ANALYTICS
writexl spent nine years refusing to do formatting, then shipped all of it in 2.0.0.
Alternatives · analytics tools
rgbif alternatives
The best rgbif alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 13, 2026
Looking for the best alternatives to rgbif? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, rgbif 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 rgbif
rgbif is steadily pushing users off paged searching and onto real downloads.
rgbif ships several times a year and the recent releases cluster around downloads. 3.8.1 added `occ_download_sql()` for SQL-based occurrence downloads; 3.8.2 added DOI-to-download-key resolution and institutionKey downloads; 3.8.3 relayed GBIF's new throttling of bulk paging through `occ_search()` with a message pointing users at `occ_download()`; 3.8.5 added a family of `occ_download_stats_*()` functions plus multiple-taxonomy and verbatim-extension downloads. Alongside that, `name_backbone()` moved to GBIF API v2, and 3.8.0 soft-deprecated `occ_data()`.
Velocity 0.0 · Last update 54m ago
Top 12 alternatives to rgbif
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
rnaturalearth finished its sp exit and is now optimising how the data actually arrives.
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.
rgbif 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 |
|---|---|---|---|---|
| rgbif (baseline) | 0.0 | 0 | gbifbiodiversity-databulk-downloads | rgbif 3.8.1 adds SQL-based occurrence downloads |
| 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 |
| rnaturalearth | 0.0 | 0 | spatial-datanatural-earthsf-migration | — |
| 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 rgbif 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 rgbif'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 rgbif leans on gbif, biodiversity data and bulk downloads, writexl focuses on xlsx, libxlsxwriter and cell formatting.
Over the last 30 days writexl has been shipping faster than rgbif — a point in its favour if release momentum matters to you.
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 rgbif leans on gbif, biodiversity data and bulk downloads, mlr3viz focuses on mlr3, visualization and ggplot2.
mlr3viz and rgbif have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
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 rgbif leans on gbif, biodiversity data and bulk downloads, mlr3tuning focuses on mlr3, hyperparameter tuning and async optimization.
mlr3tuning and rgbif 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 rgbif 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 rgbif leans on gbif, biodiversity data and bulk downloads, mlr3mbo focuses on bayesian optimization, mlr3 and hyperparameter tuning.
mlr3mbo and rgbif have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
5. rnaturalearth · velocity 0.0
Rnaturalearth finished its sp exit and is now optimising how the data actually arrives.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where rgbif leans on gbif, biodiversity data and bulk downloads, rnaturalearth focuses on spatial data, natural earth and sf migration.
rnaturalearth and rgbif have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full rnaturalearth trajectory → · Compare rgbif vs rnaturalearth →
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 rgbif leans on gbif, biodiversity data and bulk downloads, rstanarm focuses on bayesian, stan and regression models.
rstanarm and rgbif have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
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 rgbif leans on gbif, biodiversity data and bulk downloads, taxa focuses on taxonomy, vctrs and stalled rewrite.
taxa and rgbif 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 rgbif leans on gbif, biodiversity data and bulk downloads, rotl focuses on open tree of life, taxonomic matching and reproducibility.
rotl and rgbif 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 rgbif leans on gbif, biodiversity data and bulk downloads, taxize focuses on taxonomy, api aggregation and upstream churn.
taxize and rgbif have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
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 rgbif leans on gbif, biodiversity data and bulk downloads, osmdata focuses on openstreetmap, overpass api and spatial data.
osmdata and rgbif have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
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 rgbif leans on gbif, biodiversity data and bulk downloads, posterior focuses on bayesian, rvar and pareto diagnostics.
posterior and rgbif have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
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 rgbif leans on gbif, biodiversity data and bulk downloads, rredlist focuses on iucn red list, api migration and breaking change.
rredlist and rgbif have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Frequently asked questions
What are the best alternatives to rgbif?
The top rgbif alternatives we currently track in analytics tools are writexl, mlr3viz, mlr3tuning, mlr3mbo, rnaturalearth, ranked by recent ship velocity.
How is this list of rgbif alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare rgbif directly with one of these alternatives?
Yes — every card has a "Compare with rgbif" link to a side-by-side /compare page.