LinkedIn Post Scraper: Turn Intent Signals Into Qualified Leads
Vayne's LinkedIn Post Scraper extracts every person who interacted with a LinkedIn post. Capture buying-intent signals from your competitors' posts, industry leaders, or your own content, and push enriched leads straight to your outreach campaigns.
- Zero LinkedIn accounts needed — fully cloud-based
- Likers + commenters captured in one export
- Weekly or monthly automation on autopilot
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4.7 on G2 — Trusted by 10,000+ lead gen experts
How to scrape LinkedIn post engagers in 3 simple steps
Pick a post or a profile
Paste a single LinkedIn post URL to scrape one post, or paste a profile URL to scrape every post that profile has published in the time range you choose.
Set scope and webhook
Choose your time range (last hour, last 24 hours, last week, last month), cap the number of posts (up to 20 per run), and optionally add a webhook URL to push results to n8n, Zapier, or your CRM.
Download enriched engagers
Vayne fetches every liker and commenter in the background. You get a clean CSV (or ZIP for profile mode) with names, profile URLs, headlines, reaction types, and full comment text — ready to enrich and push to outreach.
Two scraping modes.
Scrape one post — or every post from a profile
Vayne gives you two ways to capture intent signals, depending on whether you want to react to a single viral post or continuously monitor a creator's audience.
Single Post Mode
Paste any LinkedIn post URL. Vayne returns every liker and commenter on that post in one CSV — perfect for reacting fast to a viral post in your industry.
- Works on any public LinkedIn or Sales Navigator post
- Returns 100% of likers and commenters in one run
- Ideal for one-off lead capture and rapid outreach
Profile Posts Mode
Paste a LinkedIn profile URL and pick a time range — last hour, last 24 hours, last week, or last month. Vayne fetches up to 20 of that profile's most recent posts and scrapes engagers across all of them.
- Time ranges: 1 hour, 24 hours, 1 week, 1 month
- Up to 20 posts per run, per profile
- Perfect for monitoring competitors, partners, or thought leaders
Campaign-ready data.
Every engager, fully exportable
Each scrape returns a clean, deduplicated CSV with everything you need to enrich emails and push leads into outreach. Profile mode also includes a per-post summary CSV bundled in a ZIP.
Engager Data
- Full name
- LinkedIn profile URL
- Headline (LinkedIn bio line)
- Position (current job title as displayed)
Engagement Signal
- Reaction type (like, celebrate, support, love, insightful, funny)
- Has comment? (true / false)
- Full comment text
- Liker vs commenter classification
Post Context (Profile Mode)
- Original post URL
- Posted at (timestamp)
- Author name & profile URL
- Post content + estimated likes & comments
Headline ≠ Job Title
LinkedIn headlines are free-text marketing copy ('Helping SaaS founders scale 🚀'), not actual job titles. To qualify engagers against your ICP — by real job title, company size, or industry — pair the Post Scraper with the LinkedIn Profile & Company Scraper in the same workflow.
Intent-based prospecting.
The strongest buying signal on LinkedIn
Someone engaging with a post about your category is far warmer than a cold name pulled from a search filter. Post engagement is the closest thing to a hand raise on LinkedIn.
Vayne's Post Scraper turns those signals into a working pipeline:
Competitor monitoring
Scrape engagers on your competitors' posts every week. They're already in-market — and they're showing it publicly.
Thought leader audience capture
Identify everyone engaging with influencers in your niche. Build a continuously refreshed list of people who care about your topic.
Own content amplification
Re-engage the people who liked or commented on your own posts — your warmest top-of-funnel audience, segmented by which post they responded to.
API-first & automated.
Set it once. Capture intent forever.
Run the Post Scraper on a weekly or monthly schedule against any LinkedIn profile, or call our REST API directly from your own stack.
Automation in 6 fields
Configure a recurring scrape in under a minute:
- Target profile URL
- Time range (1h, 24h, week, or month)
- Max posts per run (up to 20)
- Frequency (weekly or monthly recommended)
- Start date
- Webhook URL (optional)
Vayne runs the scrape, generates the CSV, stores results for 90 days, and fires your webhook with the file URL the moment it's ready.
End-to-end workflow.
From post engager to booked meeting
The Post Scraper is the entry point. Chain it with the rest of the Vayne stack — same credits, same API — to ship a complete outbound pipeline.
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Post Scraper
Capture every liker and commenter on a post or profile.
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Profile & Company Scraper
Enrich engagers with real job titles, company size, industry, and ICP fit.
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Email & Phone Enrichment
Find verified business emails and phone numbers via waterfall enrichment.
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Outreach
Push to your CRM or sequencer (n8n, Zapier, Make, HubSpot, Lemlist) via webhook or API.
