Fulcrum
Fulcrum is consolidating on Esri, with Google Maps gone September 1
A side-by-side editorial comparison of Deequ and Piwik PRO — release velocity, themes, recent moves, and the top alternatives to consider.
| Feature | Deequ | Piwik PRO |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 0.0 | 5.0 |
| Sparks · 30d | 0 | 0 |
| Top themes | data-quality, spark, dqdl, jvm-library | web-analytics, gdpr, scheduled-reports, google-ads-integration |
| Last editorial update | 15h ago | 3mo ago |
| Website | Visit → | — |
Deequ ships GitHub tags whose release notes are one commit message long
Deequ is a data quality library for Spark, and it releases per Spark version — tags carry a -spark-3.5 or -spark-4.0 suffix, so the same code line ships more than once. The release notes are whatever the last commit message said, which here means each entry is a single line. Four releases landed in a month between March and April 2026, and only two of them contain any product change: a Range analyzer with DQDL rule support, and a processRowsTyped API for typed outcome access.
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.
Deequ is a data quality library for Spark, and it releases per Spark version — tags carry a -spark-3.5 or -spark-4.0 suffix, so the same code line ships more than once. The release notes are whatever the last commit message said, which here means each entry is a single line. Four releases landed in a month between March and April 2026, and only two of them contain any product change: a Range analyzer with DQDL rule support, and a processRowsTyped API for typed outcome access.
The visible work points in one direction — making check results programmatically consumable rather than just readable. A typed outcome API and a rule language binding are what you build when Deequ is being called from a pipeline that reacts to the result, not from a notebook where a human reads it. The column-pruning override added alongside the Range analyzer suggests the same attention on the cost side, keeping analyzers from scanning columns they do not reference.
The entries are too thin to support a confident read of what comes next; the only clear pattern is that each change will ship separately against Spark 3.5 and Spark 4.0, so the version skew between those branches will keep widening.
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 Deequ or Piwik PRO.
Fulcrum is consolidating on Esri, with Google Maps gone September 1
Omni ships weekly, and almost every week the headline item is an AI feature
Four ODD Platform releases in two weeks, and not one of them changes the product
Baremaps got geoparquet and hillshading, then went quiet for eighteen months in incubation
Marquez spent 2024 turning a lineage store into a UI, then stopped releasing
Amundsen's last release was a config flag, and the feed has been silent for two years
See all Deequ 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. Piwik PRO is currently shipping more aggressively (velocity 5.0 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Piwik PRO is currently shipping more aggressively (velocity 5.0 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.
Top Deequ alternatives in Analytics are ranked by recent ship velocity. Browse the "Deequ alternatives" section above for the current picks, or visit /alternatives/deequ 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.