LinkedIn Company Posts Scraper, 15K Posts (Client Project)
Tran Tien Van
Client project for a social media data client (client unnamed): each LinkedIn company page collected into its own CSV.
What we built
A scraper that collects each company page into its own CSV
14 fields per post: date, media type, text, likes, comments and shares
Coverage from 2016 to 2022
Results
15,192 posts from 12 enterprise company pages, 2016 to 2022
16.8 million likes and 1.1 million comments and shares captured
Top 1% of posts carry 25% of all likes
What the data says
Engagement is far more concentrated than posting volume
Report median engagement, not the mean
Video is still a minority format (18% native video)
The dashboard was built by Van Data Team for its portfolio from the delivered data; the client engagement delivered the data.
Stack: Python, web scraping, CSV delivery, dashboarding.
Full case study: vandatateam.com/portfolio
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Posted Nov 5, 2026
Client project: LinkedIn company-page scraper delivering 15,192 posts (2016-2022) with media type, likes, comments and shares, plus an engagement dashboard.
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