Automate LinkedIn Post Summaries to Slack with AI and Apify

Turn LinkedIn Noise Into Weekly Slack Insights 🚀

What if your team could skim the best of LinkedIn in 2 minutes instead of scrolling for hours?
This workflow transforms raw LinkedIn posts into a bite-sized Slack digest — summarized, grouped, and delivered automatically every week.

⚡ What It Does

• Scrapes Posts Automatically : Pulls fresh posts from LinkedIn profiles you specify (via Apify).
• Summarizes with AI : Condenses each post into 2–3 bullets (≤15 words).
• Keeps It Lean : Digest capped at 500 words total.
• Organized by Author : See exactly who said what, without searching.
• Delivers to Slack : Neatly formatted digest drops in your channel on schedule, with post links in thread replies.

🛠 How It Works

1. Google Sheets → Profile URLs
   Add LinkedIn profile URLs into a Google Sheet tab — this is your watchlist.

2. Apify Scraper → Posts
   Fetches up to 10 posts per profile within the past 7 days.

3. Clean & Format
   Code nodes strip out clutter (hashtags, broken links, escapes).

4. OpenAI Summarizer
   AI rewrites posts into concise bullets and trims the digest under 500 words.

5. Slack Delivery
   Digest posts directly in Slack every Sunday morning, with original links attached as thread replies.

✅ Pre-conditions / Requirements

• Google Sheets API credentials connected in n8n.
• Apify account + API Token for the LinkedIn profile posts actor.
• OpenAI API Key for summarization.
• Slack Bot Token with permission to post messages in your chosen channel.
• Profiles you want to track must be publicly viewable or accessible to Apify.

🎛 Customization Options

• Schedule : Change the Cron node if you prefer daily or monthly digests.
• Batch Size : Default is 5 profiles per batch — increase or decrease for performance.
• Summaries : Adjust OpenAI system prompt to allow longer or shorter bullet points.
• Filters : Extend extendOutputFunction to exclude reposts, sponsored posts, or keep specific authors only.
• Slack Output : Change formatting, channel, or send as direct message instead of posting in a channel.

💡 Why This Is Valuable

• Saves your team 3–5 hours/week of scrolling.
• Keeps everyone updated with actionable insights, not filler.
• Turns a chaotic LinkedIn feed into a signal-only digest.
• Positions you as the one who always brings the smartest highlights to the table.

🎯 Best For

• Founders who want LinkedIn insights without endless scrolling.
• Marketing and growth teams tracking thought leaders.
• Operators who want signal over noise , delivered straight to Slack.

No more mindless scrolling. Just sharp insights, automatically packaged. ✅