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Comparison · Analytics
ManageEngine Log360 vs Keboola
A side-by-side editorial comparison of ManageEngine Log360 and Keboola — release velocity, themes, recent moves, and the top alternatives to consider.
ManageEngine Log360 vs Keboola: at a glance
What is ManageEngine Log360?
Log360 is collapsing a scattered suite into one console — and opening the migration door to it.
Two threads run through these builds. The first is consolidation: Unified Log360 is a centralized architecture pulling Log360 components and integrations into a single interface, and a PPM now lets standalone Log360 and EventLog Analyzer deployments carry supported configurations across. The second is a heavy security cadence — CVEs in this window include an unauthenticated local collector registration bypass, an authentication bypass allowing login as another user, and two authenticated RCE paths, alongside bundled PostgreSQL, Tomcat, Elasticsearch, and Kafka upgrades.
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 Log360 vs Keboola: editorial side-by-side
ManageEngine Log360
5.0ANALYTICS
Log360 is collapsing a scattered suite into one console — and opening the migration door to it.
◆ Current state
Two threads run through these builds. The first is consolidation: Unified Log360 is a centralized architecture pulling Log360 components and integrations into a single interface, and a PPM now lets standalone Log360 and EventLog Analyzer deployments carry supported configurations across. The second is a heavy security cadence — CVEs in this window include an unauthenticated local collector registration bypass, an authentication bypass allowing login as another user, and two authenticated RCE paths, alongside bundled PostgreSQL, Tomcat, Elasticsearch, and Kafka upgrades.
◆ Where it's heading
ManageEngine is turning integrations into marketplace extensions rather than core releases — CrowdStrike Falcon Event Streams, Okta, Bitdefender GravityZone, and MikroTik all arrived that way, and extensions can now own a Dashboard tab. Combined with the Unified migration path and earlier work pulling NetFlow Analyzer, Firewall Analyzer, and the OpManager suite in as log sources, the shape is clear: one console, one log pipeline, and a plug-in surface where connector work happens. The recurring fixes around migration failures and service pack stacking suggest that transition is still bumpy in the field.
◆ Prediction
Expect connector coverage to keep expanding through the marketplace rather than through builds, and continued migration hardening as more standalone deployments move to Unified Log360. The steady CVE cadence points to further security patch builds on a two-to-four week rhythm.
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 Log360 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 Log360 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 Log360 alternatives → · See all Keboola alternatives →
Recent activity from ManageEngine Log360 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 ⚡
- 22d agoManageEngine Log360Two auth-bypass CVEs patched; PostgreSQL and Tomcat bumped
- 27d agoKeboolaPython 3.10 Deprecation for Streamlit Apps (September 2026)
- 1mo agoManageEngine Log360CrowdStrike, Okta and Bitdefender ship as marketplace extensions
- 1mo agoKeboolaFlows: New Condition Operators and Run Selected Tasks
- 1mo agoKeboolaBranched Storage on BigQuery
- 1mo agoManageEngine Log360Applying multiple service packs in one pass no longer fails
- 2mo agoManageEngine Log360Three CVEs closed, including two authenticated RCE paths
- 2mo agoManageEngine Log360Standalone Log360 can now migrate to the Unified Log360 architecture ⚡
- 2mo agoManageEngine Log360Migration failures from threat import and missing tables fixed
Frequently asked questions
What is the difference between ManageEngine Log360 and Keboola?
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 ManageEngine Log360 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 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 ManageEngine Log360?
Top ManageEngine Log360 alternatives in Analytics are ranked by recent ship velocity. Browse the "ManageEngine Log360 alternatives" section above for the current picks, or visit /alternatives/manageengine-log360 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.