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Keboola vs Apache SkyWalking

A side-by-side editorial comparison of Keboola and Apache SkyWalking — release velocity, themes, recent moves, and the top alternatives to consider.

Keboola vs Apache SkyWalking: at a glance

FeatureKeboolaApache SkyWalking
SectorAnalyticsAnalytics
Velocity score5.03.8
Sparks · 30d00
Top themesdata-platform, mcp, ai-assistant, governanceobservability, apm, banyandb, architecture-split
Last editorial update1d ago2mo ago
WebsiteVisit →Visit →

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.

Read the full Keboola trajectory →

What is Apache SkyWalking?

SkyWalking 11.0 cuts the UI out of the backend and hands it to a separate project.

Apache SkyWalking is an open-source APM and observability platform, and its recent releases have been a sustained rebuild of its own foundations. BanyanDB, its purpose-built storage engine, replaced H2 outright and was then declared large-scale ready. The Groovy DSL runtime was ripped out for an ANTLR4 and Javassist pipeline with fail-fast compilation. GenAI observability arrived as a new telemetry domain. Version 11.0.0 now removes the bundled UI from the OAP release entirely, adds TLS with certificate hot-reload across every HTTP surface, and introduces a queryAlarms GraphQL API alongside runtime rule hot-update and a live DSL debugger.

Read the full Apache SkyWalking trajectory →

Keboola vs Apache SkyWalking: editorial side-by-side

K
Keboola
ANALYTICS
5.0

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.

A3.8

SkyWalking 11.0 cuts the UI out of the backend and hands it to a separate project.

◆ Current state

Apache SkyWalking is an open-source APM and observability platform, and its recent releases have been a sustained rebuild of its own foundations. BanyanDB, its purpose-built storage engine, replaced H2 outright and was then declared large-scale ready. The Groovy DSL runtime was ripped out for an ANTLR4 and Javassist pipeline with fail-fast compilation. GenAI observability arrived as a new telemetry domain. Version 11.0.0 now removes the bundled UI from the OAP release entirely, adds TLS with certificate hot-reload across every HTTP surface, and introduces a queryAlarms GraphQL API alongside runtime rule hot-update and a live DSL debugger.

◆ Where it's heading

The consistent method is subtraction: remove the convenient default, absorb the dependency into something the project controls, then optimise it. H2 went so BanyanDB could be the only answer. Groovy went so the DSL could be compiled and type-checked. Now the UI goes so the backend can release on its own cadence. Each removal costs operators a migration and buys the project a surface it fully owns. The security and operations work in 11.0.0 — TLS everywhere, cert rotation without restart, alarm querying by entity and layer — reads as the same platform being made deployable in environments that audit these things.

◆ Prediction

With the UI decoupled and released independently, the version coupling operators previously relied on is gone; expect the project to publish compatibility guidance or a supported-version matrix between OAP and Horizon UI, since the release notes acknowledge there is no 1:1 mapping.

Alternatives to Keboola and Apache SkyWalking

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 Apache SkyWalking.

See all Keboola alternatives → · See all Apache SkyWalking alternatives →

Recent activity from Keboola and Apache SkyWalking

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 1d agoKeboolaSwitch Keboola to Dark Mode
  2. 3d agoKeboolaUnused Workspaces Will Be Cleaned Up Automatically
  3. 6d agoKeboolaKeboola MCP Server: query_data Runs Read-Only Queries Only
  4. 9d agoKeboolaSending API Tokens via Email Will Be Removed on February 4, 2027
  5. 17d agoKeboolaFaster App Starts by Default
  6. 22d agoKeboolaKai remembers what matters: shared team memory
  7. 2mo agoApache SkyWalking11.0.0 - Horizon Ready, Runtime Rule Hot-Update and Live DSL Debugger ⚡
  8. 7mo agoApache SkyWalking10.4.0 - GenAI Observability, Groovy-Free Runtime and Grafana Tempo Compatible ⚡
  9. 10mo agoApache SkyWalking10.3.0 - New Trace Model in BanyanDB
  10. 1y agoApache SkyWalking10.2.0 - No H2, More BanyanDB ⚡

Frequently asked questions

What is the difference between Keboola and Apache SkyWalking?

They serve adjacent needs but don't currently overlap on shipped themes. Keboola is currently shipping more aggressively (velocity 5.0 vs 3.8), 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 Keboola better than Apache SkyWalking?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola is currently shipping more aggressively (velocity 5.0 vs 3.8), 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 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 Apache SkyWalking?

Top Apache SkyWalking alternatives in Analytics are ranked by recent ship velocity. Browse the "Apache SkyWalking alternatives" section above for the current picks, or visit /alternatives/skywalking for the full list with editorial commentary on each.