edibble
A grammar for experimental design that learned to compose designs and track its own provenance.
A side-by-side editorial comparison of broom.helpers and kwb.db — release velocity, themes, recent moves, and the top alternatives to consider.
The tidying engine under gtsummary keeps widening its model coverage while retiring its own selector layer.
broom.helpers standardises the output of regression models so downstream packages can render them, and its release notes are essentially a running list of newly supported model classes. Recent versions added quantreg, svyVGAM, VGAM, glmtoolbox and mmrm support alongside a steady stream of fixes for fixest and survey models. In parallel it has spent three releases dismantling its own selector helpers in favour of the cards package.
A water-research lab's ODBC helper, still fighting Windows database drivers a decade in.
kwb.db is internal tooling from Kompetenzzentrum Wasser Berlin that wraps ODBC access to MS Access and similar databases for the lab's R workflows. Its functionality covers schema inspection, relation reading and database dumps, with a long-standing preoccupation with the 32-bit versus 64-bit driver split on Windows. The most recent release pins a newer RODBC to fix Windows installation.
broom.helpers standardises the output of regression models so downstream packages can render them, and its release notes are essentially a running list of newly supported model classes. Recent versions added quantreg, svyVGAM, VGAM, glmtoolbox and mmrm support alongside a steady stream of fixes for fixest and survey models. In parallel it has spent three releases dismantling its own selector helpers in favour of the cards package.
Two arcs run in parallel. The first is accretive: each release absorbs another modelling package, which is the natural job of a translation layer and shows no sign of slowing. The second is subtractive and now complete — the dot-prefixed selector functions were deprecated in 1.17.0, hard deprecated in 1.20.0, and removed in 1.22.0, alongside the deprecation of tidy_marginal_means() and tidy_margins() as their upstream packages moved or left CRAN. The package is consolidating on parameters and marginaleffects as its computational backends while shedding machinery that now belongs to gtsummary's ecosystem.
The next release will most likely add support for another model class and continue trimming tidiers whose upstream packages have been superseded, following the pattern of the last six.
kwb.db is internal tooling from Kompetenzzentrum Wasser Berlin that wraps ODBC access to MS Access and similar databases for the lab's R workflows. Its functionality covers schema inspection, relation reading and database dumps, with a long-standing preoccupation with the 32-bit versus 64-bit driver split on Windows. The most recent release pins a newer RODBC to fix Windows installation.
The visible history is dominated by driver plumbing rather than features. Early versions added a bridge for calling 32-bit ODBC drivers from a 64-bit R session, then reversed course once 64-bit drivers shipped with MS Office, preferring RODBC directly and falling back only when needed. Later work exposed more of the internals — dumpDatabase, SQL builders, then schema and relation readers — turning a connection helper into something closer to a metadata extractor. The 2025 release is pure survival, and its note candidly records that Ubuntu and macOS installs still fail in CI.
Expect the next release to respond to another RODBC or driver breakage rather than to add functionality, given that installation has been the binding problem across the last several releases.
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 broom.helpers or kwb.db.
A grammar for experimental design that learned to compose designs and track its own provenance.
A Swiss clinical-trial data reader that surfaces once every couple of years to clear check notes.
Brazil's flight-data package keeps working around what ANAC publishes and when.
A star-schema modelling package grew a query language, a deployment path, and then a map layer.
PACTA's loan-book matcher opened up to sector taxonomies other than its own.
PACTA's climate-alignment charting layer split prep from plotting, then settled into stable.
See all broom.helpers alternatives → · See all kwb.db alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
Both compete on the same themes — r-package — within Analytics. broom.helpers and kwb.db are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). 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. broom.helpers and kwb.db are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
Top broom.helpers alternatives in Analytics are ranked by recent ship velocity. Browse the "broom.helpers alternatives" section above for the current picks, or visit /alternatives/broom-helpers for the full list with editorial commentary on each.
Top kwb.db alternatives in Analytics are ranked by recent ship velocity. Browse the "kwb.db alternatives" section above for the current picks, or visit /alternatives/kwb-db for the full list with editorial commentary on each.