promises
promises drops R6 for plain environments and wires async work into OpenTelemetry
Comparison · DevOps
distributed vs httr2
A side-by-side editorial comparison of distributed and httr2 — release velocity, themes, recent moves, and the top alternatives to consider.
distributed vs httr2: 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 httr2?
httr2 is growing production concerns: tracing, throttling and token hygiene.
httr2 is the tidyverse's modern HTTP client and the designated successor to httr. Recent releases have moved past request-building ergonomics into operational concerns — OpenTelemetry traces for every request, throttling that behaves correctly across repeated calls, and a fix for OAuth token caches that were never actually being pruned.
distributed vs httr2: 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.
httr2
2.5DEVOPS
httr2 is growing production concerns: tracing, throttling and token hygiene.
◆ Current state
httr2 is the tidyverse's modern HTTP client and the designated successor to httr. Recent releases have moved past request-building ergonomics into operational concerns — OpenTelemetry traces for every request, throttling that behaves correctly across repeated calls, and a fix for OAuth token caches that were never actually being pruned.
◆ Where it's heading
The package is maturing into infrastructure for long-running R services rather than interactive scripts. The 1.2.0 lifecycle purge removed deprecated streaming and mocking APIs in favour of a connection-based model, and debugging affordances like httr2_translate() point at users who need to reproduce a failing request outside R.
◆ Prediction
Expect further observability and credential-handling work, with the rlang-driven cache hash change in 1.3.0 likely to surface follow-up issues as existing caches silently invalidate.
Alternatives to distributed and httr2
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 httr2.
withr
withr rebuilt defer() on base R's own on.exit(), and got much faster for it
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 httr2 alternatives →
Recent activity from distributed and httr2
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agohttr2httr2 1.3.0 fixes OAuth token caches that never expired
- 1mo agodistributedBackport tag extending an earlier fix
- 1mo agodistributedEmpty release: no changes
- 1mo agodistributedBreaking: scatter stops unpacking custom containers
- 1mo agohttr2httr2 1.2.3 translates requests into curl commands
- 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
- 8mo agohttr2httr2 1.2.2 emits OpenTelemetry traces for every request ⚡
- 1y agohttr2httr2 1.2.1 stops escaping colons in paths
- 1y agohttr2httr2 1.2.0 removes deprecated mocking and streaming APIs
- 1y agohttr2httr2 1.1.2 fixes AWS request signing and header checks
Frequently asked questions
What is the difference between distributed and httr2?
They serve adjacent needs but don't currently overlap on shipped themes. distributed is currently shipping more aggressively (velocity 5.0 vs 2.5), 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 httr2?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. distributed is currently shipping more aggressively (velocity 5.0 vs 2.5), 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 httr2?
Top httr2 alternatives in DevOps are ranked by recent ship velocity. Browse the "httr2 alternatives" section above for the current picks, or visit /alternatives/httr2 for the full list with editorial commentary on each.