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Scrape Google Maps business leads with Apify & GPT-4 email extraction

Email & inbox workflow for n8n with 14 active steps. Starts with Telegram Trigger. Uses OpenAI. Integrations include Google Sheets, Telegram, OpenAI.

What it does

14 active nodes · Starts with Telegram Trigger.

Steps in the template include:

  • Get dataset items (apify) — Datasets
  • Remove Duplicates (Remove Duplicates)
  • Run Google Maps Scraper (apify)
  • Loop Over Items (Loop Over Items (Split in Batches))

Nodes and integrations

  • apify ×2
  • Remove Duplicates
  • Loop Over Items (Split in Batches)
  • Google Sheets ×2
  • Wait
  • Telegram Trigger
  • Code
  • Telegram
  • Edit Fields (Set)
  • HTTP Request
  • OpenAI ×2
See the author’s step names
  • Get dataset items (apify) — Datasets
  • Remove Duplicates (Remove Duplicates)
  • Run Google Maps Scraper (apify)
  • Loop Over Items (Loop Over Items (Split in Batches))
  • Google maps database (Google Sheets) — append
  • Pause for rate limit (Wait)
  • Telegram Trigger (Telegram Trigger)
  • Extract Input Data (Code)
  • Notification message (Telegram)
  • Extract Only Website URLs (Edit Fields (Set))
  • Fetch Raw HTML Content from Business Website (HTTP Request)
  • Extract Business Email from Website HTML (GPT-4) (OpenAI)
  • Email Update (Google Sheets) — appendOrUpdate
  • AI Company Description Generator (OpenAI)

Accounts and credentials

  • Google Sheets
  • Telegram
  • OpenAI access

Check the HTTP request steps for any additional service accounts or API keys.

AI models and swaps

OpenAI · Model or API operation

gpt-4o-mini in Extract Business Email from Website HTML (GPT-4). Provider-specific step. A different provider requires edits and testing.

OpenAI · Model or API operation

gpt-4.1-mini in AI Company Description Generator. Provider-specific step. A different provider requires edits and testing.

Resource information

Credit basis
Author listed by n8n
Pricing
Template access shown on n8n
License
Not specified
Last record update
Nov 5, 2026