ANALYTICS
hdnom is in pure custodial mode, absorbing glmnet's changes so its users don't have to
Alternatives · analytics tools
geoarrow-r alternatives
The best geoarrow-r alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 15, 2026
Looking for the best alternatives to geoarrow-r? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, geoarrow-r shipped 0 meaningful updates in the last 30 days and carries a velocity score of 0.0 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About geoarrow-r
geoarrow tracks the GeoArrow spec and otherwise just keeps compiling
geoarrow gives R zero-copy access to geospatial data in the Arrow columnar format, with conversions to and from sf and wk. The package is thin by design — most of the work lives in vendored copies of geoarrow-c and nanoarrow — and its release notes reflect that: the substantive one in the window implemented GeoArrow 0.2 specification features, and everything since has been compiler warnings and a test fixed for a new sf version.
Velocity 0.0 · Last update 1h ago
Top 12 alternatives to geoarrow-r
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
A phylogenetics parser on life support, shipping only what CRAN's compilers demand.
ANALYTICS
APCalign spent this year fixing the counts it had been quietly getting wrong
ANALYTICS
ggsci quietly became a palette mirror, then taught itself to generate colors on demand
ANALYTICS
ggcorrplot came back after four years and found its significance markers had been lying
ANALYTICS
A 2017 chemometrics method frozen in place, visited only when CRAN changes its documentation rules.
ANALYTICS
A fast dplyr stand-in that keeps finding new places to skip work entirely.
ANALYTICS
Belgium's invasive-species indicator toolkit is in steady refinement, one plotting edge case at a time.
ANALYTICS
The ICES stock assessment client took upload away in 2024 and spent two years giving it back.
ANALYTICS
A discrete global grid generator grew cell traversal and became a usable spatial index.
ANALYTICS
Community ecology's standard toolkit is retiring the functions a generation of scripts was built on.
ANALYTICS
A cloud-chart package quietly swapping its dependencies for its maintainer's own libraries.
geoarrow-r vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| geoarrow-r (baseline) | 0.0 | 0 | geospatialrapache arrow | — |
| hdnom | 5.0 | 0 | survival analysisrregularization | — |
| rncl | 2.5 | 0 | phylogeneticsfile-parsingcran-maintenance | — |
| APCalign | 2.5 | 0 | taxonomyraustralian flora | — |
| ggsci | 2.5 | 0 | color palettesggplot2r | ggsci 5.0.0 generates categorical colors instead of serving a fixed list |
| ggcorrplot | 2.5 | 0 | correlationrggplot2 | — |
| OHPL | 0.0 | 0 | chemometricsvariable-selectionspectroscopy | — |
| fastplyr | 0.0 | 0 | dataframe-performancedplyr-alternativequery-optimization | — |
| trias | 0.0 | 0 | invasive-speciesbiodiversitygbif | — |
| icesSAG | 0.0 | 0 | fisheries-scienceapi-clientices | Every function repointed at a new API, with JWT auth |
| dggridR | 0.0 | 0 | discrete-global-gridsspatial-indexinggeospatial | Cell neighbors, parents and children make the grid navigable |
| vegan | 0.0 | 0 | community-ecologyordinationdeprecation | Ordination graphics rebuilt and adonis made defunct |
| ichimoku | 0.0 | 0 | financial-chartingtechnical-analysisdependency-reduction | — |
The 12 best geoarrow-r alternatives, in depth
1. hdnom · velocity 5.0
Hdnom is in pure custodial mode, absorbing glmnet's changes so its users don't have to.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where geoarrow-r leans on geospatial, r and apache arrow, hdnom focuses on survival analysis, r and regularization.
hdnom and geoarrow-r have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
2. rncl · velocity 2.5
A phylogenetics parser on life support, shipping only what CRAN's compilers demand.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where geoarrow-r leans on geospatial, r and apache arrow, rncl focuses on phylogenetics, file parsing and cran maintenance.
rncl and geoarrow-r have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
3. APCalign · velocity 2.5
APCalign spent this year fixing the counts it had been quietly getting wrong.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where geoarrow-r leans on geospatial, r and apache arrow, APCalign focuses on taxonomy, r and australian flora.
