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Fulcrum ships MCP server and AI Toolkit to let AI assistants build and query field data forms
Comparison · Analytics
Keboola vs ManageEngine M365 Security Plus
A side-by-side editorial comparison of Keboola and ManageEngine M365 Security Plus — release velocity, themes, recent moves, and the top alternatives to consider.
Keboola vs ManageEngine M365 Security 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 M365 Security Plus?
An on-prem M365 auditing tool whose releases are mostly dependency hygiene.
M365 Security Plus is an on-premises Java application for auditing and alerting on Microsoft 365 activity, shipped as numbered builds a few times a year. The last two builds are typical of the pattern: 4821 upgrades the bundled JRE from Java 8 to 11 and refreshes 7-Zip and Jackson libraries, while 4820 carries the only real functional work in the window — mailbox backups to local, shared, or NAS repositories, PST splitting for large exports, bulk mailbox selection from CSV, and audit logs that show object names instead of GUIDs. Security fixes appear in nearly every build.
Keboola vs ManageEngine M365 Security 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 M365 Security Plus
5.0ANALYTICS
An on-prem M365 auditing tool whose releases are mostly dependency hygiene.
◆ Current state
M365 Security Plus is an on-premises Java application for auditing and alerting on Microsoft 365 activity, shipped as numbered builds a few times a year. The last two builds are typical of the pattern: 4821 upgrades the bundled JRE from Java 8 to 11 and refreshes 7-Zip and Jackson libraries, while 4820 carries the only real functional work in the window — mailbox backups to local, shared, or NAS repositories, PST splitting for large exports, bulk mailbox selection from CSV, and audit logs that show object names instead of GUIDs. Security fixes appear in nearly every build.
◆ Where it's heading
Two forces set the release agenda, and neither is a roadmap. The first is Microsoft: deprecated cmdlets forced an audit rewrite onto Get-MessageTraceV2, and a tenant configuration change broke onboarding until build 4817 patched around it. The second is the supply chain — Log4j, Tomcat, Bouncy Castle, Zulu JRE, and now the Java 8 to 11 jump, all tracked build by build because on-premises customers inherit whatever the vendor bundles. The product work that does land clusters around the Backup module, which is the one area growing rather than being maintained.
◆ Prediction
With the JRE finally past Java 8, Tomcat 9 is the next end-of-life dependency in the bundle, and the Backup module's steady additions suggest export and retention options continue there.
Alternatives to Keboola and ManageEngine M365 Security 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 M365 Security Plus.
Holistics
Holistics builds AI governance and docs-as-analytics in parallel, shipping both weekly
dbt Core
dbt 2.0 enters final RC with beta Snowflake interactive_table materialization and full ClickHouse MV support.
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 Keboola alternatives → · See all ManageEngine M365 Security Plus alternatives →
Recent activity from Keboola and ManageEngine M365 Security Plus
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
- 1mo agoManageEngine M365 Security PlusBuild 4821: bundled JRE moves to Java 11
- 2mo agoManageEngine M365 Security PlusBuild 4820: NAS backup targets, PST splitting, readable audits
- 3mo agoManageEngine M365 Security PlusBuild 4817: tenant configuration unblocked
- 5mo agoManageEngine M365 Security PlusBuild 4816: Export Graph data-access fix and Log4j upgrade
- 7mo agoManageEngine M365 Security PlusBuild 4814: Duo SDK update before certificate expiry
- 8mo agoManageEngine M365 Security PlusBuild 4811: proxy, scheduler, and SSL launch fixes
Frequently asked questions
What is the difference between Keboola and ManageEngine M365 Security Plus?
They serve adjacent needs but don't currently overlap on shipped themes. Keboola is currently shipping more aggressively (velocity 7.5 vs 5.0), 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 Keboola better than ManageEngine M365 Security Plus?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola is currently shipping more aggressively (velocity 7.5 vs 5.0), 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 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 M365 Security Plus?
Top ManageEngine M365 Security Plus alternatives in Analytics are ranked by recent ship velocity. Browse the "ManageEngine M365 Security Plus alternatives" section above for the current picks, or visit /alternatives/manageengine-m365-security-plus for the full list with editorial commentary on each.