ANALYTICS
comtradr's 1.0 line is a long tail of patches against a brittle UN trade API.
Alternatives · analytics tools
pins alternatives
The best pins alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 13, 2026
Looking for the best alternatives to pins? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, pins 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 pins
pins keeps adding a storage backend per release while retiring its original API
pins publishes and versions R objects to a board, where a board is whatever storage you have. The recent releases read as a steady list of new boards - Google Cloud Storage, Google Drive, Databricks Volumes, Connect vanity URLs - alongside serialization changes that track which formats R users actually want: parquet via nanoparquet, and qs replaced by qs2.
Velocity 0.0 · Last update 1h ago
Top 12 alternatives to pins
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
bbotk is generalizing from an optimizer toolkit into an evaluation framework.
ANALYTICS
The easystats meta-package is install tooling wrapped around a relicensed ecosystem.
ANALYTICS
discrim settled into a thin engine shim after handing its model definitions to parsnip.
ANALYTICS
dbparser shed its database and CSV writers to become just a DrugBank parser.
ANALYTICS
desirability2 is making multi-metric model selection a first-class tidymodels step.
ANALYTICS
crosstalk is frozen infrastructure: four releases in five years, mostly CRAN upkeep.
ANALYTICS
cmdstanr keeps adding fast approximations beside full HMC, and fighting Windows toolchains.
ANALYTICS
An htmlwidget whose release notes are mostly billboard.js version bumps, quiet since 2021.
ANALYTICS
bayesplot keeps widening its posterior-check catalogue while absorbing each ggplot2 break.
ANALYTICS
Contribution-driven maintenance on a package whose last structural change was magick support.
ANALYTICS
tsibble shipped one release in five and a half years - the data structure is finished
pins 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 |
|---|---|---|---|---|
| pins (baseline) | 0.0 | 0 | data-versioningcloud-storagedatabricks | — |
| comtradr | 2.5 | 0 | trade dataapi wrapperun comtrade | — |
| bbotk | 2.5 | 0 | black-box optimizationmlr3async execution | EvalInstance base class separates evaluation from optimization |
| easystats | 0.0 | 0 | r ecosystemmeta-packagestatistical reporting | Ecosystem relicensed to MIT; two new authors added |
| discrim | 0.0 | 0 | tidymodelsdiscriminant analysisparsnip extension | discrim_quad() added; package relicensed to MIT |
| dbparser | 0.0 | 0 | drugbankxml parsingbioinformatics | Persistence layer dropped; parsers now return a dvobject |
| desirability2 | 0.0 | 0 | tidymodelsmulti-objective optimizationmodel selection | Desirability-based model selection added for tune |
| crosstalk | 0.0 | 0 | htmlwidgetslinked brushingr | — |
| cmdstanr | 0.0 | 0 | bayesian inferencestanapproximate inference | Laplace and Pathfinder inference methods added |
| billboarder | 0.0 | 0 | rhtmlwidgetscharting | — |
| bayesplot | 0.0 | 0 | bayesian workflowstanposterior predictive checks | — |
| animation | 0.0 | 0 | ranimationgif rendering | — |
| tsibble | 0.0 | 0 | time-seriesdata-structuresvctrs | Interval becomes a vctrs record type; windowing moves to slider |
The 12 best pins alternatives, in depth
1. comtradr · velocity 2.5
Comtradr's 1.0 line is a long tail of patches against a brittle UN trade API.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where pins leans on data versioning, cloud storage and databricks, comtradr focuses on trade data, api wrapper and un comtrade.
comtradr and pins have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
2. bbotk · velocity 2.5
Bbotk is generalizing from an optimizer toolkit into an evaluation framework.
Its velocity score of 2.5/10 reflects longer-term release cadence; its most recent meaningful update was “EvalInstance base class separates evaluation from optimization”.
Where pins leans on data versioning, cloud storage and databricks, bbotk focuses on black box optimization, mlr3 and async execution.
bbotk and pins have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
3. easystats · velocity 0.0
The easystats meta-package is install tooling wrapped around a relicensed ecosystem.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Ecosystem relicensed to MIT; two new authors added”.
Where pins leans on data versioning, cloud storage and databricks, easystats focuses on r ecosystem, meta package and statistical reporting.
easystats and pins have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
4. discrim · velocity 0.0
Discrim settled into a thin engine shim after handing its model definitions to parsnip.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “discrim_quad() added; package relicensed to MIT”.
Where pins leans on data versioning, cloud storage and databricks, discrim focuses on tidymodels, discriminant analysis and parsnip extension.
discrim and pins have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
5. dbparser · velocity 0.0
Dbparser shed its database and CSV writers to become just a DrugBank parser.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Persistence layer dropped; parsers now return a dvobject”.
Where pins leans on data versioning, cloud storage and databricks, dbparser focuses on drugbank, xml parsing and bioinformatics.
dbparser and pins have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
6. desirability2 · velocity 0.0
Desirability2 is making multi-metric model selection a first-class tidymodels step.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Desirability-based model selection added for tune”.
Where pins leans on data versioning, cloud storage and databricks, desirability2 focuses on tidymodels, multi objective optimization and model selection.
desirability2 and pins have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full desirability2 trajectory → · Compare pins vs desirability2 →
7. crosstalk · velocity 0.0
Crosstalk is frozen infrastructure: four releases in five years, mostly CRAN upkeep.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where pins leans on data versioning, cloud storage and databricks, crosstalk focuses on htmlwidgets, linked brushing and r.
crosstalk and pins have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
8. cmdstanr · velocity 0.0
Cmdstanr keeps adding fast approximations beside full HMC, and fighting Windows toolchains.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Laplace and Pathfinder inference methods added”.
Where pins leans on data versioning, cloud storage and databricks, cmdstanr focuses on bayesian inference, stan and approximate inference.
cmdstanr and pins have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
9. billboarder · velocity 0.0
An htmlwidget whose release notes are mostly billboard.js version bumps, quiet since 2021.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where pins leans on data versioning, cloud storage and databricks, billboarder focuses on r, htmlwidgets and charting.
billboarder and pins have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full billboarder trajectory → · Compare pins vs billboarder →
10. bayesplot · velocity 0.0
Bayesplot keeps widening its posterior-check catalogue while absorbing each ggplot2 break.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where pins leans on data versioning, cloud storage and databricks, bayesplot focuses on bayesian workflow, stan and posterior predictive checks.
bayesplot and pins have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
11. animation · velocity 0.0
Contribution-driven maintenance on a package whose last structural change was magick support.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where pins leans on data versioning, cloud storage and databricks, animation focuses on r, animation and gif rendering.
animation and pins have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
12. tsibble · velocity 0.0
Tsibble shipped one release in five and a half years - the data structure is finished.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Interval becomes a vctrs record type; windowing moves to slider”.
Where pins leans on data versioning, cloud storage and databricks, tsibble focuses on time series, data structures and vctrs.
tsibble and pins 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 pins?
The top pins alternatives we currently track in analytics tools are comtradr, bbotk, easystats, discrim, dbparser, ranked by recent ship velocity.
How is this list of pins alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare pins directly with one of these alternatives?
Yes — every card has a "Compare with pins" link to a side-by-side /compare page.