OpenObserve
OpenObserve ships v1.0.0 GA after a five-RC stabilization run, making its enterprise observability play official.
A side-by-side editorial comparison of Feedly and Keboola — release velocity, themes, recent moves, and the top alternatives to consider.
| Feature | Feedly | Keboola |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 5.0 | 7.5 |
| Sparks · 30d | 0 | 2 |
| Top themes | threat-intelligence, ai-agents, cve-triage, soc-integrations | data-platform, ai-agents, mcp, etl |
| Last editorial update | 21d ago | 1d ago |
| Website | — | Visit → |
Feedly has become a threat-intel platform where AI agents, not feeds, do the reading.
Feedly now ships on a two-week cadence almost entirely against its Threat Intelligence product. The surface is a family of AI agents — Custom Intel Agents, Cyberattack Agent, Vulnerability Agent, plus tuned models for insider threats and threat-actor campaigns — wrapped in Insight Cards that carry CVE, IoC and detection-rule context. Report Builder and newsletters are the output layer; the RSS reader heritage barely appears in the changelog anymore.
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.
Feedly now ships on a two-week cadence almost entirely against its Threat Intelligence product. The surface is a family of AI agents — Custom Intel Agents, Cyberattack Agent, Vulnerability Agent, plus tuned models for insider threats and threat-actor campaigns — wrapped in Insight Cards that carry CVE, IoC and detection-rule context. Report Builder and newsletters are the output layer; the RSS reader heritage barely appears in the changelog anymore.
Two threads run through every release. First, agents are being fleshed out into complete workflow objects: they gained Ask AI Analyze and Research actions, then table controls, then alerting. Second, Feedly is closing the trust gap that AI-generated intel opens — MITRE ATT&CK tagging accuracy, exploit confidence and evidence on CVE cards, and Report Builder citations that resolve to the source passage. The integrations (Censys, GreyNoise, VirusTotal, Analyst1, SPL alongside KQL) point at fitting into SOC tooling rather than replacing it.
Expect the alerting added to Custom Intel Agents to spread to the other agents, and continued query-language and enrichment coverage aimed at existing SIEM workflows. Whether the Ask AI Research Playground becomes a real self-serve entry point or stays an evaluation demo is not readable from these entries.
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.
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.
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.
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 Feedly or Keboola.
OpenObserve ships v1.0.0 GA after a five-RC stabilization run, making its enterprise observability play official.
dbt 2.0 ships stable with an official OSS/proprietary split and agentic skill loading
Fulcrum ships MCP server and AI Toolkit to let AI assistants build and query field data forms
Holistics builds AI governance and docs-as-analytics in parallel, shipping both weekly
OpenHouse breaks ground on Iceberg views while tightening storage lifecycle and authorization
Lightdash is cutting its dbt dependency and building AI-powered authoring into every layer of its BI stack.
See all Feedly alternatives → · See all Keboola alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
Both compete on the same themes — ai-agents — within Analytics. 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.
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.
Top Feedly alternatives in Analytics are ranked by recent ship velocity. Browse the "Feedly alternatives" section above for the current picks, or visit /alternatives/feedly for the full list with editorial commentary on each.
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.