Scrape verified Instagram leads with Apify and Airtable

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Built by MSiddhant MSiddhant
Created on June 16, 2026

Description

๐Ÿš€ Instagram Leads Scraper (Perfect for Cold Outreach)

This workflow automates Instagram lead generation by scraping targeted Instagram profiles based on a niche + location query (example: โ€œdentist in New Yorkโ€). It uses Apifyโ€™s Scraper to find relevant Instagram pages, extracts public emails from the results, validates emails using an Email Verification API, and stores only verified leads into Airtable.

The final output is a clean lead sheet you can instantly use for cold outreach, CRM imports, or agency prospecting.

โœ… How it works

You click Execute Workflow and enter a niche + location query (example: dentist in New York).
The workflow triggers Apify Google Search Scraper to search for Instagram profiles matching your query.
Results are processed and split into individual lead items.
Emails are extracted and filtered (Gmail).
Each email is checked using an Email Verification API to confirm email is valid or not.
Only valid emails are saved into Airtable via an upsert, so duplicates are avoided.

๐ŸŽฏ Use cases

๐Ÿ“ฃ Agencies targeting local businesses (dentists, gyms, salons, cafes, realtors, etc.)
๐Ÿง‘โ€๐Ÿ’ป Freelancers offering web development, SEO, ads, branding
๐Ÿข B2B service providers building niche prospect lists
๐Ÿš€ Startups validating markets quickly
๐Ÿ“ฉ Anyone doing cold outreach and needing verified emails

๐ŸŒŸ Why this workflow is valuable

This workflow replaces hours of manual searching and copy-pasting with a fully automated lead pipeline. Instead of collecting random leads, you can generate highly targeted lists based on niche + city โ€” with email verification included to improve deliverability and response rates.

๐Ÿ›  Setup instructions

Import the workflow JSON into your n8n instance.
Create an Apify account and open Google Search Scraper actor.
Copy the API endpoint Run actor synchronously and get dataset items.
Paste the endpoint into the Scraping Data node and add your Apify token.

Create an Airtable base/table with these fields:
Username, Contact Details, URL, Followers, Email Verifier
You can also clone Airtable Sheet here: Sheet Link
Connect your Airtable credentials in the Airtable DB node.
Execute the workflow, enter your query, and leads will appear in Airtable โœ…

โšก Notes

This workflow is designed for speed + accuracy (email verification prevents junk leads).
Airtable storage uses upsert, so running it multiple times wonโ€™t spam duplicates.
You can change the query structure inside the Apify node to target different platforms or keywords.

Thanks for using this Workflow!
MSiddhant

Nodes Used (2)

Airtable
n8n-nodes-base.airtable
HTTP Request
n8n-nodes-base.httpRequest