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Comparison · Analytics
Apache Iceberg vs Keboola
A side-by-side editorial comparison of Apache Iceberg and Keboola — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Iceberg vs Keboola: at a glance
What is Apache Iceberg?
Iceberg's release cadence is now backports and CVE patches across three live minor lines.
The project is maintaining 1.9.x, 1.10.x and 1.11.x concurrently, and the visible work is overwhelmingly maintenance: dependency bumps, backported fixes, and a steady stream of correctness repairs around nullability, deletes and the REST catalog. 1.10.2 in particular is almost entirely backports plus a CVE fix in a compression dependency.
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.
Apache Iceberg vs Keboola: editorial side-by-side
Apache Iceberg
0.0ANALYTICS
Iceberg's release cadence is now backports and CVE patches across three live minor lines.
◆ Current state
The project is maintaining 1.9.x, 1.10.x and 1.11.x concurrently, and the visible work is overwhelmingly maintenance: dependency bumps, backported fixes, and a steady stream of correctness repairs around nullability, deletes and the REST catalog. 1.10.2 in particular is almost entirely backports plus a CVE fix in a compression dependency.
◆ Where it's heading
The feature story lives in the minor releases and the spec, not the patches — Flink 2.0 support, Variant type work reaching Parquet readers, and repeated REST catalog validation fixes point at a format spending its effort on engine breadth and on the REST catalog as the standard access path. The patch stream shows a format mature enough that its hardest problems are now schema-evolution edge cases and cleanup-on-failure semantics.
◆ Prediction
Expect continued parallel maintenance of the 1.10.x and 1.11.x lines with backports dominating, and the next substantive work to land in Variant type coverage and REST catalog behaviour rather than in the core table spec.
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.
Alternatives to Apache Iceberg 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 Apache Iceberg or Keboola.
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 Apache Iceberg alternatives → · See all Keboola alternatives →
Recent activity from Apache Iceberg and Keboola
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
- 5mo agoApache Iceberg1.11.0 opens a new line on Spark 4.0.1
- 5mo agoApache IcebergBackport release fixes delete ordering and a compression CVE
- 10mo agoApache IcebergNullability and REST catalog validation fixes
- 1y agoApache IcebergFlink 2.0 support and Variant type reaches Parquet
- 1y agoApache IcebergStop retrying object-store 502 and 504 responses
Frequently asked questions
What is the difference between Apache Iceberg and Keboola?
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 Apache Iceberg better than Keboola?
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 Apache Iceberg?
Top Apache Iceberg alternatives in Analytics are ranked by recent ship velocity. Browse the "Apache Iceberg alternatives" section above for the current picks, or visit /alternatives/apache-iceberg 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.