Traefik
Traefik's 2.11 line spends August fixing the names it generates for Kubernetes resources.
Comparison · Infra & APIs
DMRnet vs pivottabler
A side-by-side editorial comparison of DMRnet and pivottabler — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:r-package
DMRnet vs pivottabler: at a glance
What is DMRnet?
A categorical-variable selection package that publishes its full test logs as release candidates.
DMRnet implements delete-or-merge-regressors model selection for high-dimensional categorical data, alongside SOSnet and GLAMER variants from the same research group. Development is slow and academic — 0.4.0 in 2023, then two years to 0.4.1 in August 2025, which corrects an invalid lambda.1se computation and the cross-validation plots that displayed it. Every real release is preceded days earlier by a release-candidate entry containing the raw output of the correctness and consistency test suite.
What is pivottabler?
The pivot table package that ships only when R itself changes underneath it.
pivottabler builds pivot tables in R and renders them to HTML, LaTeX and Excel, with Word, PowerPoint and PDF reachable through its sibling basictabler and flextable. The feature work finished years ago — the last substantial additions were the outline layout and the enhancement batches of 2020. Since then the release stream tracks R's own release notes rather than any roadmap of its own.
DMRnet vs pivottabler: editorial side-by-side
DMRnet
0.0INFRA · APIS
A categorical-variable selection package that publishes its full test logs as release candidates.
◆ Current state
DMRnet implements delete-or-merge-regressors model selection for high-dimensional categorical data, alongside SOSnet and GLAMER variants from the same research group. Development is slow and academic — 0.4.0 in 2023, then two years to 0.4.1 in August 2025, which corrects an invalid lambda.1se computation and the cross-validation plots that displayed it. Every real release is preceded days earlier by a release-candidate entry containing the raw output of the correctness and consistency test suite.
◆ Where it's heading
The package is converging on correctness rather than expanding. 0.3.3 was a wall of fixes to inference, log-likelihood, and degenerate cross-validation cases; 0.4.0 added the var_sel algorithm and brought GLAMER into the package's own net idiom over its tau parameter; 0.4.1 is again a statistical correctness fix. The published test-log releases are the tell — this maintainer treats reproducible evidence that hard cases still pass as part of the release artifact, which is unusual outside academic statistical software.
◆ Prediction
Given the two-year gap before 0.4.1 and its narrow scope, the next release is most likely another correctness fix arriving on a multi-year cadence, again preceded by a full test-log release candidate.
pivottabler
0.0INFRA · APIS
The pivot table package that ships only when R itself changes underneath it.
◆ Current state
pivottabler builds pivot tables in R and renders them to HTML, LaTeX and Excel, with Word, PowerPoint and PDF reachable through its sibling basictabler and flextable. The feature work finished years ago — the last substantial additions were the outline layout and the enhancement batches of 2020. Since then the release stream tracks R's own release notes rather than any roadmap of its own.
◆ Where it's heading
Three of the last four releases exist because base R changed: is.atomic(NULL) in 4.4.0, match() and %in% on date types in 4.3.0, stringsAsFactors in 4.1.0. The one genuine feature in that stretch, lowN and highN in findCells(), is a convenience on top of machinery that already existed. The package and basictabler move as a pair — the 2021 Excel fix was shipped from both sides two minutes apart, and both got their CRAN-notes release on the same afternoon in April 2025.
◆ Prediction
Expect the next release to be triggered by another base R change or a CRAN check, not by a feature; the pairing with basictabler means it will likely arrive within minutes of its sibling's.
Alternatives to DMRnet and pivottabler
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 DMRnet or pivottabler.
NGINX
nginx returns to feature work with PROXY v2 upstream writes, and quietly adds JSON to core.
ESPHome
ESPHome closes the 2026.8 cycle, but the release body is a bare link to the real notes.
vcfR
A genomics workhorse whose visible release feed stops dead in mid-2020.
dialr
The R phone-number package stopped only parsing numbers and started asking them where they are.
ggVennDiagram
A Venn diagram package whose public release notes say almost nothing — including about its copyright cleanup.
See all DMRnet alternatives → · See all pivottabler alternatives →
Recent activity from DMRnet and pivottabler
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1y agoDMRnetInvalid lambda.1se computation corrected in cross-validation
- 1y agoDMRnetTest-suite log published ahead of the 0.4.1 release
- 1y agopivottablerCRAN note fixes, shipped alongside basictabler
- 2y agopivottablerSource fixes for R 4.4.0's is.atomic(NULL) change
- 3y agoDMRnetvar_sel added; GLAMER reworked as a net over tau
- 3y agoDMRnetTest-suite log published ahead of the 0.4.0 release
- 3y agoDMRnetInference, log-likelihood, and degenerate-CV fixes across all model families
- 3y agoDMRnetTest-suite log published ahead of the 0.3.3 release
- 3y agopivottablerfindCells gains top-N and bottom-N selection by cell value
- 5y agopivottablerv1.5.3: New export options
- 5y agopivottablerv1.5.2: Bug fix for export to Excel via basictabler table
- 5y agopivottablerMaintenance for the R 4.1 stringsAsFactors deprecation
Frequently asked questions
What is the difference between DMRnet and pivottabler?
Both compete on the same themes — r-package — within Infra & APIs. DMRnet and pivottabler 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 DMRnet better than pivottabler?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. DMRnet and pivottabler 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 DMRnet?
Top DMRnet alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "DMRnet alternatives" section above for the current picks, or visit /alternatives/dmrnet for the full list with editorial commentary on each.
What are the best alternatives to pivottabler?
Top pivottabler alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "pivottabler alternatives" section above for the current picks, or visit /alternatives/pivottabler for the full list with editorial commentary on each.