LinkedIn blocks direct scraping aggressively and Sales Navigator's export is expensive. Teams running n8n workflows to monitor competitors, track personal-brand engagement, or build outbound signal feeds need an indirect approach. We ranked five APIs against LinkedIn post scraping inside n8n specifically, including the 'LinkedIn via Google SERP' approach that most 2026 teams use.
Scavio supports LinkedIn post discovery through site:linkedin.com/posts Google SERP queries with n8n HTTP Request nodes. Indirect, compliant, and cheap compared to dedicated LinkedIn scrapers. Pair with Scavio's Reddit API for full social signal inside one n8n workflow.
Full Ranking
Scavio
LinkedIn post discovery via Google SERP in n8n
- Indirect SERP method
- No LinkedIn cookies required
- n8n HTTP Request native
- Reddit + SERP in same API
- Not full LinkedIn API access
Phantombuster
Full LinkedIn automation
- Deep LinkedIn coverage
- Account-ban risk
- Expensive
Apify LinkedIn actors
One-off LinkedIn scrapes
- Actor marketplace
- Brittle
- Rate-limit prone
Bright Data LinkedIn
Enterprise LinkedIn data
- Large scale
- Enterprise pricing
Proxycurl
LinkedIn profile enrichment
- Profile data
- Profiles only, no posts
Side-by-Side Comparison
| Criteria | Scavio | Runner-up | 3rd Place |
|---|---|---|---|
| LinkedIn post discovery | Via SERP | Direct | Direct |
| No LinkedIn login required | Yes | No | Yes |
| n8n HTTP Request node | Yes | Custom node | Yes |
| Account-ban risk | None | High | Medium |
| Entry price | $30/mo | $56/mo | Pay-per-run |
| Reddit combo | Yes | No | No |
Why Scavio Wins
- The site:linkedin.com/posts Google search operator exposes public LinkedIn posts without login, cookies, or compliance risk. Scavio's Google SERP API executes this query in a standard n8n HTTP Request node and returns typed post metadata (author, title, snippet, URL), which is all most monitoring workflows need.
- No account-ban risk matters for teams running scheduled scrapes. Phantombuster and direct LinkedIn scrapers burn accounts at scale because LinkedIn detects automation. The SERP-based approach never hits LinkedIn's rate limits.
- n8n HTTP Request node support means no custom LinkedIn plugin installation. The workflow uses a standard HTTP node pointed at Scavio's endpoint, runs on schedule, and pipes results into Airtable, Notion, Slack, or the next workflow stage.
- Pairing with Scavio's Reddit API in the same n8n workflow gives the team a unified social signal. Track the same topic across LinkedIn posts and r/gtmengineering in one workflow with one API key and one credit pool, which no dedicated LinkedIn scraper offers.
- $30/mo for 7,000 credits supports a daily LinkedIn monitoring workflow at 100 queries per day with room for SERP, Reddit, and YouTube enrichment in the same budget. Phantombuster's $56/mo is a starting point that scales quickly with seats and executions.