lifecycle
lifecycle gave the tidyverse the word superseded, then spent years tuning who gets warned
Comparison · Infra & APIs
bench vs waldo
A side-by-side editorial comparison of bench and waldo — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:maintenance
bench vs waldo: at a glance
What is bench?
bench has settled into slow, careful upkeep of R's benchmarking workhorse.
bench provides high-precision timing and memory profiling for R expressions, and is the measurement tool much of the tidyverse reaches for. Releases arrive roughly yearly and are dominated by small API corrections, CRAN compliance work, and keeping pace with tidyverse minimum-R requirements.
What is waldo?
waldo keeps shedding dependencies while teaching its diff engine new object systems
waldo produces the object comparisons that testthat failure messages are built from. The recent releases do two things: drop dependencies - tibble, rematch2 and fansi have all gone - and extend comparison to object systems that did not exist when it was written, notably S7. Correctness of missing-value and tolerance semantics accounts for most of the rest.
bench vs waldo: editorial side-by-side
bench
0.0INFRA · APIS
bench has settled into slow, careful upkeep of R's benchmarking workhorse.
◆ Current state
bench provides high-precision timing and memory profiling for R expressions, and is the measurement tool much of the tidyverse reaches for. Releases arrive roughly yearly and are dominated by small API corrections, CRAN compliance work, and keeping pace with tidyverse minimum-R requirements.
◆ Where it's heading
The measurement surface has been effectively frozen since 1.1.0 added process-level memory tracking. Everything since trims rough edges — quieter progress output, consistent .grid handling, modern ggplot2 internals — rather than extending what the package can measure.
◆ Prediction
Expect continued maintenance releases driven by CRAN checks and ggplot2 or tidyverse deprecations, not new measurement capabilities.
waldo
0.0INFRA · APIS
waldo keeps shedding dependencies while teaching its diff engine new object systems
◆ Current state
waldo produces the object comparisons that testthat failure messages are built from. The recent releases do two things: drop dependencies - tibble, rematch2 and fansi have all gone - and extend comparison to object systems that did not exist when it was written, notably S7. Correctness of missing-value and tolerance semantics accounts for most of the rest.
◆ Where it's heading
This is a package deliberately shrinking its footprint while widening what it understands. Since it is imported by testthat, every dependency it drops is one fewer package in the check environment of most of CRAN, which is clearly the motivation. The comparison logic itself changes only when R gains a new way to represent objects.
◆ Prediction
Expect S7 support to deepen from basic to complete as S7 adoption grows, and further dependency removals; the diff algorithm itself looks settled.
Alternatives to bench and waldo
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 bench or waldo.
pkgdown
pkgdown now generates llms.txt and a markdown copy of every documentation page
usethis
usethis swaps in the Air formatter and stops assuming RStudio is the editor
knitr
knitr adds OpenTelemetry tracing, turning document builds into observable pipelines
lintr
lintr makes the native pipe the default rule and clears out a decade of deprecations
covr
covr's coverage tooling has been stable to the point of dormancy since 2022
Recent activity from bench and waldo
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1y agowaldoCompares weakrefs, ignores read-only S7 properties
- 1y agobenchbench 1.1.4 quiets press() and raises the R floor to 4.0
- 1y agowaldoOnly uses bit64 comparison when bit64 is installed
- 1y agowaldoDrops tibble and rematch2; adds basic S7 support
- 1y agowaldoDrops the fansi dependency
- 2y agowaldoFixes for upcoming R-devel changes
- 3y agowaldoTolerance now governs both display and NaN equality
- 3y agobenchbench 1.1.3 fixes tibble truncation and CRAN warnings
- 4y agobenchbench 1.1.2 relicenses to MIT under a new maintainer
- 6y agobenchbench 1.1.1 always includes memory columns in mark() output
- 6y agobenchbench 1.1.0 adds process-level memory tracking beyond the GC heap
- 6y agobenchbench 1.0.4 fixes examples on R without memory profiling
Frequently asked questions
What is the difference between bench and waldo?
Both compete on the same themes — maintenance — within Infra & APIs. bench and waldo 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.
Is bench better than waldo?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. bench and waldo 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 Infra & APIs products to evaluate alongside.
What are the best alternatives to bench?
Top bench alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "bench alternatives" section above for the current picks, or visit /alternatives/bench-r for the full list with editorial commentary on each.
What are the best alternatives to waldo?
Top waldo alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "waldo alternatives" section above for the current picks, or visit /alternatives/waldo for the full list with editorial commentary on each.