distributions3
distributions3 0.3.0 adds sample-based distributions and likelihood derivatives
A side-by-side editorial comparison of dbt Core and ManageEngine ADManager Plus — release velocity, themes, recent moves, and the top alternatives to consider.
| Feature | dbt Core | ManageEngine ADManager Plus |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 6.3 | 2.5 |
| Sparks · 30d | 0 | 0 |
| Top themes | analytics-engineering, dbt-fusion, adapters, clickhouse | active directory, identity management, marketplace extensions, maintenance builds |
| Last editorial update | 8h ago | 20d ago |
| Website | Visit → | Visit → |
dbt Fusion's second beta is adapter work: ClickHouse gets materializations, indexes, and catalogs
Fusion 2.0 is in its second beta, and the content has shifted from engine capability to adapter coverage. beta.2 is almost entirely ClickHouse — Dictionary materialization, index definitions, additional settings, a relation-scoped catalog macro that fixes --write-catalog, and a seed nullability fix — plus Entra bearer-token authentication for the Fabric adapter. Behind it sits the August 14 backport wave, which cut releases for 1.1 through 1.8 in a single day to deliver one deprecated-version warning.
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.
Fusion 2.0 is in its second beta, and the content has shifted from engine capability to adapter coverage. beta.2 is almost entirely ClickHouse — Dictionary materialization, index definitions, additional settings, a relation-scoped catalog macro that fixes --write-catalog, and a seed nullability fix — plus Entra bearer-token authentication for the Fabric adapter. Behind it sits the August 14 backport wave, which cut releases for 1.1 through 1.8 in a single day to deliver one deprecated-version warning.
The two ends of this project are pulling apart cleanly. Old branches are being prepared for retirement — a deprecation warning fanned across eight of them, Python 3.8 testing dropped from 1.4 through 1.6 — while Fusion accumulates the adapter breadth it needs to be a credible replacement. beta.1 proved the engine could bind without a catalog; beta.2 is the unglamorous follow-through of making a specific warehouse work properly.
Expect further beta releases filling in per-adapter gaps rather than new engine capability, and formal end-of-life notices for the branches that just took the deprecation warning.
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.
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.
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.
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 dbt Core or ManageEngine ADManager Plus.
distributions3 0.3.0 adds sample-based distributions and likelihood derivatives
Basedash keeps pushing its data out of the workspace — now to people without accounts
RStudio ships through release branches, and the notes are commit messages
Fulcrum is betting its whole map stack on Esri, with a hard Google Maps cutoff on September 1.
Holistics keeps fencing in the AI layer it spent the summer building.
Dovetail spent July opening doors to other tools and August making its own rooms easier to enter.
See all dbt Core alternatives → · See all ManageEngine ADManager Plus alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. dbt Core is currently shipping more aggressively (velocity 6.3 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. dbt Core is currently shipping more aggressively (velocity 6.3 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.
Top dbt Core alternatives in Analytics are ranked by recent ship velocity. Browse the "dbt Core alternatives" section above for the current picks, or visit /alternatives/dbt-core for the full list with editorial commentary on each.
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.