Compare Edges to every LinkedIn API.
Compared on the two axes that decide it: freshness (is the record read now, or resold from a months-old crawl?) and coverage (how many fields come back filled?). Head-to-head against the LinkedIn data APIs, scraping platforms, automation tools, and Sales Navigator exporters you’re already shortlisting — written by the team building Edges, kept up to date.
// LinkedIn-specific
Switching from a LinkedIn scraper.
Unipile, PhantomBuster, and Apify — the LinkedIn-native tools teams shortlist first when LinkedIn is the product, not one channel among many.
- vs
Unipile
Unified messaging APIUnipile is a unified inbox. Edges is LinkedIn-native: we manage identity pools and per-seat limits, plus Sales Nav, engagement, and schedule-mode Actions Unipile doesn't ship.
Read comparison Reviewed Apr 2026 - vs
Phantombuster
Browser phantoms · scheduled cloud runsMove from scheduled phantoms to a real HTTP API: versioning, callbacks, structured errors, CI mocks. Reads on our pool; outreach on a seat you connect.
Read comparison Reviewed Aug 2026 - vs
Apify
Actor marketplace · scraping platformStop stitching actors written by different authors. One API, one SLA, one roadmap owner — when LinkedIn reliability has to be production-grade.
Read comparison Reviewed Apr 2026 - // more
Have a vendor in mind?
We'll publish a comparisonTell us the alternative you're evaluating and we'll write up an honest side-by-side — the same way we did for the thirteen on this page.
Request a comparison ~ 3 day SLA
// LinkedIn data APIs
Switching from a profile / company API.
Migration-style comparisons against the developer-first APIs that own the LinkedIn enrichment slot in most data stacks.
- vs
Bright Data
Web-data platform · LinkedIn datasetSpecialist vs generalist. Bright Data covers hundreds of sites; Edges' whole team is LinkedIn — Sales Nav, engagement, and Actions you schedule for timing.
Read comparison Reviewed Aug 2026 - vs
Captain Data
People & company data APISame buyer, same people and company data. Edges covers the rest of LinkedIn too — Sales Navigator, messaging, engagement, schedule-mode timing — from one integration.
Read comparison Reviewed Jul 2026 - vs
Crustdata
Intelligence + firmographic APIDifferent shapes. Crustdata queries a pre-aggregated graph; Edges runs live LinkedIn actions. Pick by whether your product reads data or acts on it.
Read comparison Reviewed Apr 2026 - vs
iScraper
Developer-first LinkedIn dataMore than profile reads. Edges ships SOC 2 Type II, 99%+ uptime, and a unified credit pool across every LinkedIn action your roadmap will ask for.
Read comparison Reviewed Apr 2026 - vs
Lobstr
Sales Nav extraction · enrichmentEdges runs SN searches, lead lists, smart links and accounts — then enriches and engages in the same credit pool. One API, one bill.
Read comparison Reviewed Aug 2026 - vs
Netrows
Broad LinkedIn endpoint surfaceFor teams picking a partner they'll live with for years. We compare on docs, changelogs, status history, and SDK maturity — not just the endpoint list.
Read comparison Reviewed Apr 2026 - vs
Piloterr
Generic scraping APILinkedIn is not just another URL. Edges owns selectors, sessions, and anti-bot posture so your team doesn't fight LinkedIn breakages at 2 a.m.
Read comparison Reviewed Apr 2026 - vs
Proxycurl
Offline July 2025 · was profile · company enrichmentShut down July 4, 2025 after LinkedIn Corp. v. Nubela. Map the person and company endpoints to Edges — plus Sales Nav, engagement, and schedule-mode timing Proxycurl never shipped.
Read comparison Reviewed Aug 2026 - vs
ScrapIn
Real-time profile readsSame on-demand freshness, plus the adjacent Sales Nav, engagement, and schedule-mode timing surfaces you'd otherwise need a second vendor to cover.
Read comparison Reviewed Apr 2026 - vs
Xverum
Bulk people & company datasetsA licensed corpus for your warehouse, or a live read at the moment your user asks. Compare on freshness at point of use — and on whether you can act, not just read.
Read comparison Reviewed Jul 2026
The fast version: when Edges is the right pick.
Choose Edges
LinkedIn is the strategic surface for your product.
- You're building a product where LinkedIn is the main thing — prospecting, recruiting, sales intelligence, agents.
- Your 12-month roadmap mentions Sales Navigator, scheduled timing, or engagement — not just enrichment.
- You want one vendor accountable when LinkedIn changes — not a marketplace of actor authors.
- Your buyers ask for SOC 2 Type II, a DPA, and a real status page.
- You'd rather not own selector maintenance, session pools, or anti-bot posture.
Pick something else
When your use case sits outside the LinkedIn-first wedge.
- You only need point profile enrichment, current pricing fits, no roadmap beyond that.
- You already have email and WhatsApp elsewhere and only need a thin LinkedIn DM checkbox — knowing you'll still own session health, rate limits, Sales Nav, and timing yourself.
- You scrape dozens of sites and LinkedIn is a minor piece you're happy to maintain.
- Non-technical operators run the workflows; you want a UI, not an SDK.
- You need rich firmographics, funding rounds, or filings — not LinkedIn actions.
The honest test: dual-run for a sprint.
Map your top actions to Edges, run both in staging, compare fill rate and latency on the fields you actually ship.