After the publication of the Black Ostrich paper I continued to tinker with our data gathering solutions and came up with a solution that fetches data from CommonCrawl, parses the web pages using the tl HTML parser, and extracts any form that contains elements with either the pattern, data-val-regex-pattern, or the ng-pattern attribute. I also normalise the encoding to UTF-8.
Appendix: behind the scenes
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The confidential employee hotline is one of the first ideas that Rascoff put into motion after becoming Match Group’s CEO in 2025, overseeing iconic online dating platforms like Hinge, Tinder, and Match.com.