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Comparison · Infra & APIs
inlabru vs pivottabler
A side-by-side editorial comparison of inlabru and pivottabler — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:r-package
inlabru vs pivottabler: at a glance
What is inlabru?
A Bayesian spatial modelling package rebuilding its foundations one breaking release at a time
inlabru wraps INLA for spatial, point-process and latent-Gaussian models in R. It is mid-modernisation: since 2.12.0 cut the sp stack, each release has renamed part of the public surface, standardised how external packages attach custom mappers, or replaced internal machinery. 2.15.0 is the latest step, pairing a new predictor evaluation and linearisation implementation with broom's tidy(), glance() and augment() methods and four non-zero-truncated observation families.
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.
inlabru vs pivottabler: editorial side-by-side
inlabru
2.5INFRA · APIS
A Bayesian spatial modelling package rebuilding its foundations one breaking release at a time
◆ Current state
inlabru wraps INLA for spatial, point-process and latent-Gaussian models in R. It is mid-modernisation: since 2.12.0 cut the sp stack, each release has renamed part of the public surface, standardised how external packages attach custom mappers, or replaced internal machinery. 2.15.0 is the latest step, pairing a new predictor evaluation and linearisation implementation with broom's tidy(), glance() and augment() methods and four non-zero-truncated observation families.
◆ Where it's heading
The arc is consolidation of the extension surface rather than expansion of the model catalogue. Every release adds mappers or families with one hand and removes a dependency, a re-export or a deprecated path with the other — plyr in 2.15.0, fmesher's Depends entry in 2.14.1, sp and ggmap in 2.12.0. The compatibility flag bru_compat_pre_2_14_enable and the temporary fm_int/fm_pixels re-exports show a maintainer sequencing breaks across releases instead of landing them together.
◆ Prediction
The 2.14 compatibility flag is still defaulting to TRUE and the fmesher re-exports are described in the entries as temporary, so the next obvious move is a release that flips bru_compat_pre_2_14_enable off and drops those re-exports.
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 inlabru 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 inlabru 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 inlabru alternatives → · See all pivottabler alternatives →
Recent activity from inlabru and pivottabler
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 23d agoinlabruPredictor linearisation rewritten; broom tidiers, truncated families
- 3mo agoinlabruBugfix release: factor contrasts, raster extraction, error classes
- 5mo agoinlabruNew mappers, standardised cgeneric support, bru_obs storage refactor
- 1y agoinlabruMapper classes shortened to bm_*, experimental predictor aggregation
- 1y agopivottablerCRAN note fixes, shipped alongside basictabler
- 1y agoinlabruDrops sp and ggmap for an sf-native spatial stack ⚡
- 2y agopivottablerSource fixes for R 4.4.0's is.atomic(NULL) change
- 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 inlabru and pivottabler?
Both compete on the same themes — r-package — within Infra & APIs. inlabru is currently shipping more aggressively (velocity 2.5 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 inlabru better than pivottabler?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. inlabru is currently shipping more aggressively (velocity 2.5 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 Infra & APIs products to evaluate alongside.
What are the best alternatives to inlabru?
Top inlabru alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "inlabru alternatives" section above for the current picks, or visit /alternatives/inlabru 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.