ANALYTICS
writexl spent nine years refusing to do formatting, then shipped all of it in 2.0.0.
Alternatives · analytics tools
rnaturalearth alternatives
The best rnaturalearth alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 13, 2026
Looking for the best alternatives to rnaturalearth? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, rnaturalearth 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 rnaturalearth
rnaturalearth finished its sp exit and is now optimising how the data actually arrives.
1.0.0 ended sp support outright, making sf the default and offering terra's SpatVector via `returnclass`, after 0.3.3 had signposted that with lifecycle badges. The two releases since move to delivery mechanics: 1.1.0 reads data directly out of the zip through the GDAL Virtual File System, starts moving unloaded downloads to GeoPackage instead of shapefile, and switches the base URL to naciscdn.org; 1.2.0 adds caching to `ne_download()` when `destdir` is persistent, swaps devtools for pak when installing the companion data packages, and handles Natural Earth's inconsistent raster zip layouts.
Velocity 0.0 · Last update 55m ago
Top 12 alternatives to rnaturalearth
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
mlr3viz keeps the ecosystem's plots working while the plots themselves move out
ANALYTICS
mlr3tuning is rebuilding its async machinery under a stable public surface
ANALYTICS
mlr3mbo picked its defaults from a benchmark study, not from taste
ANALYTICS
rgbif is steadily pushing users off paged searching and onto real downloads.
ANALYTICS
rstanarm is community-maintained now, tracking Stan and lme4 rather than adding models.
ANALYTICS
taxa started a ground-up rewrite in 2021 and has published almost nothing since.
ANALYTICS
rotl's whole release history is keeping name matching honest against a moving taxonomy.
ANALYTICS
taxize spends its releases absorbing other people's API changes, one dead source at a time.
ANALYTICS
osmdata keeps tightening its Overpass query surface, breaking small things to get types right.
ANALYTICS
posterior keeps deepening two things: the rvar type and Pareto-based diagnostics.
ANALYTICS
rredlist threw out its species-centric API in 1.0.0 and rebuilt around assessments.
rnaturalearth 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 |
|---|---|---|---|---|
| rnaturalearth (baseline) | 0.0 | 0 | spatial-datanatural-earthsf-migration | — |
| writexl | 6.3 | 1 | xlsxlibxlsxwritercell-formatting | writexl 2.0.0 adds formatting, comments and full libxlsxwriter coverage |
| mlr3viz | 2.5 | 0 | mlr3visualizationggplot2 | — |
| mlr3tuning | 2.5 | 0 | mlr3hyperparameter-tuningasync-optimization | — |
| mlr3mbo | 2.5 | 0 | bayesian-optimizationmlr3hyperparameter-tuning | mlr3mbo 1.0.0 ships benchmark-derived default settings |
| rgbif | 0.0 | 0 | gbifbiodiversity-databulk-downloads | rgbif 3.8.1 adds SQL-based occurrence downloads |
| rstanarm | 0.0 | 0 | bayesianstanregression-models | — |
| taxa | 0.0 | 0 | taxonomyvctrsstalled-rewrite | taxa 0.4.0 begins a base-R-vector rewrite without taxmap |
| rotl | 0.0 | 0 | open-tree-of-lifetaxonomic-matchingreproducibility | — |
| taxize | 0.0 | 0 | taxonomyapi-aggregationupstream-churn | — |
| osmdata | 0.0 | 0 | openstreetmapoverpass-apispatial-data | — |
| posterior | 0.0 | 0 | bayesianrvarpareto-diagnostics | — |
| rredlist | 0.0 | 0 | iucn-red-listapi-migrationbreaking-change | rredlist 1.0.0 rebuilds on IUCN Red List API v4 |
The 12 best rnaturalearth alternatives, in depth
1. writexl · velocity 6.3
Writexl spent nine years refusing to do formatting, then shipped all of it in 2.0.0.
Over the last 30 days writexl shipped 1 meaningful update vs rnaturalearth's 0, most recently “writexl 2.0.0 adds formatting, comments and full libxlsxwriter coverage”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where rnaturalearth leans on spatial data, natural earth and sf migration, writexl focuses on xlsx, libxlsxwriter and cell formatting.
Over the last 30 days writexl has been shipping faster than rnaturalearth — a point in its favour if release momentum matters to you.
