ANALYTICS
A grammar for experimental design that learned to compose designs and track its own provenance.
Alternatives · analytics tools
rolap alternatives
The best rolap alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 16, 2026
Looking for the best alternatives to rolap? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, rolap 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 rolap
A star-schema modelling package grew a query language, a deployment path, and then a map layer.
rolap builds dimensional models — star databases and constellations — from flat tables inside R. Over 2023 it acquired a multidimensional query interface, the ability to deploy models into relational databases, incremental refresh, and geographic layers exportable as GeoPackage. Since early 2024 it has been quiet, with the only 2025 release removing a test that clashed with another package.
Velocity 0.0 · Last update 23m ago
Top 12 alternatives to rolap
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
A Swiss clinical-trial data reader that surfaces once every couple of years to clear check notes.
ANALYTICS
Brazil's flight-data package keeps working around what ANAC publishes and when.
ANALYTICS
A water-research lab's ODBC helper, still fighting Windows database drivers a decade in.
ANALYTICS
PACTA's loan-book matcher opened up to sector taxonomies other than its own.
ANALYTICS
PACTA's climate-alignment charting layer split prep from plotting, then settled into stable.
ANALYTICS
An ensemble sampler just admitted its walkers were barely talking to each other.
ANALYTICS
Australia's animal-tracking QC toolkit added a global 3-D ocean dataset, then spent two years absorbing upstream churn.
ANALYTICS
A segregation-analysis tool that keeps widening which pedigrees it can actually handle.
ANALYTICS
UNHCR's chart theme re-based itself on a new house standard, then lost its font pipeline to CRAN attrition.
ANALYTICS
The tidying engine under gtsummary keeps widening its model coverage while retiring its own selector layer.
ANALYTICS
The hubverse plotting layer spends its releases absorbing upstream churn, not adding charts.
rolap 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 |
|---|---|---|---|---|
| rolap (baseline) | 0.0 | 0 | olapstar-schemadata-warehousing | rolap 2.4.0 |
| edibble | 0.0 | 0 | experimental-designgrammar-of-designreproducibility | edibble 1.1.0 |
| secuTrialR | 0.0 | 0 | clinical-trialsdata-importcdms | — |
| flightsbr | 0.0 | 0 | open-dataaviationbrazil | — |
| kwb.db | 0.0 | 0 | database-accessodbcresearch-infrastructure | — |
| r2dii.match | 0.0 | 0 | climate-financeentity-matchingpacta | r2dii.match 0.3.0 |
| r2dii.plot | 0.0 | 0 | climate-financedata-visualizationpacta | r2dii.plot 0.4.0 |
| mcmcensemble | 0.0 | 0 | mcmcbayesian-inferenceensemble-sampling | Walker correlation bug fixed, changing results at any seed |
| remora | 0.0 | 0 | acoustic-telemetrymarine-sciencequality-control | remora 0.8-0 |
| segregatr | 0.0 | 0 | statistical-geneticspedigree-analysisvariant-classification | segregatr 0.3.0 |
| unhcrthemes | 0.0 | 0 | data-visualizationggplot2-themebrand-standards | Theme and palettes rebuilt on the 2025 UNHCR guidelines |
| broom.helpers | 0.0 | 0 | regression-tidyingr-packagegtsummary | broom.helpers 1.17.0 |
| hubVis | 0.0 | 0 | forecast-visualizationhubverser-package | — |
The 12 best rolap alternatives, in depth
1. edibble · velocity 0.0
A grammar for experimental design that learned to compose designs and track its own provenance.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “edibble 1.1.0”.
