pins
pins keeps adding a storage backend per release while retiring its original API
Comparison · Analytics
bigrquery vs insight
A side-by-side editorial comparison of bigrquery and insight — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:performance
bigrquery vs insight: at a glance
What is bigrquery?
bigrquery went MIT, then handed its slowest path to the BigQuery Storage API
bigrquery is the R client for Google BigQuery. Version 1.5.0 was the structural release - MIT relicensing, removal of the long-deprecated non-bq_ API, and a move to the second edition of the dbplyr interface with a much fuller DBI implementation. Since then the work has been about the two things that hurt in practice: download throughput and cost visibility.
What is insight?
insight quietly widens the set of model objects the easystats ecosystem can read
insight is the extraction layer under the easystats packages — it answers what a fitted model's parameters, data, variance and priors are, for whatever object it is handed. The 1.4.x and 1.5.x releases read as a steady widening of that support list: tidymodels workflows, cmdstanr fits, rstpm2 survival models, lavaan variance-covariance, mice imputations.
bigrquery vs insight: editorial side-by-side
bigrquery
0.0ANALYTICS
bigrquery went MIT, then handed its slowest path to the BigQuery Storage API
◆ Current state
bigrquery is the R client for Google BigQuery. Version 1.5.0 was the structural release - MIT relicensing, removal of the long-deprecated non-bq_ API, and a move to the second edition of the dbplyr interface with a much fuller DBI implementation. Since then the work has been about the two things that hurt in practice: download throughput and cost visibility.
◆ Where it's heading
The package is settling into being a well-behaved DBI and dbplyr backend rather than a bespoke API wrapper, and offloading its hard parts to specialist packages - clock for date parsing, bigrquerystorage for bulk downloads, gargle for auth. The recent additions read like responses to production use: job labels for cost allocation, microsecond timestamp precision, a configurable quiet option.
◆ Prediction
Expect bigrquerystorage to move from optional to expected for large reads, and further work on upload fidelity, where digits and timezone handling have needed repeated correction.
insight
0.0ANALYTICS
insight quietly widens the set of model objects the easystats ecosystem can read
◆ Current state
insight is the extraction layer under the easystats packages — it answers what a fitted model's parameters, data, variance and priors are, for whatever object it is handed. The 1.4.x and 1.5.x releases read as a steady widening of that support list: tidymodels workflows, cmdstanr fits, rstpm2 survival models, lavaan variance-covariance, mice imputations.
◆ Where it's heading
Two things move together here. The support list grows toward objects produced outside the easystats world, and performance work targets the helpers that everything else calls — compact_list(), is_empty_object(), find_parameters() on mgcv models. New functions appear occasionally (get_simulated(), vcovFPC()) but the center of gravity is coverage, not capability.
◆ Prediction
Expect further model classes to be added as downstream easystats packages need them, and continued alignment with R-devel behavior changes like the weighted-residuals revision.
Alternatives to bigrquery and insight
Other Analytics products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either bigrquery or insight.
tsibble
tsibble shipped one release in five and a half years - the data structure is finished
yardstick
yardstick made fairness metrics a first-class part of tidymodels evaluation
tune
tune extends tuning past the model itself to postprocessors, and adds a second parallel backend
leaflet
leaflet relicensed to MIT and finished migrating off R's retired spatial stack
ggpubr
ggpubr reached 1.0.0 with p-value formatting presets for specific journals
See all bigrquery alternatives → · See all insight alternatives →
Recent activity from bigrquery and insight
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agoinsightcompact_list() performance and lavaan variance-covariance support
- 2mo agoinsightcmdstanr support and finite-population-corrected variance
- 3mo agobigrqueryJob labels for cost allocation; microsecond upload precision
- 4mo agoinsightget_simulated() added; rstpm2 survival models supported
- 6mo agoinsightWeighted residuals revised to match R 4.6.0
- 6mo agoinsighttidymodels workflow objects become readable
- 8mo agoinsightlme4 convergence and fixest data extraction fixes
- 11mo agobigrqueryUses bigrquerystorage automatically for large downloads
- 11mo agobigrqueryDevelopment snapshot advancing 1.4.0 deprecations
- 2y agobigrqueryForward compatibility with an upcoming dbplyr release
- 2y agobigrqueryMIT relicensing, dbplyr second edition, full DBI support ⚡
- 3y agobigrquerySyncs with gargle's OAuth client rename
Frequently asked questions
What is the difference between bigrquery and insight?
Both compete on the same themes — performance — within Analytics. bigrquery and insight are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is bigrquery better than insight?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. bigrquery and insight are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to bigrquery?
Top bigrquery alternatives in Analytics are ranked by recent ship velocity. Browse the "bigrquery alternatives" section above for the current picks, or visit /alternatives/bigrquery for the full list with editorial commentary on each.
What are the best alternatives to insight?
Top insight alternatives in Analytics are ranked by recent ship velocity. Browse the "insight alternatives" section above for the current picks, or visit /alternatives/insight for the full list with editorial commentary on each.