poppr
A population-genetics workhorse in long-term maintenance, shipping only what CRAN demands.
A side-by-side editorial comparison of edibble and varnish — release velocity, themes, recent moves, and the top alternatives to consider.
A grammar for experimental design that learned to compose designs and track its own provenance.
edibble expresses experimental designs declaratively — units, treatments, records and their allotments — rather than calling a canned design function. Since 1.0.0 its internals run on a Provenance object that records the commands used to build a design, and 1.1.0 added conditional treatments, design composition and a separated simulation step. Recent work has focused on designs constructed from existing data rather than from scratch.
The Carpentries' lesson skin, rebuilt on Bootstrap 5 with dark mode and a wider reach.
varnish supplies the HTML and CSS styling for Carpentries lessons. The defining release in this window is 1.0.3, which moved the theme to Bootstrap 5.3.2, implemented dark mode, made analytics configurable and taught the all-in-one search to distinguish learner from instructor views. Since then the work has been consolidation: dark-mode bugs, Sass variables for fonts, per-carpentry favicons, and fonts that render Ukrainian lessons.
edibble expresses experimental designs declaratively — units, treatments, records and their allotments — rather than calling a canned design function. Since 1.0.0 its internals run on a Provenance object that records the commands used to build a design, and 1.1.0 added conditional treatments, design composition and a separated simulation step. Recent work has focused on designs constructed from existing data rather than from scratch.
Development has moved from vocabulary to composition. Early releases established the core grammar; 1.0.0 replaced the internal R6 machinery with a Provenance object that tracks both internal and external commands, which is what lets a design carry its own construction history. On that foundation 1.1.0 added the ability to add two designs together, express conditional treatment structures, and split simulation specification from execution. The 2025 release turns toward a different entry point — wiring up level edges and unit attributes when an edibble object is built from data that already exists, rather than from a design declared up front.
Expect continued work on designs derived from existing data, since that is where the last release concentrated and it is the path least covered by the declarative grammar.
varnish supplies the HTML and CSS styling for Carpentries lessons. The defining release in this window is 1.0.3, which moved the theme to Bootstrap 5.3.2, implemented dark mode, made analytics configurable and taught the all-in-one search to distinguish learner from instructor views. Since then the work has been consolidation: dark-mode bugs, Sass variables for fonts, per-carpentry favicons, and fonts that render Ukrainian lessons.
The package is finishing a platform upgrade rather than starting something new — the Bootstrap 5 move created the dark-mode and CSS follow-ups that fill 1.0.4 and 1.0.5. It advances in lockstep with pegboard, the lesson parser: tabset panel support landed in both within a minute of each other, and the caution callout arrived the same way months later, so a new lesson element requires the pair to ship together. Contributors are numerous and largely first-time, so features track who shows up.
Expect further internationalisation and theming work — font and locale support is the one thread still opening rather than closing — most likely paired with a matching pegboard release if it touches lesson syntax.
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 edibble or varnish.
A population-genetics workhorse in long-term maintenance, shipping only what CRAN demands.
An urban accessibility toolkit that grew into a distributional-equity toolkit.
A Google Ads API client for R that exists to stay one step ahead of deprecation.
A project-bound modelling package that shipped its final scenario workflow and stopped.
A Facebook Marketing API client for R whose release schedule belongs to Meta, not its author.
A Japan Meteorological Agency client whose real product is keeping its bundled datasets current.
See all edibble alternatives → · See all varnish alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
Both compete on the same themes — r-package — within Analytics. edibble and varnish 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. edibble and varnish 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 edibble alternatives in Analytics are ranked by recent ship velocity. Browse the "edibble alternatives" section above for the current picks, or visit /alternatives/edibble for the full list with editorial commentary on each.
Top varnish alternatives in Analytics are ranked by recent ship velocity. Browse the "varnish alternatives" section above for the current picks, or visit /alternatives/varnish for the full list with editorial commentary on each.