httpuv
httpuv ships almost nothing, which is what you want from the web server under Shiny
Comparison · DevOps
distributed vs withr
A side-by-side editorial comparison of distributed and withr — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:maintenance
distributed vs withr: at a glance
What is distributed?
Dask's scheduler spent the year deleting deprecated API, not adding surface.
distributed is cutting frequent tags with little in them. The substantive release in the window is 2026.6.0, which removed deprecations across the scheduler, worker, nanny, CLI, security and deploy modules in roughly twenty separate cleanups and moved CI to pixi. 2026.7.0 follows with a breaking scatter change and a scheduler_info() default change; the two most recent tags are a backport and an empty release with no changes at all.
What is withr?
withr rebuilt defer() on base R's own on.exit(), and got much faster for it
withr provides the with_ and local_ functions that temporarily change global state and restore it on exit - the cleanup primitive under most of the tidyverse test suites. Version 3.0.0 reimplemented defer() as a thin wrapper over base::on.exit(), which the maintainers made possible by contributing the required arguments to R 3.5 itself. Everything since has been small correctness work.
distributed vs withr: editorial side-by-side
distributed
5.0DEVOPS
Dask's scheduler spent the year deleting deprecated API, not adding surface.
◆ Current state
distributed is cutting frequent tags with little in them. The substantive release in the window is 2026.6.0, which removed deprecations across the scheduler, worker, nanny, CLI, security and deploy modules in roughly twenty separate cleanups and moved CI to pixi. 2026.7.0 follows with a breaking scatter change and a scheduler_info() default change; the two most recent tags are a backport and an empty release with no changes at all.
◆ Where it's heading
The direction is consolidation. A single maintainer is systematically retiring API that had been deprecated for years, tightening type annotations and chasing flaky tests, while the feature surface stays flat. Python 3.14 support and a PyArrow floor in 2026.1.2 fit the same pattern of keeping the runtime current rather than extending it.
◆ Prediction
With the deprecation sweep largely done and pixi now driving CI, the next releases most likely continue as small breaking cleanups on top of a stable feature set rather than introducing new scheduler capability.
withr
0.0DEVOPS
withr rebuilt defer() on base R's own on.exit(), and got much faster for it
◆ Current state
withr provides the with_ and local_ functions that temporarily change global state and restore it on exit - the cleanup primitive under most of the tidyverse test suites. Version 3.0.0 reimplemented defer() as a thin wrapper over base::on.exit(), which the maintainers made possible by contributing the required arguments to R 3.5 itself. Everything since has been small correctness work.
◆ Where it's heading
The arc here is a package pushing its own machinery down into base R and then living off the result. Once defer() became on.exit(), the remaining work is about where cleanup is allowed to happen - knitr documents, source() calls, the global environment, session end - and about restoring state correctly when an expression exits early. Releases are now infrequent and CRAN-driven.
◆ Prediction
Expect continued low-volume releases fixing edge cases in where deferred handlers run; with the core delegated to base R, there is little left that would prompt a larger change.
Alternatives to distributed and withr
Other DevOps 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 distributed or withr.
promises
promises drops R6 for plain environments and wires async work into OpenTelemetry
htmltools
htmltools spends three releases walking back its own fill-layout opinions
xml2
xml2 relicensed to MIT, then moved its hot accessors from S3 into C
httr
httr's last releases are housekeeping - the package now points users at httr2
magrittr
magrittr rewrote its pipe in C, then base R shipped one and the releases stopped
See all distributed alternatives → · See all withr alternatives →
Recent activity from distributed and withr
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agodistributedBackport tag extending an earlier fix
- 1mo agodistributedEmpty release: no changes
- 1mo agodistributedBreaking: scatter stops unpacking custom containers
- 1mo agowithrlocal_seed() actually preserves the seed now
- 2mo agodistributedDeprecated APIs removed across scheduler, worker and CLI
- 4mo agodistributedCI pins, type hints and a dashboard CPU fix
- 6mo agodistributedPython 3.14 support and a PyArrow 16 floor
- 1y agowithrlocal_language() no longer warns when set to C
- 2y agowithrdefer() becomes a thin wrapper over base::on.exit() ⚡
- 4y agowithrCleanup works inside Rmd and source(); with_() gains a getter
- 4y agowithrNew maintainer; handlers run at session end
- 5y agowithrlocal_options() can set NULL; with_seed() controls RNG kind
Frequently asked questions
What is the difference between distributed and withr?
Both compete on the same themes — maintenance — within DevOps. distributed 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.
Is distributed better than withr?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. distributed 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 DevOps products to evaluate alongside.
What are the best alternatives to distributed?
Top distributed alternatives in DevOps are ranked by recent ship velocity. Browse the "distributed alternatives" section above for the current picks, or visit /alternatives/dask-distributed for the full list with editorial commentary on each.
What are the best alternatives to withr?
Top withr alternatives in DevOps are ranked by recent ship velocity. Browse the "withr alternatives" section above for the current picks, or visit /alternatives/withr for the full list with editorial commentary on each.