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Scrape verified Instagram leads with Apify and Airtable

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1. Workflow Overview

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: “dentist...

Best for

  • Lead Generation automation workflows
  • intermediate n8n builders looking for reusable templates

Tools used

n8n-nodes-base.splitout, n8n-nodes-base.wait, n8n-nodes-base.if, n8n-nodes-base.httprequest, n8n-nodes-base.formtrigger, n8n-nodes-base.stickynote, n8n-nodes-base.airtable

Source and attribution

This workflow is cataloged by N8N Workflows and links back to its original n8n.io source page by MSiddhant.

Original n8n.io source

1.1 Workflow description

Title
Scrape verified Instagram leads with Apify and Airtable
Workflow name
Scrape verified Instagram leads with Apify and Airtable

🚀 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: “dentist in New York”). It uses Apify’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.

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.

🎯 Use cases

  • 📣 Agencies targeting local businesses (dentists, gyms, salons, cafes, realtors, etc.)
  • 🧑‍💻 Freelancers offering web development, SEO, ads, branding
  • 🏢 B2B service providers building niche prospect lists
  • 🚀 Startups validating markets quickly
  • 📩 Anyone doing cold outreach and needing verified emails

🌟 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 — with email verification included to improve deliverability and response rates.

🛠 Setup instructions

  1. Import the workflow JSON into your n8n instance.

  2. Create an Apify account and open Google Search Scraper actor.

  3. Copy the API endpoint Run actor synchronously and get dataset items.

  4. Paste the endpoint into the Scraping Data node and add your Apify token.

  5. Create an Airtable base/table with these fields:

  • Username, Contact Details, URL, Followers, Email Verifier
  1. You can also clone Airtable Sheet here: Sheet Link
  2. Connect your Airtable credentials in the Airtable DB node.
  3. Execute the workflow, enter your query, and leads will appear in Airtable ✅

Notes

  • This workflow is designed for speed + accuracy (email verification prevents junk leads).
  • Airtable storage uses upsert, so running it multiple times won’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

1.2 Logical Blocks

This catalog entry is organized from the workflow JSON. The node-level section below shows the executable blocks available for review before importing the template.

2. Block-by-Block Analysis

Block 1 - Split Out

Type / Role
n8n-nodes-base.splitOut - splitOut
Config choices
Version 1

Block 2 - Processing Data

Type / Role
n8n-nodes-base.wait - wait
Config choices
Version 1.1

Block 3 - If1

Type / Role
n8n-nodes-base.if - if
Config choices
Version 2.2

Block 4 - Email Verifier

Type / Role
n8n-nodes-base.httpRequest - httpRequest
Config choices
Version 4.2

Block 5 - Query Form

Type / Role
n8n-nodes-base.formTrigger - formTrigger
Config choices
Version 2.3

Block 6 - Passing Emails

Type / Role
n8n-nodes-base.if - if
Config choices
Version 2.2

Block 7 - Sticky Note1

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 8 - Airtable DB

Type / Role
n8n-nodes-base.airtable - airtable
Config choices
Version 2.1

Block 9 - Sticky Note2

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 10 - Sticky Note3

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 11 - Sticky Note

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 12 - Apify Scraping Data

Type / Role
n8n-nodes-base.httpRequest - httpRequest
Config choices
Version 4.2

3. Summary Table

Workflow Scrape verified Instagram leads with Apify and Airtable
Complexity intermediate
Nodes 12
Categories Lead Generation
Author MSiddhant
Published 02 Dec 2025

4. Reproducing the Workflow from Scratch

  1. 1. Download the workflow JSON

    Use the JSON export at /data/workflows/11428/11428.json as the source template for this automation.

  2. 2. Import the template into n8n

    Open n8n, import the downloaded JSON, and review each node before activating the workflow.

  3. 3. Configure credentials and variables

    Replace placeholder credentials, API keys, webhook URLs, account IDs, and environment-specific values with your own settings.

  4. 4. Test with sample data

    Run the workflow manually or in a staging workspace, inspect node output, and confirm downstream systems receive the expected data.

  5. 5. Activate and monitor

    Enable the workflow only after testing, then monitor executions, errors, and rate limits during the first production runs.

5. General Notes & Resources

Review imported nodes carefully before activation. This catalog entry is intended to help you inspect the workflow structure, understand required services, and find related templates faster.

Node names, credentials, schedules, webhook paths, and external service limits may need adjustment for your workspace.

Frequently asked questions

What does Scrape verified Instagram leads with Apify and Airtable do?

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: “dentist...

What do I need before importing this workflow?

Review the workflow JSON, configure any required credentials in n8n, and test the automation in a safe workspace before using it in production.

Can I customize this workflow?

Yes. Use the block-by-block analysis and the downloadable JSON to inspect each node, then adjust credentials, prompts, schedules, filters, or destinations for your Lead Generation use case.