OpenCTI
OpenCTI imports custom views from Hub and lays the groundwork for ingestion health.
A side-by-side editorial comparison of Keboola and NocoDB — release velocity, themes, recent moves, and the top alternatives to consider.
Keboola turns on Branched Storage for all stacks from November 2.
Keboola's recent releases split between hygiene and AI-agent safety. Branched Storage, which gives development branches their own isolated storage, is enabled on all stacks from November 2, with some exceptions handled directly. The MCP server's query_data tool is now read-only, new data app images fix security vulnerabilities, emailing API tokens is being retired, and idle Snowflake and BigQuery workspaces will be deactivated from 9 November. The UI also gained dark mode.
NocoDB 2026.10.1 fits classic apps to phones and puts rate limits on MCP.
NocoDB ships a monthly release plus patches. 2026.10.0 let Claude, ChatGPT, Cursor and other MCP clients connect by signing in. 2026.10.1, labelled a bug fix release, goes further: published classic apps fit phone screens, MCP gets per-account rate limits and last-used times for connected apps, and the consent screen warns about unverified apps. It also carries behavior changes to check: API timestamps now include milliseconds on PostgreSQL and SQLite, password changes delete API tokens and disconnect OAuth apps, and setting the attachment access flag alone now stops /download and /dl serving files.
Keboola's recent releases split between hygiene and AI-agent safety. Branched Storage, which gives development branches their own isolated storage, is enabled on all stacks from November 2, with some exceptions handled directly. The MCP server's query_data tool is now read-only, new data app images fix security vulnerabilities, emailing API tokens is being retired, and idle Snowflake and BigQuery workspaces will be deactivated from 9 November. The UI also gained dark mode.
The platform is limiting what agents, stale resources and older images can touch while making isolated development the default. The pattern is deliberate cleanup ahead of wider agent usage, not new surface area, and changes arrive with fixed dates.
Expect follow-up notes as Branched Storage reaches the remaining projects, plus more guardrails around the MCP server and Kai, such as tighter scopes or approvals.
NocoDB ships a monthly release plus patches. 2026.10.0 let Claude, ChatGPT, Cursor and other MCP clients connect by signing in. 2026.10.1, labelled a bug fix release, goes further: published classic apps fit phone screens, MCP gets per-account rate limits and last-used times for connected apps, and the consent screen warns about unverified apps. It also carries behavior changes to check: API timestamps now include milliseconds on PostgreSQL and SQLite, password changes delete API tokens and disconnect OAuth apps, and setting the attachment access flag alone now stops /download and /dl serving files.
Agent access remains the product's spine, but the work has shifted from widening reach to governing it, with rate limits, hashed MCP tokens, connected-app visibility and consent warnings. Classic apps keep getting real investment despite the rename, which suggests the newer app layer isn't replacing them soon.
Expect the non-classic Apps builder, likely prompt-driven via NocoAI, to be introduced in a coming release, and more MCP controls alongside it. The entries don't show its scope or plan tiering.
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 NocoDB.
OpenCTI imports custom views from Hub and lays the groundwork for ingestion health.
HyperDX 2.43 replays sessions from OpenTelemetry browser SDKs and routes alerts by tag.
Countly backports its token rules to 24.05 and moves that branch to Node 22.
Basedash automations can now attach scheduled CSV exports to Slack and email.
OpenPanel reaches 3.18.2 with six more note-free builds and an SDK patch.
ChartMogul's MRRaudit goes after its own core problem: MRR figures that don't reconcile.
See all Keboola alternatives → · See all NocoDB alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
Both compete on the same themes — mcp — within Analytics. Keboola and NocoDB are shipping at a similar cadence (velocity 5.0 vs 5.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola and NocoDB are shipping at a similar cadence (velocity 5.0 vs 5.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
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.
Top NocoDB alternatives in Analytics are ranked by recent ship velocity. Browse the "NocoDB alternatives" section above for the current picks, or visit /alternatives/nocodb for the full list with editorial commentary on each.