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Comparison · Analytics
ManageEngine Analytics Plus vs Keboola
A side-by-side editorial comparison of ManageEngine Analytics Plus and Keboola — release velocity, themes, recent moves, and the top alternatives to consider.
ManageEngine Analytics Plus vs Keboola: at a glance
What is ManageEngine Analytics Plus?
A quarterly-paced BI suite closing operational gaps while Zia does the AI talking.
Analytics Plus ships batched release notes every few weeks, each bundling several enhancements under a single headline that undersells the contents. The most recent covers complete workspace backup and restore — data, reports, formulas, users and settings, with scheduled backups and a 15-day window to undo a restore — plus Amazon DocumentDB import, Live Connect for ClickHouse and MongoDB, hourly incremental fetch intervals, and an API release adding report management, tag and AutoML endpoints. The prior batch added geo map localization, FTP import via Databridge, relative date filters and PDF table extraction.
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.
ManageEngine Analytics Plus vs Keboola: editorial side-by-side
ManageEngine Analytics Plus
0.0ANALYTICS
A quarterly-paced BI suite closing operational gaps while Zia does the AI talking.
◆ Current state
Analytics Plus ships batched release notes every few weeks, each bundling several enhancements under a single headline that undersells the contents. The most recent covers complete workspace backup and restore — data, reports, formulas, users and settings, with scheduled backups and a 15-day window to undo a restore — plus Amazon DocumentDB import, Live Connect for ClickHouse and MongoDB, hourly incremental fetch intervals, and an API release adding report management, tag and AutoML endpoints. The prior batch added geo map localization, FTP import via Databridge, relative date filters and PDF table extraction.
◆ Where it's heading
Two threads run through the releases. Operational maturity for self-managed deployments — backup and restore, incremental fetch scheduling, Databridge sharing — is arriving as ManageEngine pushes the product deeper into on-premise estates. The other thread is connectivity breadth, with each batch adding databases and file formats rather than deepening any one integration. AI shows up as Zia insights and GenAI administration, packaged as an assistant layer over existing reports rather than a rebuild of the analysis model.
◆ Prediction
The AutoML API surface is the thread to watch: exposing model creation and deployment programmatically usually precedes putting those operations in the interface. Expect further Live Connect targets in the next batch, following the ClickHouse and MongoDB pattern.
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.
Alternatives to ManageEngine Analytics Plus and Keboola
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 Analytics Plus or Keboola.
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.
Omni
Omni's Apps reach general availability, completing its embedded analytics platform pitch.
See all ManageEngine Analytics Plus alternatives → · See all Keboola alternatives →
Recent activity from ManageEngine Analytics Plus and Keboola
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d 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 Analytics PlusWorkspace backup and restore, DocumentDB import, and AutoML APIs
- 3mo agoManageEngine Analytics PlusGeo map localization, FTP import, relative date filters, and PDF extraction
- 4mo agoManageEngine Analytics PlusCustom Background Colors for Comparison Indicators
- 5mo agoManageEngine Analytics PlusEasier Content Discovery with Classified Views ⚡
- 5mo agoManageEngine Analytics PlusGenAI Configuration Enhancements
- 7mo agoManageEngine Analytics PlusBuild Custom Visualization Types
Frequently asked questions
What is the difference between ManageEngine Analytics Plus and Keboola?
They serve adjacent needs but don't currently overlap on shipped themes. Keboola is currently shipping more aggressively (velocity 7.5 vs 0.0), 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 ManageEngine Analytics Plus better than Keboola?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola is currently shipping more aggressively (velocity 7.5 vs 0.0), 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 ManageEngine Analytics Plus?
Top ManageEngine Analytics Plus alternatives in Analytics are ranked by recent ship velocity. Browse the "ManageEngine Analytics Plus alternatives" section above for the current picks, or visit /alternatives/manageengine-analytics-plus for the full list with editorial commentary on each.
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.