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Scrape Linkedin Comments Reactions posts without an API key.

Scrape public LinkedIn post engagement by URL: reaction count, comment count, reaction types, and visible public comments when LinkedIn exposes them. No login or cookies required.

What buyers search for

Scrape Linkedin Comments Reactions without an account
Linkedin Comments Reactions posts API alternative
Export Linkedin Comments Reactions posts to CSV / JSON
Bulk Linkedin Comments Reactions posts extraction

Who buys this

Builders & integrators

Embed Linkedin Comments Reactions posts inside your product without the maintenance burden of a stealth scraper.

Sales / lead-gen teams

Convert Linkedin Comments Reactions listings into a prospecting pipeline.

Researchers / analysts

Run market analysis on Linkedin Comments Reactions posts at scale.

Internal tools teams

Pipe Linkedin Comments Reactions data into your CRM, BI stack, or LLM with a stable schema.

Pay only for what you scrape

Tiered pay-per-result pricing — the more you run, the cheaper each record gets. No subscription, no minimum, no commitment.

FREE
$0.005
/ result
BRONZE
$0.004
/ result
SILVER
$0.003
/ result
GOLD
$0.002
/ result

Why this beats the alternatives

  • vs. Building it yourself

    Bot protection on Linkedin Comments Reactions changes monthly — we keep the actor working so you don't have to.

Common questions

Do I need a Linkedin Comments Reactions account?+

No login or API key required — the actor pulls publicly visible data.

How is the data delivered?+

Each run produces a structured dataset you can export as JSON, CSV, Excel, or call via the Apify API. Webhooks fire on completion for pipeline integration.

What does it cost?+

Pay-per-result at $0.0050 per record at the FREE tier, with automatic discounts at BRONZE, SILVER, and GOLD volumes. No subscription, no minimum.

How fresh is the data?+

Pulled live at run time. Schedule runs hourly, daily, or on demand via the Apify Schedules feature.

Is this legal?+

The actor accesses only publicly available pages. You're responsible for complying with the target site's terms of service and any applicable data-protection laws (GDPR, CCPA) when storing or sharing the output.

Pairs well with

Run it in 30 seconds.

Sign in to Apify, paste a query, hit run. Free credits cover your first ~100 results. Pay only for what you keep.

Open on Apify
Last verified Jul 2026