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Comparison · Analytics
Keboola vs ManageEngine Analytics Plus
A side-by-side editorial comparison of Keboola and ManageEngine Analytics Plus — release velocity, themes, recent moves, and the top alternatives to consider.
Keboola vs ManageEngine Analytics Plus: at a glance
What is Keboola?
Keboola adds dark mode while it tightens the MCP server and retires idle workspaces.
Keboola's recent releases split between hygiene and AI-agent safety. The MCP server's query_data tool is now read-only, emailing API tokens is being retired, and idle Snowflake and BigQuery workspaces will be deactivated from 9 November. On the user side, data apps start faster on pre-built images, Kai gained shared team memory, and the UI now has dark mode.
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.
Keboola vs ManageEngine Analytics Plus: editorial side-by-side
Keboola
5.0ANALYTICS
Keboola adds dark mode while it tightens the MCP server and retires idle workspaces.
◆ Current state
Keboola's recent releases split between hygiene and AI-agent safety. The MCP server's query_data tool is now read-only, emailing API tokens is being retired, and idle Snowflake and BigQuery workspaces will be deactivated from 9 November. On the user side, data apps start faster on pre-built images, Kai gained shared team memory, and the UI now has dark mode.
◆ Where it's heading
The platform is limiting what agents and stale resources can do while making its AI assistant and apps quicker to use. The pattern is deliberate cleanup ahead of wider agent usage, not new surface area.
◆ Prediction
Expect more guardrails around the MCP server and Kai, such as tighter scopes or approvals, alongside further deprecation notices with fixed dates.
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.
Alternatives to Keboola and ManageEngine Analytics 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 Analytics Plus.
OpenReplay
OpenReplay moves its Go backend to pgx v5 and patches vulnerable deps across 1.25–1.27.
Basedash
Basedash automations can now attach scheduled CSV exports to Slack and email.
OpenPanel
OpenPanel tags three more note-free builds in one evening, reaching 3.16.4.
Fulcrum
Fulcrum turns on Insights, its AI assistant for field data, for every customer.
Holistics
Holistics lets admins put a key dashboard on everyone's Home page.
See all Keboola alternatives → · See all ManageEngine Analytics Plus alternatives →
Recent activity from Keboola and ManageEngine Analytics Plus
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoKeboolaSwitch Keboola to Dark Mode
- 3d agoKeboolaUnused Workspaces Will Be Cleaned Up Automatically
- 6d agoKeboolaKeboola MCP Server: query_data Runs Read-Only Queries Only
- 9d agoKeboolaSending API Tokens via Email Will Be Removed on February 4, 2027
- 17d agoKeboolaFaster App Starts by Default
- 22d agoKeboolaKai remembers what matters: shared team memory
- 4mo agoManageEngine Analytics PlusWorkspace backup and restore, DocumentDB import, and AutoML APIs
- 4mo agoManageEngine Analytics PlusGeo map localization, FTP import, relative date filters, and PDF extraction
- 6mo agoManageEngine Analytics PlusCustom Background Colors for Comparison Indicators
- 6mo agoManageEngine Analytics PlusEasier Content Discovery with Classified Views ⚡
- 7mo agoManageEngine Analytics PlusGenAI Configuration Enhancements
- 8mo agoManageEngine Analytics PlusBuild Custom Visualization Types
Frequently asked questions
What is the difference between Keboola and ManageEngine Analytics Plus?
They serve adjacent needs but don't currently overlap on shipped themes. Keboola is currently shipping more aggressively (velocity 5.0 vs 0.0), 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 Keboola better than ManageEngine Analytics Plus?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola is currently shipping more aggressively (velocity 5.0 vs 0.0), 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 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 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.