Pricing
from $10.00 / 1,000 results
LinkedIn Post Engagement Data Scraper
Extract structured engagement data from any LinkedIn post URL. Returns reaction counts by type, comment totals, share counts, author metadata, post content, and media attachments. Designed for researchers, analysts, and data pipelines.
Pricing
from $10.00 / 1,000 results
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A structured data extraction tool for LinkedIn post analytics. Submit any LinkedIn post URL and receive a comprehensive engagement record: reaction type distribution, comment and share totals, complete author metadata, and post content — all in clean, consistently structured JSON.
Data Schema
Engagement Metrics
| Field | Type | Description |
|---|---|---|
num_likes | integer | Total like count (all reaction types combined) |
num_comments | integer | Total comment count |
num_shares | integer | Total share/repost count |
reaction_counts.LIKE | integer | Standard Like reactions |
reaction_counts.PRAISE | integer | Celebrate reactions |
reaction_counts.EMPATHY | integer | Support reactions |
reaction_counts.INTEREST | integer | Insightful reactions |
reaction_counts.APPRECIATION | integer | Love reactions |
reaction_counts.ENTERTAINMENT | integer | Funny reactions |
Post Content
| Field | Type | Description |
|---|---|---|
post_text | string | Full post body text |
post_url | string | Canonical URL |
created_at | ISO 8601 | Publication timestamp |
urn | string | LinkedIn internal URN |
is_repost | boolean | Whether this is a reshare |
original_post | object | If repost: original author + content |
media_attachments | array | Images, documents, video thumbnails |
Author Data
| Field | Type | Description |
|---|---|---|
author_name | string | Display name |
author_headline | string | LinkedIn headline/description |
author_linkedin_url | string | Profile or company page URL |
author_type | string | "person" or "company" |
author_image | string | Profile photo URL |
Reference URNs
| Field | Description |
|---|---|
reactions_urn | URN for fetching individual reactors |
comments_urn | URN for fetching individual comments |
reposts_urn | URN for fetching reposts |
Input
Accepts all LinkedIn post URL formats. Batch inputs processed in parallel.
Research Applications
- Social media engagement analysis — longitudinal study of engagement patterns across creator types, industries, or content formats
- Influence measurement — quantifying reach and resonance of LinkedIn content at scale
- Platform behavior research — studying reaction type distributions as signals of content quality or sentiment
- Dataset construction — building labeled post datasets for NLP model training
Pricing
$15 per 1,000 records. Billed on successful results only. No subscription required.
FAQ
Is this suitable for academic research? Yes. The actor scrapes only publicly accessible post data. URNs are included in output to allow traceable citations.
What is the throughput rate? Approximately 60–80 posts per minute under normal conditions.
Can I retrieve individual reactor identities?
This actor returns aggregate engagement counts only. The reactions_urn and comments_urn fields in the output can be used with separate actors to retrieve individual user-level data.
