linkedin-profile-scraping

  • Phantombuster

    Phantombuster is a web automation and LinkedIn scraping tool founded in Paris in 2016 that was among the first tools to popularize automated LinkedIn data extraction and connection outreach at scale. Built on a “phantom” architecture — pre-built automation scripts for specific social platform actions — Phantombuster enabled non-technical users to run LinkedIn scraping, follower extraction, and connection campaigns without writing code. The tool reached significant traction in the 2019-2022 period as LinkedIn automation demand grew, but has been in visible decline since 2023 due to two converging forces: LinkedIn’s increasingly aggressive Terms of Service enforcement has made large-scale scraping and automation riskier, and purpose-built LinkedIn automation tools — particularly HeyReach — have offered better multi-account campaign management at comparable or lower prices. Phantombuster’s bootstrapped nature has limited its ability to invest in detection evasion, agency features, and integrations at the pace that the market now demands. As of May 2026, Phantombuster remains a functional tool for ad-hoc data extraction and lightweight automation tasks where scraping flexibility matters more than campaign reliability, but it is no longer the default recommendation for LinkedIn automation at any scale. The agency market has moved to HeyReach; the technical operator market has moved to Clay-native enrichment flows that do not require a standalone phantom-based automation layer.

  • Expandi

    Expandi is a LinkedIn automation tool founded in 2018 that was an early leader in cloud-based LinkedIn outreach, allowing users to run connection campaigns, message sequences, and InMail outreach from a persistent cloud session rather than a browser extension. Bootstrapped throughout its history, Expandi was the go-to LinkedIn automation tool for agencies and consultants through roughly 2022-2023, but has ceded significant market share to HeyReach and Lemlist’s LinkedIn layer since 2024. The platform targets individual operators and small agencies who need basic LinkedIn automation without the multi-account management complexity of HeyReach. Pricing is a flat $99 per month per account — a simple, predictable structure that works for solo practitioners but scales poorly for agencies managing multiple client LinkedIn identities, where HeyReach’s model becomes materially cheaper per seat. As of May 2026, Expandi remains a functional tool with a loyal existing user base, but its product roadmap has not kept pace with the agency-first features that define the current competitive standard. The core use case — automating LinkedIn connection requests and message sequences from a single account — is well-executed, but the market has moved toward multi-account management and deep sequencing tool integrations that Expandi has been slow to match.