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Cost-Effective Ways to Analyze Engaging LinkedIn Profiles

·Oct 07, 2025 01:02 PM·

Hi, has anyone found a cost efficienct was to pull engaging profiles (Likes and comments) from a list of profiles via LinkedIn? Use-case:

10 persona's in our industry that get high engagement with our ICP
Create lists of those who engage
Score them and assign ICP and Persona's in Clay
Filter to La Growth Machine
Connect requests and personalised outreach to them.

I've looked at Aptify > Clay > LGM. The the Aptify doesn't let me access more than 10 profiles per post scraped.

8 comments

· Sorted by Oldest

Cost-Effective Ways to Analyze Engaging LinkedIn Profiles | Clay

Muhammad S.
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b2b-enrichment.com
Jordon C.
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I'm checking out Trigify. But the set up is a little nuanced. Thanks for the help
Muhammad S.
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you claimed friday last week
Muhammad S.
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now its next week
Muhammad S.
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just tell us the date man
Jordon C.
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Huh, sorry?
Muhammad S.
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the dude deleted his messages the boomerang one lol, these messages were for him Jordon C.
👍1
Kabeer A.
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Yeah pulling LinkedIn engagement data at scale is tricky since tools like Apify limit post scraping. The more efficient setup is Phantombuster + Clay: use Phantombuster to export reactions/comments from each influencer post, then import to Clay for scoring, ICP tagging, and routing to La Growth Machine. Claygent can also classify engagers by persona automatically.