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Comparison · Analytics
Keboola vs ManageEngine ADManager Plus
A side-by-side editorial comparison of Keboola and ManageEngine ADManager Plus — release velocity, themes, recent moves, and the top alternatives to consider.
Keboola vs ManageEngine ADManager Plus: at a glance
What is Keboola?
Keboola's Kai AI assistant hits GA, completing the pivot from data platform to AI-native pipeline orchestration layer.
Keboola's Kai AI assistant is now generally available for multi-tenant contracted customers, marking the formal transition from experimental feature to production-ready product. The platform is simultaneously navigating Snowflake's forced password authentication deprecation — a platform-level forcing function requiring customer migrations before September 7. Recent work also includes the MCP server gaining unified cross-project authentication, which enables AI coding assistants to act as first-class operators across a full Keboola stack.
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.
Keboola vs ManageEngine ADManager Plus: editorial side-by-side
Keboola
7.5ANALYTICS
Keboola's Kai AI assistant hits GA, completing the pivot from data platform to AI-native pipeline orchestration layer.
◆ Current state
Keboola's Kai AI assistant is now generally available for multi-tenant contracted customers, marking the formal transition from experimental feature to production-ready product. The platform is simultaneously navigating Snowflake's forced password authentication deprecation — a platform-level forcing function requiring customer migrations before September 7. Recent work also includes the MCP server gaining unified cross-project authentication, which enables AI coding assistants to act as first-class operators across a full Keboola stack.
◆ Where it's heading
Keboola is building toward a model where AI agents can autonomously manage the data pipeline lifecycle. The MCP server's unified auth is a signal: the target is a world where a developer's coding assistant can browse, create, and modify Keboola pipelines without a human navigating the UI. Kai GA and the MCP expansion are the same thesis from two directions — AI as interface, not AI as feature. Branched storage expansion to BigQuery and Flows improvements in the background are the operational stability layer those agents will depend on.
◆ Prediction
Kai gaining the ability to create and modify Flows, and the MCP server expanding its coverage to transformation and workspace management, are the two most visible next moves. The Branched Storage on BigQuery release is a prerequisite for Branches 2.0 approval workflows, which would give Kai a way to propose and commit pipeline changes with human review gates.
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 Keboola 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 Keboola or ManageEngine ADManager Plus.
dbt Core
dbt 2.0 ships stable with an official OSS/proprietary split and agentic skill loading
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.
See all Keboola alternatives → · See all ManageEngine ADManager Plus alternatives →
Recent activity from Keboola and ManageEngine ADManager Plus
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2d agoKeboolaKai is Now Generally Available (Multi-Tenant, Contracted Customers) ⚡
- 6d agoKeboolaMigrate Snowflake Workspaces from Password to Key Pair Auth
- 22d agoKeboolaKeboola MCP: Log In Once, Work Across Every Project ⚡
- 27d agoKeboolaPython 3.10 Deprecation for Streamlit Apps (September 2026)
- 1mo agoKeboolaFlows: New Condition Operators and Run Selected Tasks
- 1mo agoKeboolaBranched Storage on BigQuery
- 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 Keboola and ManageEngine ADManager Plus?
They serve adjacent needs but don't currently overlap on shipped themes. Keboola is currently shipping more aggressively (velocity 7.5 vs 2.5), with 2 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 Keboola better than ManageEngine ADManager Plus?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola is currently shipping more aggressively (velocity 7.5 vs 2.5), with 2 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 Keboola?
Top Keboola alternatives in Analytics are ranked by recent ship velocity. Browse the "Keboola alternatives" section above for the current picks, or visit /alternatives/keboola 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.