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Comparison · Analytics
Apache Baremaps vs OpenCTI
A side-by-side editorial comparison of Apache Baremaps and OpenCTI — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Baremaps vs OpenCTI: at a glance
What is Apache Baremaps?
Baremaps got geoparquet and hillshading, then went quiet for eighteen months in incubation
Apache Baremaps is a pipeline for building vector map tiles from OpenStreetMap and raster sources, still carrying the incubating designation across every release in this window. The work splits between format support and the tile-serving path: geoparquet reading arrived in 0.8.1 along with vector contours and hillshades generated from raster tiles, while 0.8.2 fixed a Postgres tile store performance issue and added a materialized-views refresher. Release notes open with the same appeal for new contributors every time, which is itself a signal about the size of the community.
What is OpenCTI?
OpenCTI ships FIPS-validated base images and a new vulnerability data model, targeting enterprise and government deployments.
OpenCTI is in a high-cadence operational hardening phase, releasing every 2–4 days. The recent window shows three parallel tracks: enterprise compliance (FIPS 140-3 validated Python/Node base image), platform-wide design unification (Filigran Design System v1 rollout), and data model expansion (new vulnerability module, score fields on threat actor and malware entities). The AI chatbot 'Ask Ariane' received multiple crash fixes, and a prior release added human-in-the-loop tool approval — signs that the AI analysis layer is maturing from experimental to production-grade.
Apache Baremaps vs OpenCTI: editorial side-by-side
Apache Baremaps
0.0ANALYTICS
Baremaps got geoparquet and hillshading, then went quiet for eighteen months in incubation
◆ Current state
Apache Baremaps is a pipeline for building vector map tiles from OpenStreetMap and raster sources, still carrying the incubating designation across every release in this window. The work splits between format support and the tile-serving path: geoparquet reading arrived in 0.8.1 along with vector contours and hillshades generated from raster tiles, while 0.8.2 fixed a Postgres tile store performance issue and added a materialized-views refresher. Release notes open with the same appeal for new contributors every time, which is itself a signal about the size of the community.
◆ Where it's heading
Two threads are visible. One is broadening what Baremaps can read and produce — geoparquet in, terrain-derived vector layers out — which pushes it past OSM-to-tiles toward a general geospatial pipeline. The other is making the Postgres-backed tile store hold up under load, with version-dependent query generation and materialized view refreshing suggesting real deployments hit its limits. Cadence has been slowing throughout: roughly nine months between 0.7.1 and 0.7.2, eleven to 0.8.1, then two months to 0.8.2, and nothing published since February 2025.
◆ Prediction
The entries offer no roadmap statement, and eighteen months without a release makes the incubation status the open question rather than the feature set; nothing here indicates whether graduation or dormancy is the more likely next step.
OpenCTI
6.3ANALYTICS
OpenCTI ships FIPS-validated base images and a new vulnerability data model, targeting enterprise and government deployments.
◆ Current state
OpenCTI is in a high-cadence operational hardening phase, releasing every 2–4 days. The recent window shows three parallel tracks: enterprise compliance (FIPS 140-3 validated Python/Node base image), platform-wide design unification (Filigran Design System v1 rollout), and data model expansion (new vulnerability module, score fields on threat actor and malware entities). The AI chatbot 'Ask Ariane' received multiple crash fixes, and a prior release added human-in-the-loop tool approval — signs that the AI analysis layer is maturing from experimental to production-grade.
◆ Where it's heading
The combination of FIPS compliance, accessibility hardening, and enterprise-grade session key management signals a deliberate push toward government and regulated-sector deployments. The vulnerability module and inference rules that propagate vulnerability data across the knowledge graph suggest OpenCTI is building toward a more automated threat-correlation engine rather than just a data store.
◆ Prediction
Ask Ariane's human-in-the-loop approval will likely move from opt-in to default as the team gains confidence in the AI tool set. Watch for more inference rules that auto-link threat entities, and for the vulnerability module to grow into a first-class surface with dedicated views and reporting.
Alternatives to Apache Baremaps and OpenCTI
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 Apache Baremaps or OpenCTI.
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 Apache Baremaps alternatives → · See all OpenCTI alternatives →
Recent activity from Apache Baremaps and OpenCTI
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2d agoOpenCTI7.260914.0 — infra maintenance, STIX segregation patch
- 6d agoOpenCTI7.260910.0 — Filigran Design System v1 ships, accessibility and stream metrics
- 9d agoOpenCTI7.260907.0 — FIPS 140-3 base image, investigation graph enhancements
- 12d agoOpenCTI7.260904.0 — session signature key derived from app encryption key
- 13d agoOpenCTI7.260902.0 — search and export bug fixes
- 14d agoOpenCTI7.260901.0 — vulnerability module, entity scoring, workflow UI expanded
- 1y agoApache BaremapsBaremaps 0.8.2 fixes Postgres tile store performance
- 1y agoApache BaremapsBaremaps 0.8.1 adds geoparquet, contours and hillshades
- 2y agoApache BaremapsBaremaps 0.7.2 is release packaging and dependency upkeep
- 3y agoApache BaremapsBaremaps ships its first release under the Apache Foundation
Frequently asked questions
What is the difference between Apache Baremaps and OpenCTI?
They serve adjacent needs but don't currently overlap on shipped themes. OpenCTI is currently shipping more aggressively (velocity 6.3 vs 0.0), 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 Apache Baremaps better than OpenCTI?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. OpenCTI is currently shipping more aggressively (velocity 6.3 vs 0.0), 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 Apache Baremaps?
Top Apache Baremaps alternatives in Analytics are ranked by recent ship velocity. Browse the "Apache Baremaps alternatives" section above for the current picks, or visit /alternatives/baremaps for the full list with editorial commentary on each.
What are the best alternatives to OpenCTI?
Top OpenCTI alternatives in Analytics are ranked by recent ship velocity. Browse the "OpenCTI alternatives" section above for the current picks, or visit /alternatives/opencti for the full list with editorial commentary on each.