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Comparison · Infra & APIs
Prowler vs wooldridge
A side-by-side editorial comparison of Prowler and wooldridge — release velocity, themes, recent moves, and the top alternatives to consider.
Prowler vs wooldridge: at a glance
What is Prowler?
Prowler's assistant decides what to do with findings; the patches keep the scanner honest
Prowler is shipping a minor release roughly weekly with patches filling the gaps. The agentic layer, Lighthouse, has moved from explaining findings to acting on them, with named skills attached to individual findings and every write path bound to the asking user's RBAC. Alongside that, 5.39.1 fixes an install path that had been quietly broken: 5.38.0 declared a cryptography floor its own dependencies capped below, so pip install prowler silently resolved back to 5.37.1.
What is wooldridge?
A textbook data package whose whole job is to stay installable, and whose releases prove how much work that is.
wooldridge ships the datasets from Wooldridge's Introductory Econometrics so students can load any of them with one command. The data has been essentially complete since the 7th-edition sets landed in 1.4-1; every release since has been about keeping the package on CRAN. The most recent tag exists only to re-run roxygen2 so that documentation URL fixes from the previous version actually reached the .Rd files.
Prowler vs wooldridge: editorial side-by-side
Prowler
7.5INFRA · APIS
Prowler's assistant decides what to do with findings; the patches keep the scanner honest
◆ Current state
Prowler is shipping a minor release roughly weekly with patches filling the gaps. The agentic layer, Lighthouse, has moved from explaining findings to acting on them, with named skills attached to individual findings and every write path bound to the asking user's RBAC. Alongside that, 5.39.1 fixes an install path that had been quietly broken: 5.38.0 declared a cryptography floor its own dependencies capped below, so pip install prowler silently resolved back to 5.37.1.
◆ Where it's heading
Two tracks run in parallel and rarely overlap. The minor releases push the commercial agentic surface forward — triage skills, page context, the MCP tool set — while the patches defend the parts everyone uses: dependency resolution, container CVEs, and check correctness. That second track matters more than its version numbers suggest, because a security scanner reporting PASS when an API call failed is worse than one that errors. 5.39.1 fixes exactly that in the ECS task-definition checks, and makes the SES public-access check evaluate every identity policy rather than stopping at the first.
◆ Prediction
Expect the next minor to extend Lighthouse skills to groups of findings rather than one at a time, with patch releases continuing to absorb Trivy and base-image CVE churn.
wooldridge
0.0INFRA · APIS
A textbook data package whose whole job is to stay installable, and whose releases prove how much work that is.
◆ Current state
wooldridge ships the datasets from Wooldridge's Introductory Econometrics so students can load any of them with one command. The data has been essentially complete since the 7th-edition sets landed in 1.4-1; every release since has been about keeping the package on CRAN. The most recent tag exists only to re-run roxygen2 so that documentation URL fixes from the previous version actually reached the .Rd files.
◆ Where it's heading
The maintainer has been systematically shrinking the package's attack surface for years. Dependencies used only for vignette examples were cut after one of them broke its API and triggered a CRAN removal notice; test infrastructure moved from testthat to tinytest and from Travis and AppVeyor to GitHub Actions; datasets were compressed by stripping attributes left over from the Stata imports. The stated goal, written into the 1.4-2 notes, is that this should be the easiest package the maintainer has to look after.
◆ Prediction
Nothing in the recent entries points to new data; the next release will most likely be triggered by another CRAN check failure or by a new edition of the textbook adding datasets.
Alternatives to Prowler and wooldridge
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 Prowler or wooldridge.
forestploter
A forest plot package that keeps handing users control of one more graphical detail.
ggInterval
Interval-valued data plotting, spending 2026 making its function names and examples survive CRAN.
rgm
A microbiome network model that got itself un-archived by deleting the dependency that killed it.
contagionchannels
Three releases in ten days, every one of them a CRAN reviewer's correction rather than a code change.
tidyaudit
Pipeline provenance for tidyverse workflows, recording what changed at each step without keeping the data.
See all Prowler alternatives → · See all wooldridge alternatives →
Recent activity from Prowler and wooldridge
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoProwler5.39.1 unbreaks pip install and stops two checks reporting false PASS
- 6d agoProwlerLighthouse AI triages findings; Azure management-group onboarding ⚡
- 13d agoProwlerCompliance Watchlist and multi-domain SAML SSO
- 15d agoProwlerContainer CVE cleanup and an M365 false-FAIL fix
- 15d agoProwlerLighthouse AI gains page context and the full MCP toolbox ⚡
- 21d agoProwlerFinding Groups dispatch to Jira; Attack Paths query filtering
- 1mo agowooldridgeDocs re-compiled so the previous release's URL fixes take effect
- 3y agowooldridgeCI moved to GitHub Actions; live-data examples disabled
- 3y agowooldridgeDocumentation content and formatting pass
- 4y agowooldridgeFour 7th-edition datasets added; tests moved to tinytest
- 4y agowooldridgeVignette scope cut to drop heavy and API-unstable dependencies
- 7y agowooldridgeVignette repaired after an upstream API rename
Frequently asked questions
What is the difference between Prowler and wooldridge?
They serve adjacent needs but don't currently overlap on shipped themes. Prowler is currently shipping more aggressively (velocity 7.5 vs 0.0), with 2 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 Prowler better than wooldridge?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Prowler is currently shipping more aggressively (velocity 7.5 vs 0.0), with 2 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 Prowler?
Top Prowler alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Prowler alternatives" section above for the current picks, or visit /alternatives/prowler for the full list with editorial commentary on each.
What are the best alternatives to wooldridge?
Top wooldridge alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "wooldridge alternatives" section above for the current picks, or visit /alternatives/wooldridge for the full list with editorial commentary on each.