OpenObserve
OpenObserve ships v1.0.0 GA after a five-RC stabilization run, making its enterprise observability play official.
Comparison · Analytics
Shynet vs Keboola
A side-by-side editorial comparison of Shynet and Keboola — release velocity, themes, recent moves, and the top alternatives to consider.
Shynet vs Keboola: at a glance
What is Shynet?
Shynet went silent for two and a half years and a security audit is what woke it up.
Shynet's most recent release closes two externally reported vulnerabilities: a wildcard ALLOWED_HOSTS default enabling password reset poisoning, and stored XSS in two template filters, both credited to an outside security firm. It arrived after a gap of roughly two and a half years, and the release before it was a temporary dependency install workaround. The dashboard features people associate with the project — the annotated world map, the map-versus-table toggle — all date from 2021.
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.
Shynet vs Keboola: editorial side-by-side
Shynet
0.0ANALYTICS
Shynet went silent for two and a half years and a security audit is what woke it up.
◆ Current state
Shynet's most recent release closes two externally reported vulnerabilities: a wildcard ALLOWED_HOSTS default enabling password reset poisoning, and stored XSS in two template filters, both credited to an outside security firm. It arrived after a gap of roughly two and a half years, and the release before it was a temporary dependency install workaround. The dashboard features people associate with the project — the annotated world map, the map-versus-table toggle — all date from 2021.
◆ Where it's heading
The arc is a project that had real community momentum and then stopped. In 2021 releases were arriving monthly and were, by the maintainer's own note, driven entirely by contributors; by 2023 the content was dependabot bumps and build workarounds; after that, nothing until a security report forced a response. Nothing in the recent entry suggests development resumed more broadly — it is a targeted fix release, not a return to cadence.
◆ Prediction
These entries give no basis for expecting feature work to resume; the realistic expectation is that the next release, whenever it comes, is again driven by an external security report or a dependency that stops installing.
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.
Alternatives to Shynet 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 Shynet or Keboola.
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 Shynet alternatives → · See all Keboola alternatives →
Recent activity from Shynet and Keboola
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
- 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
- 6mo agoShynetSecurity and dependency updates
- 3y agoShynetFix Cython/crypto build issues
- 3y agoShynetStability and performance improvements
- 4y agoShynetBug fixes and reliability improvements
- 5y agoShynetDashboard improvements, bug fixes, and upstream security improvements
- 5y agoShynetDeploy using GitHub actions
Frequently asked questions
What is the difference between Shynet and Keboola?
They serve adjacent needs but don't currently overlap on shipped themes. Keboola is currently shipping more aggressively (velocity 7.5 vs 0.0), 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.
Is Shynet better than Keboola?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola is currently shipping more aggressively (velocity 7.5 vs 0.0), 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.
What are the best alternatives to Shynet?
Top Shynet alternatives in Analytics are ranked by recent ship velocity. Browse the "Shynet alternatives" section above for the current picks, or visit /alternatives/shynet 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.