Best LinkedIn API alternatives for developers

If you've tried to build anything meaningful with LinkedIn's official API, you know the pain. The approval process is opaque, most endpoints are restricted to partner programs, and common actions like sending connection requests or searching by job title simply aren't available. Developers need alternatives — and there are several worth considering.

The landscape breaks down into three categories: full-service platforms (Crispy, PhantomBuster, Apify), automation tools with APIs (Expandi, HeyReach, Dripify), and DIY browser automation (Puppeteer, Playwright scripts). Each has trade-offs in cost, reliability, coverage, and maintenance burden.

Crispy takes the API-first approach. We expose 43 LinkedIn tools as both MCP endpoints and REST APIs. Every action — search, messaging, invitations, content, analytics — is a single API call with typed parameters and structured responses. No UI, no workflow builder, just clean endpoints. Pricing starts at €19/month.

PhantomBuster offers "Phantoms" — pre-built scraping recipes for LinkedIn. Good for one-off extractions, but each Phantom is a separate product with its own pricing ($56-$296/month). No real-time API access, no MCP support, and they store extracted data on their servers. Apify is similar: actor-based scraping with per-run pricing that gets expensive at scale.

Automation tools like Expandi, HeyReach, and Dripify include APIs, but they're designed around their workflow UIs. The API is an afterthought — limited endpoints, rate limits tied to their internal sequencing, and pricing from $59-$299/seat/month. If you want raw LinkedIn capabilities for your own AI or app, they're overbuilt and overpriced.

DIY browser automation (Puppeteer/Playwright) gives you full control but maximum maintenance. You handle session management, CAPTCHA solving, proxy rotation, rate limiting, and LinkedIn's constantly changing DOM. Teams typically spend 20+ hours/month maintaining these scripts. It's free but far from free.

For most developers, the decision comes down to: do you want to maintain infrastructure or pay for a clean API? Crispy exists because we chose the second option for ourselves and figured others would too. Stateless by design, MCP-native, and priced for individual developers and small teams. Try it out and see if it fits your stack.