OpenObserve
OpenObserve ships v1.0.0 GA after a five-RC stabilization run, making its enterprise observability play official.
Comparison · Analytics
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
What is Keboola?
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.
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.
Keboola vs Apache SkyWalking: editorial side-by-side
Keboola
7.5ANALYTICS
Keboola's Kai AI assistant hits GA, completing the pivot from data platform to AI-native pipeline orchestration layer.
◆ Current state
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.
◆ Where it's heading
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.
◆ Prediction
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.
Apache SkyWalking
3.8ANALYTICS
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.
dbt Core
dbt 2.0 ships stable with an official OSS/proprietary split and agentic skill loading
Fulcrum
Fulcrum ships MCP server and AI Toolkit to let AI assistants build and query field data forms
Holistics
Holistics builds AI governance and docs-as-analytics in parallel, shipping both weekly
OpenHouse
OpenHouse breaks ground on Iceberg views while tightening storage lifecycle and authorization
Lightdash
Lightdash is cutting its dbt dependency and building AI-powered authoring into every layer of its BI stack.
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.
- 1d agoKeboolaKai is Now Generally Available (Multi-Tenant, Contracted Customers) ⚡
- 6d agoKeboolaMigrate Snowflake Workspaces from Password to Key Pair Auth
- 19d agoApache SkyWalking11.0.0 - Horizon Ready, Runtime Rule Hot-Update and Live DSL Debugger ⚡
- 22d agoKeboolaKeboola MCP: Log In Once, Work Across Every Project ⚡
- 27d agoKeboolaPython 3.10 Deprecation for Streamlit Apps (September 2026)
- 1mo agoKeboolaFlows: New Condition Operators and Run Selected Tasks
- 1mo agoKeboolaBranched Storage on BigQuery
- 5mo agoApache SkyWalking10.4.0 - GenAI Observability, Groovy-Free Runtime and Grafana Tempo Compatible ⚡
- 8mo agoApache SkyWalking10.3.0 - New Trace Model in BanyanDB
- 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 7.5 vs 3.8), with 2 editorial sparks in the last 30 days against 1. 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 7.5 vs 3.8), with 2 editorial sparks in the last 30 days against 1. 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.