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Restaurant lead generation from Google Maps with Apify, Airtable & AI newsletter

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Restaurant lead generation from Google Maps with Apify, Airtable & AI newsletter preview
Open on n8n.io

Important notice

This workflow is provided as-is. Please review and test before using in production.

1. Workflow Overview

This workflow contains community nodes that are only compatible with the self hosted version of n8n. Automating Google Maps Lead Generation with n8n + Apify Finding quality leads can be time con...

Best for

  • Lead Generation automation workflows
  • Multimodal AI automation workflows
  • advanced n8n builders looking for reusable templates

Tools used

@apify/n8n-nodes-apify.apify, n8n-nodes-base.if, n8n-nodes-base.noop, n8n-nodes-base.aggregate, @n8n/n8n-nodes-langchain.lmchatopenai, n8n-nodes-base.gmail, n8n-nodes-base.formtrigger, n8n-nodes-base.set

Source and attribution

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

Original n8n.io source

1.1 Workflow description

Title
Restaurant lead generation from Google Maps with Apify, Airtable & AI newsletter
Workflow name
Restaurant lead generation from Google Maps with Apify, Airtable & AI newsletter

This workflow contains community nodes that are only compatible with the self-hosted version of n8n.

🚀 Automating Google Maps Lead Generation with n8n + Apify

Finding quality leads can be time-consuming. What if you could scrape restaurant data from Google Maps, filter the best ones, and email a Morning Brew–style newsletter automatically?

That’s exactly what this n8n workflow does.

🔎 What This Workflow Does

  • Takes a location input (Bangkok or Bareilly in this case)
  • Runs a Google Maps scraper via Apify Actor
  • Extracts restaurant essentials (name, category, rating, reviews, address, phone, Google Maps link)
  • Sorts & filters results (only high-review, highly-rated places)
  • Saves data to Airtable for lead management
  • Uses AI to generate a newsletter in a Morning Brew–style HTML email
  • Emails the newsletter automatically to your chosen recipients

🛠️ Workflow Breakdown

1. Form Trigger

  • User selects location from a dropdown (Bangkok or Bareilly)
  • Submits form to kickstart the process

2. Google Maps Scraper

  • Powered by Apify
  • Collects up to 1,000 restaurants with details:
    • Name
    • Category
    • Price Range
    • Rating
    • Reviews
    • Address
    • Phone
    • Google Maps URL
  • Skips closed places and pulls detailed contact data

3. Extract & Transform Data

  • n8n Set node extracts only the essentials
  • Formats them into a clean text block (Restaurant_Data)

4. Sort & Filter

  • Sorted by:
    • Review Count (descending)
    • Rating (descending)
  • Filter: Only restaurants with 500+ reviews

5. Airtable Lead Storage

  • Each record is saved to Google Map Leads - Restaurants Airtable table
  • Fields include:
    • Title
    • Category
    • Price Range
    • Rating
    • Review Count
    • Address
    • Phone
    • Location

6. AI-Powered Newsletter

  • n8n’s LangChain + OpenAI node generates an HTML newsletter
  • Tone: Breezy, witty, like Morning Brew
  • Content: Sorted restaurant picks with ratings, reviews, and contact links
  • Output is JSON with "Subject" and "Body"

7. Automatic Email

  • Gmail node sends the newsletter directly to your inbox
  • Example recipient: [email protected]

🎯 Why This Workflow Rocks

  • End-to-End Automation: From scraping → filtering → emailing, no manual effort
  • Lead Enrichment: Only keeps high-quality restaurants with strong social proof
  • Scalable: Works for any city you plug into the form
  • Engaging Output: AI crafts the results into a ready-to-send newsletter

đź”® Next Steps

  • Add more cities to the dropdown for multi-location scraping
  • Customize the email template for branding
  • Integrate with CRM tools for automated outreach

👉 With just a few clicks, you can go from raw Google Maps data → polished newsletter → fresh leads in Airtable.

That’s the power of n8n + Apify + AI.

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 - Run an Actor

Type / Role
@apify/n8n-nodes-apify.apify - apify
Config choices
Version 1

Block 2 - Get dataset items

Type / Role
@apify/n8n-nodes-apify.apify - apify
Config choices
Version 1

Block 3 - If

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

Block 4 - No Operation, do nothing

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

Block 5 - Aggregate

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

Block 6 - OpenAI Chat Model

Type / Role
@n8n/n8n-nodes-langchain.lmChatOpenAi - lmChatOpenAi
Config choices
Version 1.2

Block 7 - Send a message

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

Block 8 - On form submission

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

Block 9 - Extract Essentials

Type / Role
n8n-nodes-base.set - set
Config choices
Version 3.4

Block 10 - Sort by Review Count and Rating

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

Block 11 - Group Essentials

Type / Role
n8n-nodes-base.set - set
Config choices
Version 3.4

Block 12 - Reviews > 500

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

Block 13 - AI Agent1

Type / Role
@n8n/n8n-nodes-langchain.agent - agent
Config choices
Version 2

Block 14 - Structured Output Parser1

Type / Role
@n8n/n8n-nodes-langchain.outputParserStructured - outputParserStructured
Config choices
Version 1.2

Block 15 - Sticky Note

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

Block 16 - Lead Creator

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

Block 17 - Sticky Note1

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

Block 18 - Sticky Note2

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

Block 19 - Sticky Note3

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

Block 20 - Sticky Note4

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

Block 21 - Sticky Note5

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

3. Summary Table

Workflow Restaurant lead generation from Google Maps with Apify, Airtable & AI newsletter
Complexity advanced
Nodes 21
Categories Lead Generation, Multimodal AI
Author Pramod Rathoure
Published 26 Aug 2025

4. Reproducing the Workflow from Scratch

  1. 1. Download the workflow JSON

    Use the JSON export at /data/workflows/7877/7877.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 Restaurant lead generation from Google Maps with Apify, Airtable & AI newsletter do?

This workflow contains community nodes that are only compatible with the self hosted version of n8n. Automating Google Maps Lead Generation with n8n + Apify Finding quality leads can be time con...

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, Multimodal AI use case.