Fulcrum
Fulcrum ships MCP server and AI Toolkit to let AI assistants build and query field data forms
Comparison · Analytics
GoAccess vs Keboola
A side-by-side editorial comparison of GoAccess and Keboola — release velocity, themes, recent moves, and the top alternatives to consider.
GoAccess vs Keboola: at a glance
What is GoAccess?
GoAccess 1.11 cuts storage memory 20% and parsing time 35% — meaningful gains for large log volumes.
GoAccess is a mature open-source web log analyzer with both a terminal UI and a self-contained HTML report. The 1.10 release cycle added city-level geolocation, bar charts, panel reordering in the TUI, expandable subitems, compressed log parsing via zlib, and a refreshed HTML dashboard. The 1.11 release follows with performance gains that compound: 20% less storage memory and 35% faster parsing, alongside crash-safe auto-migration of persisted databases to a new storage format.
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.
GoAccess vs Keboola: editorial side-by-side
GoAccess
0.0ANALYTICS
GoAccess 1.11 cuts storage memory 20% and parsing time 35% — meaningful gains for large log volumes.
◆ Current state
GoAccess is a mature open-source web log analyzer with both a terminal UI and a self-contained HTML report. The 1.10 release cycle added city-level geolocation, bar charts, panel reordering in the TUI, expandable subitems, compressed log parsing via zlib, and a refreshed HTML dashboard. The 1.11 release follows with performance gains that compound: 20% less storage memory and 35% faster parsing, alongside crash-safe auto-migration of persisted databases to a new storage format.
◆ Where it's heading
GoAccess ships consistent maintenance releases every 1–3 months, adding geolocation resolution depth, browser and OS detection breadth, and accessibility improvements without changing the core architecture. The pattern is reliability and performance refinement, not capability expansion. The storage format migration in 1.11 is the most infrastructural change visible — it suggests the team is addressing technical debt in the persistence layer.
◆ Prediction
The next release will likely continue incremental refinements: more browser/OS entries, additional translations, and further performance work. The storage v3 format migration sets up for future capability additions in persisted data, but a directional shift is not visible from these entries alone.
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 GoAccess 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 GoAccess or Keboola.
Holistics
Holistics builds AI governance and docs-as-analytics in parallel, shipping both weekly
dbt Core
dbt 2.0 enters final RC with beta Snowflake interactive_table materialization and full ClickHouse MV support.
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.
Omni
Omni's Apps reach general availability, completing its embedded analytics platform pitch.
See all GoAccess alternatives → · See all Keboola alternatives →
Recent activity from GoAccess 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
- 1mo agoGoAccessGoAccess 1.11: 35% faster parsing, 20% less memory, crash-safe DB migration
- 5mo agoGoAccessGoAccess 1.10.2
- 7mo agoGoAccessGoAccess 1.10.1
- 7mo agoGoAccessGoAccess 1.10: city geolocation, bar charts, panel reordering, compressed log support
- 1y agoGoAccess# Release 1.9.4 Monday, March 31, 2025
- 2y agoGoAccessGoAccess 1.9.3
Frequently asked questions
What is the difference between GoAccess 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 GoAccess 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 GoAccess?
Top GoAccess alternatives in Analytics are ranked by recent ship velocity. Browse the "GoAccess alternatives" section above for the current picks, or visit /alternatives/goaccess 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.