LinkedIn Recruiter Data Scraping for US Staffing Platforms | Actowiz
Industry HR Tech / Staffing / Recruitment Geography United States — pan-US, all 50 states Data Coverage Job postings, candidate profiles, recruiter activity, skill graphs, company hiring trends Client Overview The client is a venture-backed US staffing platform serving Fortune-1000 enterprises with AI-powered candidate matching. Their proprietary matching algorithm depended on continuous, structured talent and hiring market data — which manual data acquisition couldn't deliver at scale. LinkedIn remained the single most authoritative source of professional talent data — but extracting it at scale required deep technical expertise and strict compliance discipline. Business Challenges LinkedIn's Aggressive Anti-Bot Stack Account flagging, IP blocking, behavioral fingerprinting, and rate-limiting made traditional scraping infeasible. Compliance & ToS Risk The client needed an approach that respected public-data scraping case law (hiQ vs LinkedIn) and avoided PII collection...