Scraping & Actions Tools
4 tools: no-code LinkedIn automation platforms (PhantomBuster, TexAu), web scraping infrastructure (Apify), and a B2B data API for AI agents (Captain Data). Segmented by technical level, platform coverage, and outbound workflow fit.
Scraping & Actions Tools
4 tools reviewed: no-code to API
Platforms, technical level, compliance posture, and outbound workflow per tool.
PhantomBuster and TexAu automate LinkedIn via session cookies. Use a dedicated account, not a senior executive's primary account. Stay within conservative daily limits and monitor account status regularly.




Comparison
4 tools compared: technical level, actions, and compliance
Technical level is the primary selection axis. PhantomBuster works for non-technical GTM teams; Captain Data and Apify require engineering or technical RevOps to operate.
| Tool | Primary data sources | Technical level | Outbound actions | LinkedIn ToS risk | Entry price |
|---|---|---|---|---|---|
| PhantomBuster | LinkedIn, SN, Google Maps, social | Beginner | β Connection + DM | β Moderate risk | $69/mo |
| TexAu | 150+ enrichment providers | Intermediate | β Push to Instantly/Smartlead | β Via LinkedIn scraping | $249/mo |
| Apify | Any public website + 19K+ Actors | Intermediate/Advanced | β Data only | Varies by Actor | Free / $29/mo |
| Captain Data | LinkedIn, company data, people search | Advanced (API-only) | β Data only | API-based, lower risk | Free 100 credits |
How to Choose
PhantomBuster for GTM teams, Apify and Captain Data for engineers
PhantomBuster is the only no-code option here. Apify handles any public website; Captain Data covers structured B2B people and company data via API with MCP support. TexAu adds AI scoring and native sequencer push: at $249/mo it bundles verification and scoring that PhantomBuster requires separate tools to replicate.
Clay connects to 75+ data providers, runs waterfall enrichment, and pushes to Instantly and Smartlead. Worth comparing against PhantomBuster and TexAu before committing. Clay does not automate LinkedIn connection requests or messages in session-based mode.
130+ LinkedIn and multi-platform scrapers, no code required. PhantomBuster runs in under an hour.
Sales Navigator exports, post engagement scrapers, connection request campaigns across 15+ platforms. Integrates with HubSpot, Lemlist, Zapier, and Make. 14-day free trial, no credit card. Affiliate link active.
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