# Scrape & summarize Google Maps businesses with Apify: n8n workflow

> Started by an event in a connected app, and works across Apify and Google Sheets. It hands the judgement calls to OpenAI.

Source: https://millionrounds.com/workflow/scrape-and-summarize-google-maps-businesses-with-apify (Millionrounds; every figure on the page links to its filing or article)

[Automation library](https://millionrounds.com/workflows) · [Lead generation](https://millionrounds.com/workflows?category=Lead+generation#library)

# Scrape & summarize Google Maps businesses with Apify

Started by an event in a connected app, and works across Apify and Google Sheets. It hands the judgement calls to OpenAI. 8 steps, 2 loops or waits: small enough to read in one sitting and change without fear.

Small Calls a model: OpenAI

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fscrape-and-summarize-google-maps-businesses-with-apify)

**8 steps** Small: readable in one sitting

**0** Branches: places the flow splits

**2** Loops or waits

**2** Services it connects to

## The flow

Starts it 1 Model 1 Logic 3 Service 3

The steps in the order they run, from what starts it.

- 1 **When clicking ‘Execute workflow’** Manual trigger *Starts it*
- 2 **Run Google Maps Scraper** Apify *Service*
- 3 **Get dataset items** Apify *Service*
- 4 **Remove Duplicates** Remove Duplicates *Logic*
- 5 **Loop Over Items** Split In Batches *Logic*
- 6 **company summary Info** Open Ai *Model*
- 7 **Google maps database** Google Sheets *Service*
- 8 **Pause for rate limit** Wait *Logic*

## How it's built

- **Starts on:** An event in a connected app
- **Steps:** 8, 2 loops or waits
- **Size:** Small: readable in one sitting
- **Connects to:** Apify, Google Sheets
- **Model:** OpenAI

## Questions

What does it need to run?

An n8n account, plus your own Apify and Google Sheets accounts, and a key for OpenAI. You connect your own accounts after importing it; none are included.

What starts it?

It starts on an event in a connected app.

Does it use AI?

Yes. It calls OpenAI. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Not long. At 8 steps it can be read in one sitting and changed without fear.

How do I import it?

Copy the workflow, open a new workflow in n8n and paste. The steps appear on the canvas, ready for your own accounts.

**Before you run it**

Nothing here has been tested by us. It is somebody's working automation, read and described from its own steps. Treat the connections it wants as a list of accounts it will touch, and read the 8 steps before you point it at anything that matters.

## Run it in n8n

- **Create your n8n account** Free to start. n8n is where the workflow runs. [Create an n8n account ↗](https://millionrounds.com/n8n)
- **Download the workflow** Free with a Millionrounds account. [Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fscrape-and-summarize-google-maps-businesses-with-apify)
- **Paste it into n8n** Open a new workflow in n8n and paste. Then connect your own accounts.

Stored with the author's traces removed: canvas notes, instance identifiers, saved credential names and any live document they had left behind.

## Connects to

Each opens the other workflows that use it.

[Apify](https://millionrounds.com/workflows?service=Apify#library)[Google Sheets](https://millionrounds.com/workflows?service=Google+Sheets#library)

## Workflows like it

Also lead generation, with the same services where possible, closest in size first.

- [**AI database reactivation system (DBR) - turn dead leads into** 8 steps · calls a model · GoHighLevel, Google Sheets](https://millionrounds.com/workflow/ai-database-reactivation-system-dbr-turn-dead-leads-into)
- [**Analyze business data from Google Sheets with OpenAI** 8 steps · calls a model · Google Sheets](https://millionrounds.com/workflow/analyze-business-data-from-google-sheets-with-openai)
- [**Automate cold outreach with Gemini and Google Sheets** 8 steps · calls a model · Google Sheets](https://millionrounds.com/workflow/automate-cold-outreach-with-gemini-and-google-sheets)
- [**Automate lead qualification & routing with OpenAI** 8 steps · calls a model · Email, GoHighLevel](https://millionrounds.com/workflow/automate-lead-qualification-and-routing-with-openai)
- [**Automate real estate lead matching with Jotform and Gemini** 8 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/automate-real-estate-lead-matching-with-jotform-and-gemini)
- [**Automated LinkedIn outreach system with OpenAI** 8 steps · calls a model · Google Sheets](https://millionrounds.com/workflow/automated-linkedin-outreach-system-with-openai)