Where rolap leans on olap, star schema and data warehousing, edibble focuses on experimental design, grammar of design and reproducibility.
edibble and rolap have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
2. secuTrialR · velocity 0.0
A Swiss clinical-trial data reader that surfaces once every couple of years to clear check notes.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where rolap leans on olap, star schema and data warehousing, secuTrialR focuses on clinical trials, data import and cdms.
secuTrialR and rolap have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full secuTrialR trajectory → · Compare rolap vs secuTrialR →
3. flightsbr · velocity 0.0
Brazil's flight-data package keeps working around what ANAC publishes and when.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where rolap leans on olap, star schema and data warehousing, flightsbr focuses on open data, aviation and brazil.
flightsbr and rolap have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
4. kwb.db · velocity 0.0
A water-research lab's ODBC helper, still fighting Windows database drivers a decade in.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where rolap leans on olap, star schema and data warehousing, kwb.db focuses on database access, odbc and research infrastructure.
kwb.db and rolap have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
5. r2dii.match · velocity 0.0
PACTA's loan-book matcher opened up to sector taxonomies other than its own.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “r2dii.match 0.3.0”.
Where rolap leans on olap, star schema and data warehousing, r2dii.match focuses on climate finance, entity matching and pacta.
r2dii.match and rolap have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full r2dii.match trajectory → · Compare rolap vs r2dii.match →
6. r2dii.plot · velocity 0.0
PACTA's climate-alignment charting layer split prep from plotting, then settled into stable.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “r2dii.plot 0.4.0”.
Where rolap leans on olap, star schema and data warehousing, r2dii.plot focuses on climate finance, data visualization and pacta.
r2dii.plot and rolap have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full r2dii.plot trajectory → · Compare rolap vs r2dii.plot →
7. mcmcensemble · velocity 0.0
An ensemble sampler just admitted its walkers were barely talking to each other.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Walker correlation bug fixed, changing results at any seed”.
Where rolap leans on olap, star schema and data warehousing, mcmcensemble focuses on mcmc, bayesian inference and ensemble sampling.
mcmcensemble and rolap have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full mcmcensemble trajectory → · Compare rolap vs mcmcensemble →
8. remora · velocity 0.0
Australia's animal-tracking QC toolkit added a global 3-D ocean dataset, then spent two years absorbing upstream churn.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “remora 0.8-0”.
Where rolap leans on olap, star schema and data warehousing, remora focuses on acoustic telemetry, marine science and quality control.
remora and rolap have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
9. segregatr · velocity 0.0
A segregation-analysis tool that keeps widening which pedigrees it can actually handle.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “segregatr 0.3.0”.
Where rolap leans on olap, star schema and data warehousing, segregatr focuses on statistical genetics, pedigree analysis and variant classification.
segregatr and rolap have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
10. unhcrthemes · velocity 0.0
UNHCR's chart theme re-based itself on a new house standard, then lost its font pipeline to CRAN attrition.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Theme and palettes rebuilt on the 2025 UNHCR guidelines”.
Where rolap leans on olap, star schema and data warehousing, unhcrthemes focuses on data visualization, ggplot2 theme and brand standards.
unhcrthemes and rolap have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full unhcrthemes trajectory → · Compare rolap vs unhcrthemes →
11. broom.helpers · velocity 0.0
The tidying engine under gtsummary keeps widening its model coverage while retiring its own selector layer.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “broom.helpers 1.17.0”.
Where rolap leans on olap, star schema and data warehousing, broom.helpers focuses on regression tidying, r package and gtsummary.
broom.helpers and rolap have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full broom.helpers trajectory → · Compare rolap vs broom.helpers →
12. hubVis · velocity 0.0
The hubverse plotting layer spends its releases absorbing upstream churn, not adding charts.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where rolap leans on olap, star schema and data warehousing, hubVis focuses on forecast visualization, hubverse and r package.
hubVis and rolap 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 rolap?
The top rolap alternatives we currently track in analytics tools are edibble, secuTrialR, flightsbr, kwb.db, r2dii.match, ranked by recent ship velocity.
How is this list of rolap alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare rolap directly with one of these alternatives?
Yes — every card has a "Compare with rolap" link to a side-by-side /compare page.