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Comparison · Analytics
Keboola vs Neo4j
A side-by-side editorial comparison of Keboola and Neo4j — release velocity, themes, recent moves, and the top alternatives to consider.
Keboola vs Neo4j: at a glance
| Feature | Keboola | Neo4j |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 5.0 | 6.3 |
| Sparks · 30d | 0 | 1 |
| Top themes | data-platform, mcp, bigquery, snowflake | graph-database, graph-analytics, access-control, cypher |
| Last editorial update | 3d ago | 2d ago |
| Website | Visit → | — |
What is Keboola?
Keboola is smoothing the seams — MCP login, direct workspace writes, and BigQuery catching up to Snowflake
Keboola's August work is concentrated on removing intermediate steps. The MCP server swapped pasted Storage API tokens for a one-time browser login that reaches every project on a stack, workspaces write straight into Storage without an output-mapping job, and branched storage arrives on BigQuery to match Snowflake. Alongside that sits a run of runtime and authentication deprecations with hard dates.
What is Neo4j?
Neo4j gives away graph analytics, then builds out the language and console around it.
August was unusually dense and closes on language work. Aura Graph Analytics landed on the AuraDB free tier, multiple databases entered public preview, ABAC brought dynamic and time-based access control, and Query Tabs reworked how queries are organised. The Enterprise Studio release was administrative rather than analytical - cloud secret managers, universal role mapping for Studio creators, consistent error handling, plus virtual-graph support, rule-based table styling and a presentation mode across Bloom and Dashboards. The month-end Aura release is Cypher 25 itself: a native UUID type, string interpolation, exportable access-setup commands, and list predicates in property-based access control.
Keboola vs Neo4j: editorial side-by-side
Keboola
5.0ANALYTICS
Keboola is smoothing the seams — MCP login, direct workspace writes, and BigQuery catching up to Snowflake
◆ Current state
Keboola's August work is concentrated on removing intermediate steps. The MCP server swapped pasted Storage API tokens for a one-time browser login that reaches every project on a stack, workspaces write straight into Storage without an output-mapping job, and branched storage arrives on BigQuery to match Snowflake. Alongside that sits a run of runtime and authentication deprecations with hard dates.
◆ Where it's heading
Two threads run in parallel: making the assistant and workspace surfaces less ceremonious, and dragging the BigQuery backend to parity with Snowflake ahead of Branches 2.0. The deprecation notices — Python 3.10, Snowflake password auth — suggest a platform clearing old ground before the next structural release.
◆ Prediction
Branches 2.0 with approval workflows and conflict resolution is the next substantial release, and it should land once BigQuery parity work is finished.
Neo4j
6.3ANALYTICS
Neo4j gives away graph analytics, then builds out the language and console around it.
◆ Current state
August was unusually dense and closes on language work. Aura Graph Analytics landed on the AuraDB free tier, multiple databases entered public preview, ABAC brought dynamic and time-based access control, and Query Tabs reworked how queries are organised. The Enterprise Studio release was administrative rather than analytical - cloud secret managers, universal role mapping for Studio creators, consistent error handling, plus virtual-graph support, rule-based table styling and a presentation mode across Bloom and Dashboards. The month-end Aura release is Cypher 25 itself: a native UUID type, string interpolation, exportable access-setup commands, and list predicates in property-based access control.
◆ Where it's heading
Neo4j is competing on what its free and managed tiers include rather than on the engine, and everything around that bet is being brought up to the standard it implies - secret storage, uniform role mapping, and now a query language gaining the ergonomics that make self-service credible. Access control is the thread that compounds fastest: ABAC mid-month, PBAC list predicates at month's end, and commands that let an operator export and replay a whole grant setup. The pattern is a database company doing platform work, with the differentiators given away at the bottom of the range and the operational surface above them made convincing enough for the enterprises expected to pay.
◆ Prediction
Multiple databases in public preview is the obvious candidate for general availability next, and the steady access-control work suggests the tenancy and role model will be extended to cover it. Expect the monthly Aura and Studio cadence to keep alternating between Cypher surface and operational plumbing.
Alternatives to Keboola and Neo4j
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 Neo4j.
Chord
Chord is turning its analytics assistant into something with memory, and now feeding it more sources
Datawrapper
Datawrapper ships one small fix at a time, each named for the chart it touches
Holistics
After a summer fencing in its AI layer, Holistics points it at the question analysts get asked most.
dbt Core
Fusion's 2.0 train has become adapter work: Exasol from scratch, ClickHouse toward parity.
AgencyAnalytics
Reporting tool turning itself into the place agencies prove AI visibility to clients
See all Keboola alternatives → · See all Neo4j alternatives →
Recent activity from Keboola and Neo4j
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 3d agoNeo4jCypher 25 adds a native UUID type and string interpolation
- 5d agoNeo4jEnterprise Studio adds cloud secret managers and uniform role mapping
- 8d agoNeo4jMultiple Databases now in Public Preview
- 8d agoKeboolaKeboola MCP: Log In Once, Work Across Every Project
- 13d agoKeboolaPython 3.10 Deprecation for Streamlit Data Apps
- 21d agoNeo4jAura Graph Analytics is now available on AuraDB Free ⚡
- 21d agoNeo4jDynamic & Time-Based Access Control with ABAC, now in Neo4j Aura!
- 23d agoKeboolaFlows: New Condition Operators and Run Selected Tasks
- 26d agoKeboolaBranched Storage on BigQuery
- 27d agoKeboolaWorkspaces Now Write Directly to Storage Tables
- 28d agoNeo4jQuery Tabs: A new way to work with your queries
- 28d agoKeboolaNew Python Versions Available for Transformations and Workspaces
Frequently asked questions
What is the difference between Keboola and Neo4j?
They serve adjacent needs but don't currently overlap on shipped themes. Neo4j is currently shipping more aggressively (velocity 6.3 vs 5.0), with 1 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 Neo4j?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Neo4j is currently shipping more aggressively (velocity 6.3 vs 5.0), with 1 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 Neo4j?
Top Neo4j alternatives in Analytics are ranked by recent ship velocity. Browse the "Neo4j alternatives" section above for the current picks, or visit /alternatives/neo4j for the full list with editorial commentary on each.