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Post engagement scraper

Turn LinkedIn engagement into a list of warm leads

Get warm signals by exporting everyone who liked or commented on a post, or on every recent post of a profile. No LinkedIn account to connect, ready to enrich and push to outreach.

  • No LinkedIn account needed
  • Likers and commenters in one export
  • Weekly or monthly automations with webhooks
Built for

Engagement is the closest thing to a hand raise

Sales & GTM Reach people who just engaged with a post in your category, with a relevant opening line.
Marketing & ABM Monitor competitors and creators in your niche and build continuously refreshed audiences.
Talent acquisition Find candidates engaging with role-specific content and reach out with context.
How it works

Post or profile, then download

  1. Field to paste a LinkedIn post or profile URL
    1 Pick a post or a profile Paste a post URL to scrape one post, or a profile URL to scrape every post it published in the time range you choose.
  2. Scope and webhook settings for a post scraping run
    2 Set the scope Choose the time range, cap the number of posts, up to 20 per run, and add a webhook if you want the file delivered automatically.
  3. Spreadsheet preview of post engagers exported by Vayne
    3 Download the engagers Get a clean CSV with names, profile URLs, headlines, reaction types and full comment text. Profile mode adds a per-post summary.
Two modes

One post, or every post from a profile

React to a single post that took off in your industry, or keep watching a creator's audience over time.

Single post Scrape one post

Paste any public LinkedIn or Sales Navigator post URL and get every liker and commenter in one CSV.

  • All likers and commenters in one run
  • One credit per engager
  • Ideal for one-off lead capture
Profile posts Scrape a profile's recent posts

Paste a profile URL and a time range. Vayne fetches up to 20 recent posts and scrapes the engagers of all of them.

  • Last hour, 24 hours, week or month
  • Up to 20 posts per run
  • Made for monitoring competitors, partners and creators

Estimate the number of posts and credits before launching a profile run, from the dashboard or the API.

Intent-based prospecting

A public signal you can act on

Someone who reacts to a post about your category is warmer than a name pulled from a filter. Vayne turns those reactions into a working pipeline.

  • Competitor monitoring: engagers on their posts, every week
  • Creator audiences: everyone reacting to the voices of your niche
  • Your own posts: re-engage the people who already reacted to you
  • Get the full data with our profile scraper
  • Refine the list with AI to get leads with high intent, perfectly fitting your ICP
Diagram from post reactions to outbound leads
Automation

Set it once, collect fresh engagers on schedule

Run the scraper weekly or monthly against any profile. Vayne generates the CSV, keeps it for 90 days and calls your webhook with the file the moment it is ready.

  • Target profile, time range, posts per run, frequency, start date, webhook
  • CSV kept 90 days in the dashboard; paginated API results available for 7 days
  • One credit per engager, estimated before each run
20 posts per profile run
90 days of CSV retention
0 LinkedIn accounts to connect
Recurring post scraper automation with webhook delivery
What you get

Every engager, with the signal attached

A deduplicated CSV per run. Headlines are LinkedIn's free-text bio lines, so pair the export with the profile scraper when you need real job titles and company sizes.

Spreadsheet preview with engager name, URL, headline, reaction type and comment
Engager
  • Full name
  • LinkedIn profile URL
  • Headline
  • Position as displayed
Engagement
  • Reaction type: like, celebrate, support, love, insightful, funny
  • Commented: yes or no
  • Full comment text
Post context (profile mode)
  • Post URL and timestamp
  • Author name and URL
  • Post content, estimated likes and comments
Dashboard, API or agent

The whole lifecycle by API

Create a run, estimate its cost, list recent runs and fetch paginated results. Every operation is also an MCP tool.

  • Estimate posts and credits before a profile run
  • Webhook with the file URL on completion
  • Make, n8n and Zapier through the REST API
  • Ask your AI agent to scrape a post's engagers through MCP
Paste the API documentation into your favourite AI assistant to get a working integration in minutes.
GET /api/credits POST /api/... → CSV, JSON or webhook
G2 4.7 / 5 on G2

200 million+ leads generated. Trusted by 10,000+ lead generation experts.

Read all reviews on G2
Verified G2 review
Efficient LinkedIn Scraping with Exemplary Support
“Vayne did exactly what it says on the packaging: it scraped LinkedIn data efficiently and without getting me logged out by LinkedIn. I've used various LinkedIn scraping tools over the years, and Vayne was the one that aligned best with our requirements. Customer support was exemplary throughout the entire process, and the product pricing was significantly better than competing products.”
SE Simon E. Alumni Relations Manager Enterprise (> 1000 emp.) · Jul 19, 2026
Verified G2 review
Revolutionary Data Gathering That Just Works - Backed by Great Support
“Absolutely revolutionary when it comes to data gathering. I've tried around 10-15 products in the last 6 years or so and Vayne is hands down the best. The reason is simple, it just works. Plus, great support, any questions are resolved within 1 day.”
David K. Founder Small-Business (50 or fewer emp.) · Jun 9, 2026
Verified G2 review
Fast, simple, and robust: the perfect scraping tool.
“The speed and especially the simplicity of the product. Very stable and robust, that's what one asks for in a scraping tool. Compatible with Mirrorprofiles, so perfect!”
Fred D. CEO Small-Business (50 or fewer emp.) · May 19, 2026
FAQ

Questions about post scraping

Do I need a LinkedIn account?

No. The post scraper runs entirely in the cloud on Vayne's infrastructure. There is no cookie to paste, no extension and no risk to your own profile.

Which posts can I scrape?

Any public LinkedIn post: yours, a competitor's, a creator's or industry news. Paste a single post URL, or a profile URL with a time range of the last hour, 24 hours, week or month, up to 20 posts per run.

What data is returned?

For every engager: name, LinkedIn URL, headline, position, reaction type, whether they commented and the full comment text. Profile mode adds a per-post summary with the post URL, timestamp, author, content and estimated reactions.

How are credits counted?

One credit per engager. Before a profile run, the estimate endpoint or the in-app estimator tells you how many posts and credits it will take.

Can I automate it?

Yes. Schedule a run once, daily, weekly or monthly against any profile and add a webhook so the file lands in Make, n8n, Zapier or your CRM as soon as it is ready.

How long are results kept?

CSV files stay available for 90 days after completion, from the dashboard or the webhook delivery. Paginated results fetched through the API or MCP are kept for 7 days. Push them to your CRM or warehouse to keep them longer.

Is there an API?

Yes. Create runs, estimate cost, list runs and fetch paginated results. The same operations are exposed as MCP tools for AI agents.

Start capturing engagement today

Free credits to start. No credit card. No LinkedIn account required.