driveR
A cancer driver prioritization package that ships rarely and mostly to stay installable
Comparison · Infra & APIs
profoc vs ToolJet
A side-by-side editorial comparison of profoc and ToolJet — release velocity, themes, recent moves, and the top alternatives to consider.
profoc vs ToolJet: at a glance
What is profoc?
A forecast combination package that spun its profiler out into its own project
profoc combines probabilistic forecasts online, using the Bernstein online aggregation family with B-spline smoothing over quantiles and time. The recent releases are infrastructure rather than method: 1.3.4 removed a using namespace arma directive for CRAN compliance and closed a timer edge case, 1.3.3 adjusted the integration with rcpptimer against its now-stable 1.2.0 API. The last release to change what users can do was 1.3.0, which exposed the conline C++ class to R and exported init_experts_list(), make_basis_mats(), make_hat_mats() and post_process_model() so the engine can be driven directly.
What is ToolJet?
ToolJet's LTS and beta trains both narrow to component polish and CVE patching
ToolJet runs two parallel release trains — a 3.20 LTS line and a 3.21 beta line — and this window is dominated by small fixes on both. The most substantive tag is v3.20.212-lts, which brings dynamic-height support to several widgets, a dynamic number format for Currency Input, mobile camera flip, and AI build notifications. Everything newer than it is single-issue: a table header wrap fix, a gRPC discovery freeze, a stale row-click value.
profoc vs ToolJet: editorial side-by-side
profoc
0.0INFRA · APIS
A forecast combination package that spun its profiler out into its own project
◆ Current state
profoc combines probabilistic forecasts online, using the Bernstein online aggregation family with B-spline smoothing over quantiles and time. The recent releases are infrastructure rather than method: 1.3.4 removed a using namespace arma directive for CRAN compliance and closed a timer edge case, 1.3.3 adjusted the integration with rcpptimer against its now-stable 1.2.0 API. The last release to change what users can do was 1.3.0, which exposed the conline C++ class to R and exported init_experts_list(), make_basis_mats(), make_hat_mats() and post_process_model() so the engine can be driven directly.
◆ Where it's heading
The direction is toward a reusable C++ core with thin language bindings. The timing code that lived inside profoc was extracted into the standalone rcpptimer package in 1.3.2, deliberately so other R packages and Python projects could use it through cpptimer and cppytimer, and the clock header was reworked in 1.3.1 to maximise the code shared between the R and Python versions. Method work sits earlier in the history - periodic splines and penalties in 1.2.0, the penalty() function in 1.1.0 - while the recent cadence, a single release in the last sixteen months, points at a package the maintainer considers finished.
◆ Prediction
The repeated references to future Python use suggest the next significant work happens outside this package, in the shared C++ components, rather than in profoc's R surface.
ToolJet
5.0INFRA · APIS
ToolJet's LTS and beta trains both narrow to component polish and CVE patching
◆ Current state
ToolJet runs two parallel release trains — a 3.20 LTS line and a 3.21 beta line — and this window is dominated by small fixes on both. The most substantive tag is v3.20.212-lts, which brings dynamic-height support to several widgets, a dynamic number format for Currency Input, mobile camera flip, and AI build notifications. Everything newer than it is single-issue: a table header wrap fix, a gRPC discovery freeze, a stale row-click value.
◆ Where it's heading
The component library is where the work is going — dynamic heights, sizing modes, and overflow handling have appeared across four of the last six releases, which reads as a systematic pass over layout behaviour rather than isolated requests. The AI surface is growing quietly at the edges: build notifications here, an AI credits portal domain change, hardened guards on the AI onboarding API. Cherry-picks in both directions suggest the LTS and beta lines are being kept deliberately close.
◆ Prediction
Expect the dynamic-height and sizing pass to continue across remaining widgets, and the beta line's AI datasource integrations to graduate into the LTS train.
Alternatives to profoc and ToolJet
Other Infra & APIs 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 profoc or ToolJet.
metR
A meteorology ggplot2 extension where the netCDF reader became the main event
IsoriX
An isotope geolocation package still recovering from the r-spatial retirement
fdacluster
Functional data clustering grew from one algorithm into a comparable suite
adjustedCurves
A survival curve package spending release after release correcting its own estimates
mize
A numerical optimization toolkit that has been feature-complete and quiet since 2017
See all profoc alternatives → · See all ToolJet alternatives →
Recent activity from profoc and ToolJet
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2h agoToolJetTable headers grow in height when set to wrap
- 9h agoToolJetFix for gRPC proto discovery freezing the instance
- 4d agoToolJetToolJet 3.21.60-beta fixes stale table row-click values
- 4d agoToolJet3.20.212-LTS: AI build notifications and more dynamic heights
- 6d agoToolJetToolJet 3.20.211-LTS adds global data source certificates
- 6d agoToolJetToolJet 3.20.210-LTS patches critical and high CVEs
- 6mo agoprofocCRAN compliance fix removing a namespace directive
- 1y agoprofocTimer integration updated to the stable rcpptimer API
- 2y agoprofocTiming code extracted into the standalone rcpptimer package
- 2y agoprofocInteger overflow fix and Welford timing statistics
- 2y agoprofocThe conline C++ class opens up to R users
- 2y agoprofocQuantile crossing flagged and tidy methods added
Frequently asked questions
What is the difference between profoc and ToolJet?
They serve adjacent needs but don't currently overlap on shipped themes. ToolJet is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is profoc better than ToolJet?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. ToolJet is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
What are the best alternatives to profoc?
Top profoc alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "profoc alternatives" section above for the current picks, or visit /alternatives/profoc for the full list with editorial commentary on each.
What are the best alternatives to ToolJet?
Top ToolJet alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "ToolJet alternatives" section above for the current picks, or visit /alternatives/tooljet for the full list with editorial commentary on each.