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How to Scrape LinkedIn Top Content & Top Voices — Free No-Code Guide (2026)

#linkedin #webscraping #api #python

If you need to pull LinkedIn Top Content & Top Voices data at scale and there's no clean official API, this guide shows how to export it to JSON, CSV or Excel in a couple of minutes — with no scraping code to maintain.

We'll use the LinkedIn Top Content & Top Voices Scraper, a hosted scraper on the Apify platform. You only need a free Apify token — no LinkedIn Top Content & Top Voices login, no proxies, no reverse-engineering.

What data you get

Each run returns structured records with fields like:

  • authorName
  • authorBadge
  • authorFollowerCount
  • isTopVoice
  • reactionCount
  • commentCount
  • topicCategory
  • topicTitle
  • postUrl
  • scrapedAt
  • authorHandle
  • authorBio

Results are paginated automatically — you can pull thousands of rows per run and export them as JSON, CSV, Excel, JSONL or XML.

Option 1 — No code (Apify Console)

  1. Open the actor: https://apify.com/logiover/linkedin-top-content-scraper
  2. Click Try for free.
  3. Leave the input empty for a broad sample, or set the fields below.
  4. Run it, then Export the dataset as CSV/JSON/Excel.

Option 2 — Node.js 

npm install linkedin-top-content-scraper
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const scrape = require("linkedin-top-content-scraper");

(async () => {
  const items = await scrape({}, { token: process.env.APIFY_TOKEN });
  console.log(items.length, "results");
  console.log(items[0]);
})();
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Option 3 — Python 

pip install linkedin-top-content-scraper
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from linkedin_top_content_scraper import scrape

items = scrape({}, token="YOUR_APIFY_TOKEN")
print(len(items), "results")
print(items[0])
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Grab a free token at https://console.apify.com/account/integrations.

Input options

Field Type What it does
mode string Scraping Mode
category string Category
startUrls array Start URLs
maxPosts integer Max Posts
maxDepth integer Max Crawl Depth
onlyTopVoices boolean Top Voices Only
minReactions integer Min Reactions
locale string Page Language
proxyConfiguration object Proxy configuration

Common use cases

  • Build a fresh LinkedIn Top Content & Top Voices dataset for analysis or dashboards
  • Feed LinkedIn Top Content & Top Voices records into your own app, CRM or spreadsheet
  • Monitor changes on a schedule and get alerts via webhooks
  • Enrich leads or research with up-to-date LinkedIn Top Content & Top Voices data

Automation & export

Because it runs on Apify, you can schedule it, trigger it via webhook, and pipe results into Google Sheets, S3, Zapier, Make or n8n. Every run's dataset is downloadable as CSV, JSON, JSONL, Excel or XML.

FAQ

Do I need an API key? Only a free Apify token. No LinkedIn Top Content & Top Voices account needed.

How many results can I get? Thousands per run; raise the limit to pull more.

Is it an official LinkedIn Top Content & Top Voices API? No — it's an unofficial, maintained alternative when there's no official or affordable API.

Can I export to CSV/Excel? Yes — JSON, CSV, JSONL, Excel and XML.

▶️ Run the LinkedIn Top Content & Top Voices Scraper on Apify: https://apify.com/logiover/linkedin-top-content-scraper

📚 Docs & code examples: https://github.com/logiover/linkedin-top-content-scraper

🧰 More scrapers: https://apify.com/logiover

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