APCalign and geoarrow-r have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full APCalign trajectory → · Compare geoarrow-r vs APCalign →
4. ggsci · velocity 2.5
Ggsci quietly became a palette mirror, then taught itself to generate colors on demand.
Its velocity score of 2.5/10 reflects longer-term release cadence; its most recent meaningful update was “ggsci 5.0.0 generates categorical colors instead of serving a fixed list”.
Where geoarrow-r leans on geospatial, r and apache arrow, ggsci focuses on color palettes, ggplot2 and r.
ggsci and geoarrow-r have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
5. ggcorrplot · velocity 2.5
Ggcorrplot came back after four years and found its significance markers had been lying.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where geoarrow-r leans on geospatial, r and apache arrow, ggcorrplot focuses on correlation, r and ggplot2.
ggcorrplot and geoarrow-r have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full ggcorrplot trajectory → · Compare geoarrow-r vs ggcorrplot →
6. OHPL · velocity 0.0
A 2017 chemometrics method frozen in place, visited only when CRAN changes its documentation rules.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where geoarrow-r leans on geospatial, r and apache arrow, OHPL focuses on chemometrics, variable selection and spectroscopy.
OHPL and geoarrow-r have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
7. fastplyr · velocity 0.0
A fast dplyr stand-in that keeps finding new places to skip work entirely.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where geoarrow-r leans on geospatial, r and apache arrow, fastplyr focuses on dataframe performance, dplyr alternative and query optimization.
fastplyr and geoarrow-r have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full fastplyr trajectory → · Compare geoarrow-r vs fastplyr →
8. trias · velocity 0.0
Belgium's invasive-species indicator toolkit is in steady refinement, one plotting edge case at a time.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where geoarrow-r leans on geospatial, r and apache arrow, trias focuses on invasive species, biodiversity and gbif.
trias and geoarrow-r have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
9. icesSAG · velocity 0.0
The ICES stock assessment client took upload away in 2024 and spent two years giving it back.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Every function repointed at a new API, with JWT auth”.
Where geoarrow-r leans on geospatial, r and apache arrow, icesSAG focuses on fisheries science, api client and ices.
icesSAG and geoarrow-r have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
10. dggridR · velocity 0.0
A discrete global grid generator grew cell traversal and became a usable spatial index.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Cell neighbors, parents and children make the grid navigable”.
Where geoarrow-r leans on geospatial, r and apache arrow, dggridR focuses on discrete global grids, spatial indexing and geospatial.
dggridR and geoarrow-r have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
11. vegan · velocity 0.0
Community ecology's standard toolkit is retiring the functions a generation of scripts was built on.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Ordination graphics rebuilt and adonis made defunct”.
Where geoarrow-r leans on geospatial, r and apache arrow, vegan focuses on community ecology, ordination and deprecation.
vegan and geoarrow-r have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
12. ichimoku · velocity 0.0
A cloud-chart package quietly swapping its dependencies for its maintainer's own libraries.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where geoarrow-r leans on geospatial, r and apache arrow, ichimoku focuses on financial charting, technical analysis and dependency reduction.
ichimoku and geoarrow-r have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full ichimoku trajectory → · Compare geoarrow-r vs ichimoku →
Frequently asked questions
What are the best alternatives to geoarrow-r?
The top geoarrow-r alternatives we currently track in analytics tools are hdnom, rncl, APCalign, ggsci, ggcorrplot, ranked by recent ship velocity.
How is this list of geoarrow-r alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare geoarrow-r directly with one of these alternatives?
Yes — every card has a "Compare with geoarrow-r" link to a side-by-side /compare page.