Zoho Creator
Three months on, Zoho is still selling the HDS certification rather than shipping past it.
A side-by-side editorial comparison of ggfootball and Retool — release velocity, themes, recent moves, and the top alternatives to consider.
A football-viz package just swapped scraping for an API and broke its own output to do it.
ggfootball is a small R package for plotting expected-goals and shot data, sourced from Understat. Four releases are visible. The 0.2.x line was argument tidying and dependency pruning; 0.3.0 replaced the data-acquisition layer wholesale, moving get_match_shots() from HTML parsing onto Understat's AJAX endpoints and changing the returned column names in the process.
Retool now debugs the apps its agent builds, and versions them across instances.
Releases land several times a week on two tracks. The app-building agent keeps gaining working surface — plan mode, managed building context, and now a debug console that inspects apps, surfaces errors and logs, and hands them to the agent to resolve. The second track is governance: table, column, and row-level access policies on PostgreSQL resources in public beta, BYOK token accounting, an admin onboarding hub. Assist is still scheduled for removal on September 30, 2026.
ggfootball is a small R package for plotting expected-goals and shot data, sourced from Understat. Four releases are visible. The 0.2.x line was argument tidying and dependency pruning; 0.3.0 replaced the data-acquisition layer wholesale, moving get_match_shots() from HTML parsing onto Understat's AJAX endpoints and changing the returned column names in the process.
The direction is away from scraped HTML and toward a thinner, more defensible package: four dependencies dropped in 0.3.0 on top of qdapRegex in 0.2.1, input validation added, error messages rewritten. Both breaking changes so far were accepted rather than deferred, which reads as a maintainer treating pre-1.0 as the window to get the shape right. The package is willing to break callers for structural reasons, not cosmetic ones.
With the scraper rebuilt and the dependency surface trimmed, the next releases are likely to stabilise the new column names and extend the plotting side, which has seen nothing since 0.2.0. A 1.0 would be the signal that the data structure is now considered fixed.
Releases land several times a week on two tracks. The app-building agent keeps gaining working surface — plan mode, managed building context, and now a debug console that inspects apps, surfaces errors and logs, and hands them to the agent to resolve. The second track is governance: table, column, and row-level access policies on PostgreSQL resources in public beta, BYOK token accounting, an admin onboarding hub. Assist is still scheduled for removal on September 30, 2026.
The agent is being consolidated into the app builder rather than sold beside it, and the supporting machinery is arriving in the same cadence. The debug console is the notable piece: it closes the loop where an agent writes an app and someone then has to work out why it fails. Multi-instance releases reaching new-builder apps puts agent-generated apps on the same promotion path classic apps and workflows already had, which is what moving them toward production requires.
Access policies should extend past PostgreSQL to other resource types as they leave beta, and the debug console's error surface is the natural place for the agent to start proposing fixes rather than waiting to be asked.
Other Infra & APIs 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 ggfootball or Retool.
Three months on, Zoho is still selling the HDS certification rather than shipping past it.
A pattern-mining package that keeps making its own search cheaper rather than wider.
exametrika breaks its own numbers to fix them, and ships the fit statistic nominal data lacked.
Traefik's 2.11 line spends August fixing the names it generates for Kubernetes resources.
nginx returns to feature work with PROXY v2 upstream writes, and quietly adds JSON to core.
ESPHome closes the 2026.8 cycle, but the release body is a bare link to the real notes.
See all ggfootball alternatives → · See all Retool alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Retool 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. Retool 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 Infra & APIs products to evaluate alongside.
Top ggfootball alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "ggfootball alternatives" section above for the current picks, or visit /alternatives/ggfootball for the full list with editorial commentary on each.
Top Retool alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Retool alternatives" section above for the current picks, or visit /alternatives/retool for the full list with editorial commentary on each.