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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

Featureinlabrupivottabler
SectorInfra & APIsInfra & APIs
Velocity score2.50.0
Sparks · 30d00
Top themesbayesian-modelling, spatial-statistics, r-package, api-consolidationpivot-tables, r-package, html, excel-export
Last editorial update7h ago1h ago
WebsiteVisit →Visit →

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.

Read the full inlabru trajectory →

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.

Read the full pivottabler trajectory →

inlabru vs pivottabler: editorial side-by-side

I
inlabru
INFRA · APIS
2.5

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.

P
pivottabler
INFRA · APIS
0.0

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.

See all inlabru alternatives → · See all pivottabler alternatives →

Recent activity from inlabru and pivottabler

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 23d agoinlabruPredictor linearisation rewritten; broom tidiers, truncated families
  2. 3mo agoinlabruBugfix release: factor contrasts, raster extraction, error classes
  3. 5mo agoinlabruNew mappers, standardised cgeneric support, bru_obs storage refactor
  4. 1y agoinlabruMapper classes shortened to bm_*, experimental predictor aggregation
  5. 1y agopivottablerCRAN note fixes, shipped alongside basictabler
  6. 1y agoinlabruDrops sp and ggmap for an sf-native spatial stack
  7. 2y agopivottablerSource fixes for R 4.4.0's is.atomic(NULL) change
  8. 3y agopivottablerfindCells gains top-N and bottom-N selection by cell value
  9. 5y agopivottablerv1.5.3: New export options
  10. 5y agopivottablerv1.5.2: Bug fix for export to Excel via basictabler table
  11. 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.