Who uses the LinkedIn Post Scraper
Four go-to-market motions where post engagement is the highest-converting top-of-funnel signal.
B2B SaaS founders & marketers
Scrape engagers on viral posts about your category, then run targeted outreach with a relevant opening line — 'I saw you commented on X'.
Outbound agencies
Build niche, intent-based lead lists for clients in days instead of weeks. Stack multiple competitor profiles into a single weekly automation.
Recruiters & talent teams
Find candidates engaging with role-specific content (engineering leadership, design systems, sales enablement) and reach out with context.
Sales teams & SDRs
Re-engage warm contacts who liked or commented on your own posts. Prioritize accounts already aware of your brand.
Built for scale, fast enough for daily monitoring
Cap how many posts Vayne fetches per profile scrape
Every liker and commenter, not just a sample
Download CSVs anytime within 90 days of completion
Set it once, get fresh leads on autopilot
Vayne runs every scrape in the cloud. There's no browser extension, no LinkedIn account to connect, and no risk to your personal LinkedIn profile. Set up a weekly or monthly automation against any LinkedIn profile and Vayne will deliver fresh engager lists straight to your webhook for as long as you keep it running.
Trusted by 10,000+ lead generation experts
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Great for building qualitative prospecting lists on LinkedIn! Coupled with “Linked Helper” it saves me a lot of time.
YanisGrowth maker
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Vayne saves me a lot of time with the ability to scrape 2500+ profiles and export scheduling. Perfect for my SDR team and sales people.
MartinFounder
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Very appreciable automatic file cleaning, significant time-saving.
LaetitiaSales director
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Frequently asked questions about LinkedIn post scraping
- What is a LinkedIn post scraper?
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A LinkedIn post scraper is a tool that automatically extracts every person who liked or commented on a LinkedIn post. Instead of clicking through reactions and comments one by one, Vayne returns a clean CSV with names, profile URLs, headlines, reaction types, and full comment text — ready to enrich with email addresses and push into outreach.
- Do I need a LinkedIn account to use the Post Scraper?
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No. Vayne's LinkedIn Post Scraper runs entirely in the cloud and does not require a LinkedIn or Sales Navigator account. There is no browser extension, no session cookie to paste, and no risk to your personal LinkedIn profile.
- What kinds of posts can I scrape?
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Any public LinkedIn post — your own posts, competitors' posts, thought leaders' posts, or industry news. You can either paste a single post URL (single post mode) or paste a profile URL and let Vayne scrape every post that profile published in the last hour, last 24 hours, last week, or last month (profile posts mode, up to 20 posts per run).
- What time ranges are supported in profile mode?
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Four time ranges: last hour, last 24 hours, last week, and last month. Most teams pair this with a weekly or monthly automation — for example, 'every Monday, scrape the last week of posts from these 10 competitor profiles' — to keep their pipeline continuously refreshed.
- What data does the Post Scraper return?
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For every engager: full name, LinkedIn profile URL, headline, position, reaction type (like / celebrate / support / love / insightful / funny), whether they commented, and the full comment text. Profile mode also includes a per-post summary CSV with the post URL, posted-at timestamp, author info, content, estimated likes and comments, and number of profiles found per post.
- How are credits calculated?
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You pay one credit per engager scraped. Before running a profile scrape, you can call POST /api/post_scrapers/estimate (or use the in-app estimator) to see how many posts and credits the run will consume — so there are no surprises.
- Can I automate recurring scrapes?
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Yes. Vayne supports automation scheduling — once, daily, weekly, or monthly — against any LinkedIn profile. Most customers run weekly or monthly automations and add a webhook URL so the CSV file URL is pushed to n8n, Zapier, Make, or their CRM the moment a run completes.
- Is there an API?
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Yes. Vayne exposes a REST API for the full lifecycle: POST /api/post_scrapers to create a scrape, POST /api/post_scrapers/estimate to preview cost, GET /api/post_scrapers to list recent runs, and GET /api/post_scrapers/:id to fetch status and paginated results once a run completes.
- How long are results stored?
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CSV results are kept for 90 days after completion. Within that window you can download files from the dashboard, fetch them via the API, or have them automatically delivered to your webhook on completion. Push them into your CRM or data warehouse on receipt to retain them long-term.
- How does the Post Scraper compare to Evaboot, Phantombuster, or Apify?
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Vayne is the only major option that requires zero LinkedIn account, captures both likers and commenters in one export, supports four time-range filters in profile mode, and ships built-in weekly / monthly automation with webhook delivery. Pricing starts at $29 for 10,000 credits — significantly cheaper than Evaboot, Phantombuster, or Apify for equivalent volume.
Start scraping LinkedIn post engagers today
Join 10,000+ sales teams and agencies using Vayne to turn LinkedIn engagement into a continuous source of qualified leads. No LinkedIn account required. No credit card required.