Fulcrum
Fulcrum is consolidating on Esri, with Google Maps gone September 1
A side-by-side editorial comparison of dbt Core and Piwik PRO — release velocity, themes, recent moves, and the top alternatives to consider.
| Feature | dbt Core | Piwik PRO |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 7.5 | 5.0 |
| Sparks · 30d | 2 | 0 |
| Top themes | dbt-fusion, rust-rewrite, static-analysis, semantic-layer | web-analytics, gdpr, scheduled-reports, google-ads-integration |
| Last editorial update | 1d ago | 3mo ago |
| Website | Visit → | — |
The Rust rewrite crosses from alpha to beta, and it can now bind SQL without touching the warehouse.
dbt is running two release lines at once. The 1.x Python line reached 1.12.0 in July, a GA that removed the experimental dbt login command and the bundled dbt-state plugin outright while adding the v2 semantic layer YAML parsing. The 2.0 Fusion line — the Rust engine — moved through five alphas and reached its first beta on August 10, carrying catalog-free binding, dbt state explain, redundant-test skipping, and a lint rule system that understands node selection.
Piwik PRO ships steady fortnightly fix releases with quiet integration improvements.
Recent releases (18.59 through 18.66) follow a tight bi-weekly cadence dominated by analytics bug fixes — chart tooltips, scheduled-report PDF rendering, sorting and pagination edge cases — interleaved with smaller integration improvements: Google Ads account-switching, expanded AI-referral domain detection, sequential-audience sort and filter, in-app contact form. No directional moves in this window.
dbt is running two release lines at once. The 1.x Python line reached 1.12.0 in July, a GA that removed the experimental dbt login command and the bundled dbt-state plugin outright while adding the v2 semantic layer YAML parsing. The 2.0 Fusion line — the Rust engine — moved through five alphas and reached its first beta on August 10, carrying catalog-free binding, dbt state explain, redundant-test skipping, and a lint rule system that understands node selection.
Fusion is being built to do statically what dbt-core did by asking the warehouse. Catalog-free binding lets SQL bind without introspection, tests get skipped when they are provably redundant, and dbt State speculatively submits nodes while the dependency prefetch is still in flight — all of it trading round-trips for compile-time analysis. Meanwhile 1.x is absorbing the v2 semantic layer YAML piece by piece, which puts metrics and entities into the model graph itself. Adapter breadth keeps widening in parallel, with Databricks service principal auth, Redshift group grants, and ClickHouse materialization configs.
With beta.1 out, the next milestones are further betas hardening the Fusion feature set toward parity, and continued v2 semantic YAML work landing in the 1.x line.
Recent releases (18.59 through 18.66) follow a tight bi-weekly cadence dominated by analytics bug fixes — chart tooltips, scheduled-report PDF rendering, sorting and pagination edge cases — interleaved with smaller integration improvements: Google Ads account-switching, expanded AI-referral domain detection, sequential-audience sort and filter, in-app contact form. No directional moves in this window.
The product is in maintenance-and-polish mode, focused on the edges where reports, exports, and integrations break. The most signal-bearing recent change is broader Google Ads account management plus more domains classified as AI-driven traffic — small hints at where buyers are asking for sharper analytics.
Expect Piwik PRO to keep shipping defect-density patches at this cadence, with what feature growth there is concentrated in AI-traffic attribution and Google Ads tooling rather than core analytics primitives.
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 dbt Core or Piwik PRO.
Fulcrum is consolidating on Esri, with Google Maps gone September 1
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Baremaps got geoparquet and hillshading, then went quiet for eighteen months in incubation
Deequ ships GitHub tags whose release notes are one commit message long
Marquez spent 2024 turning a lineage store into a UI, then stopped releasing
See all dbt Core alternatives → · See all Piwik PRO alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. dbt Core is currently shipping more aggressively (velocity 7.5 vs 5.0), 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. dbt Core is currently shipping more aggressively (velocity 7.5 vs 5.0), 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.
Top dbt Core alternatives in Analytics are ranked by recent ship velocity. Browse the "dbt Core alternatives" section above for the current picks, or visit /alternatives/dbt-core for the full list with editorial commentary on each.
Top Piwik PRO alternatives in Analytics are ranked by recent ship velocity. Browse the "Piwik PRO alternatives" section above for the current picks, or visit /alternatives/piwik-pro for the full list with editorial commentary on each.