Full writexl trajectory → · Compare rnaturalearth vs writexl →
2. mlr3viz · velocity 2.5
Mlr3viz keeps the ecosystem's plots working while the plots themselves move out.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where rnaturalearth leans on spatial data, natural earth and sf migration, mlr3viz focuses on mlr3, visualization and ggplot2.
mlr3viz and rnaturalearth have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full mlr3viz trajectory → · Compare rnaturalearth vs mlr3viz →
3. mlr3tuning · velocity 2.5
Mlr3tuning is rebuilding its async machinery under a stable public surface.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where rnaturalearth leans on spatial data, natural earth and sf migration, mlr3tuning focuses on mlr3, hyperparameter tuning and async optimization.
mlr3tuning and rnaturalearth have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full mlr3tuning trajectory → · Compare rnaturalearth vs mlr3tuning →
4. mlr3mbo · velocity 2.5
Mlr3mbo picked its defaults from a benchmark study, not from taste.
Its velocity score of 2.5/10 reflects longer-term release cadence; its most recent meaningful update was “mlr3mbo 1.0.0 ships benchmark-derived default settings”.
Where rnaturalearth leans on spatial data, natural earth and sf migration, mlr3mbo focuses on bayesian optimization, mlr3 and hyperparameter tuning.
mlr3mbo and rnaturalearth have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full mlr3mbo trajectory → · Compare rnaturalearth vs mlr3mbo →
5. rgbif · velocity 0.0
Rgbif is steadily pushing users off paged searching and onto real downloads.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “rgbif 3.8.1 adds SQL-based occurrence downloads”.
Where rnaturalearth leans on spatial data, natural earth and sf migration, rgbif focuses on gbif, biodiversity data and bulk downloads.
rgbif and rnaturalearth have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
6. rstanarm · velocity 0.0
Rstanarm is community-maintained now, tracking Stan and lme4 rather than adding models.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where rnaturalearth leans on spatial data, natural earth and sf migration, rstanarm focuses on bayesian, stan and regression models.
rstanarm and rnaturalearth have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full rstanarm trajectory → · Compare rnaturalearth vs rstanarm →
7. taxa · velocity 0.0
Taxa started a ground-up rewrite in 2021 and has published almost nothing since.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “taxa 0.4.0 begins a base-R-vector rewrite without taxmap”.
Where rnaturalearth leans on spatial data, natural earth and sf migration, taxa focuses on taxonomy, vctrs and stalled rewrite.
taxa and rnaturalearth have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
8. rotl · velocity 0.0
Rotl's whole release history is keeping name matching honest against a moving taxonomy.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where rnaturalearth leans on spatial data, natural earth and sf migration, rotl focuses on open tree of life, taxonomic matching and reproducibility.
rotl and rnaturalearth have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
9. taxize · velocity 0.0
Taxize spends its releases absorbing other people's API changes, one dead source at a time.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where rnaturalearth leans on spatial data, natural earth and sf migration, taxize focuses on taxonomy, api aggregation and upstream churn.
taxize and rnaturalearth have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full taxize trajectory → · Compare rnaturalearth vs taxize →
10. osmdata · velocity 0.0
Osmdata keeps tightening its Overpass query surface, breaking small things to get types right.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where rnaturalearth leans on spatial data, natural earth and sf migration, osmdata focuses on openstreetmap, overpass api and spatial data.
osmdata and rnaturalearth have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full osmdata trajectory → · Compare rnaturalearth vs osmdata →
11. posterior · velocity 0.0
Posterior keeps deepening two things: the rvar type and Pareto-based diagnostics.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where rnaturalearth leans on spatial data, natural earth and sf migration, posterior focuses on bayesian, rvar and pareto diagnostics.
posterior and rnaturalearth have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full posterior trajectory → · Compare rnaturalearth vs posterior →
12. rredlist · velocity 0.0
Rredlist threw out its species-centric API in 1.0.0 and rebuilt around assessments.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “rredlist 1.0.0 rebuilds on IUCN Red List API v4”.
Where rnaturalearth leans on spatial data, natural earth and sf migration, rredlist focuses on iucn red list, api migration and breaking change.
rredlist and rnaturalearth have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full rredlist trajectory → · Compare rnaturalearth vs rredlist →
Frequently asked questions
What are the best alternatives to rnaturalearth?
The top rnaturalearth alternatives we currently track in analytics tools are writexl, mlr3viz, mlr3tuning, mlr3mbo, rgbif, ranked by recent ship velocity.
How is this list of rnaturalearth alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare rnaturalearth directly with one of these alternatives?
Yes — every card has a "Compare with rnaturalearth" link to a side-by-side /compare page.