# Scrape Yelp business data with Gemini and Bright Data: n8n workflow

> Started by someone submitting a form, and works across Google Sheets. It hands the judgement calls to Gemini.

Source: https://millionrounds.com/workflow/scrape-yelp-business-data-with-gemini-and-bright-data (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 Yelp business data with Gemini and Bright Data

Started by someone submitting a form, and works across Google Sheets. It hands the judgement calls to Gemini. 10 steps, 1 branch, 1 loop or waits: a working afternoon to understand properly.

Medium Calls a model: Gemini

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fscrape-yelp-business-data-with-gemini-and-bright-data)

**10 steps** Medium: a working afternoon

**1** Branch: places the flow splits

**1** Loop or waits

**1** Service it connects to

## The flow

Starts it 1 Model 2 Logic 3 Service 4

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

- 1 **On Form Submission** Form trigger *Starts it*
- 2 **Google Gemini Chat Model** Lm Chat Google Gemini *Model*
- 3 **AI Agent - Validate Input** Agent *Model*
- 4 **Format AI Response for Scraper** Code *Logic*
- 5 **Yelp Data Scraper - Bright Data** Http Request *Service*
- 6 **Check Delivery Status of Snapshot ID** Http Request *Service*
- 7 **Wait 1 Minute** Wait *Logic*
- 8 **Check Final Status** If *Logic*
- 9 **Fetch Snapshot Results** Http Request *Service*
- 10 **Google Sheets - Save Business Data** Google Sheets *Service*

## How it's built

- **Starts on:** Someone submitting a form
- **Steps:** 10, with 1 branch, 1 loop or waits
- **Size:** Medium: a working afternoon
- **Connects to:** Google Sheets
- **Model:** Gemini

## Questions

What does it need to run?

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

What starts it?

It starts on someone submitting a form.

Does it use AI?

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

How long does it take to set up?

Plan an afternoon. 10 steps is enough that you should read each one before running it.

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 10 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-yelp-business-data-with-gemini-and-bright-data)
- **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.

[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.

- [**Automate Gmail lead follow-up with OpenAI and HubSpot** 10 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/automate-gmail-lead-follow-up-with-openai-and-hubspot)
- [**Automate lead follow-ups with OpenAI** 10 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/automate-lead-follow-ups-with-openai)
- [**Automated lead capture & AI follow-up workflow with OpenAI** 10 steps · calls a model · ClickUp, Gmail](https://millionrounds.com/workflow/automated-lead-capture-and-ai-follow-up-workflow-with-openai)
- [**Automated web scraper for industry-specific qualified leads** 10 steps · calls a model · Email, Google Sheets](https://millionrounds.com/workflow/automated-web-scraper-for-industry-specific-qualified-leads)
- [**Classify & enrich contacts with OpenAI and Airtable** 10 steps · calls a model · Airtable, Google Sheets](https://millionrounds.com/workflow/classify-and-enrich-contacts-with-openai-and-airtable)
- [**Cold email outreach personalized by business with Gmail** 10 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/cold-email-outreach-personalized-by-business-with-gmail)