManageEngine ADManager Plus alternatives" section above for the current picks, or visit /alternatives/manageengine-admanager-plus for the full list with editorial commentary on each.