OpenObserve
OpenObserve ships v1.0.0 GA after a five-RC stabilization run, making its enterprise observability play official.
Comparison · Analytics
ManageEngine ADManager Plus vs dbt Core
A side-by-side editorial comparison of ManageEngine ADManager Plus and dbt Core — release velocity, themes, recent moves, and the top alternatives to consider.
ManageEngine ADManager Plus vs dbt Core: at a glance
| Feature | ManageEngine ADManager Plus | dbt Core |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 2.5 | 7.5 |
| Sparks · 30d | 0 | 1 |
| Top themes | active directory, identity management, marketplace extensions, maintenance builds | analytics-engineering, data-transformation, ai-native, open-source |
| Last editorial update | 1mo ago | 6h ago |
| Website | Visit → | Visit → |
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.
What is dbt Core?
dbt 2.0 ships stable with an official OSS/proprietary split and agentic skill loading
dbt shipped its 2.0 stable release on September 16, the first generational version milestone in the project's history. The release formally renames the CLI: what was 'Fusion/dbt-core' becomes 'dbt' (proprietary) and 'dbt-oss' (open source)—a structural separation that existed in practice but now has an official name. New capabilities include native Databricks metric view materializations, a ClickHouse ADBC driver, and AgentSkill installation from dbt packages gated on a new ai_provider flag.
ManageEngine ADManager Plus vs dbt Core: editorial side-by-side
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.
dbt Core
7.5ANALYTICS
dbt 2.0 ships stable with an official OSS/proprietary split and agentic skill loading
◆ Current state
dbt shipped its 2.0 stable release on September 16, the first generational version milestone in the project's history. The release formally renames the CLI: what was 'Fusion/dbt-core' becomes 'dbt' (proprietary) and 'dbt-oss' (open source)—a structural separation that existed in practice but now has an official name. New capabilities include native Databricks metric view materializations, a ClickHouse ADBC driver, and AgentSkill installation from dbt packages gated on a new ai_provider flag.
◆ Where it's heading
The OSS/proprietary split is the architectural move that matters most. dbt Labs is building a commercial product on top of dbt-oss, and 2.0 makes that boundary explicit to the ecosystem. The AgentSkills integration signals that dbt sees AI-assisted data transformation as a core product direction—not an add-on. The ai_provider flag is the gating mechanism through which commercial features will increasingly be differentiated.
◆ Prediction
Expect near-term differentiation between dbt (proprietary) and dbt-oss at the feature level, with AI-native capabilities—AgentSkills, model suggestions, lineage intelligence—landing exclusively in the commercial tier first.
Alternatives to ManageEngine ADManager Plus and dbt Core
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 ManageEngine ADManager Plus or dbt Core.
Fulcrum
Fulcrum ships MCP server and AI Toolkit to let AI assistants build and query field data forms
Holistics
Holistics builds AI governance and docs-as-analytics in parallel, shipping both weekly
OpenHouse
OpenHouse breaks ground on Iceberg views while tightening storage lifecycle and authorization
Lightdash
Lightdash is cutting its dbt dependency and building AI-powered authoring into every layer of its BI stack.
Keboola
Keboola's Kai AI assistant hits GA, completing the pivot from data platform to AI-native pipeline orchestration layer.
See all ManageEngine ADManager Plus alternatives → · See all dbt Core alternatives →
Recent activity from ManageEngine ADManager Plus and dbt Core
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 7h agodbt Coredbt v2.0.0 ⚡
- 1d agodbt Coredbt v1.12.5
- 1d agodbt Coredbt 2.0.2 internal test publish
- 5d agodbt Coredbt 2.0 RC2: Snowflake interactive tables + Databricks MV fixes
- 7d agodbt Coredbt 2.0 dev.39 internal publish
- 7d agodbt Coredbt 2.0 dev.38 internal publish
- 2mo agoManageEngine ADManager PlusBuild 8043: report email, mobile login and CPU spike fixes
- 4mo agoManageEngine ADManager PlusBuild 8042: Log360 integration, M365 automation and security fixes
- 6mo agoManageEngine ADManager PlusBuilds 8040-8041: JRE 11.86.19 upgrade and GUI fixes
- 7mo agoManageEngine ADManager PlusBuild 8036: Security group support in M365 group modification
- 7mo 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 ManageEngine ADManager Plus and dbt Core?
They serve adjacent needs but don't currently overlap on shipped themes. dbt Core is currently shipping more aggressively (velocity 7.5 vs 2.5), with 1 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 ManageEngine ADManager Plus better than dbt Core?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. dbt Core is currently shipping more aggressively (velocity 7.5 vs 2.5), with 1 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 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.
What are the best alternatives to dbt Core?
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.