# Extract Amazon product data with Scrape.do and OpenAI: n8n workflow

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

Source: https://millionrounds.com/workflow/extract-amazon-product-data-with-scrape-do-and-openai (Millionrounds; every figure on the page links to its filing or article)

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

# Extract Amazon product data with Scrape.do and OpenAI

Started by an event in a connected app, and works across Google Sheets. It hands the judgement calls to OpenAI. 10 steps, 1 loop or waits: a working afternoon to understand properly.

Medium Calls a model: OpenAI

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fextract-amazon-product-data-with-scrape-do-and-openai)

**10 steps** Medium: a working afternoon

**0** Branches: places the flow splits

**1** Loop or waits

**1** Service it connects to

## The flow

Starts it 1 Model 3 Logic 3 Service 3

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

- 1 **When clicking Test workflow** Manual trigger *Starts it*
- 2 **OpenAI Chat Model** Lm Chat Open Ai *Model*
- 3 **Structured Output Parser** Output Parser Structured *Model*
- 4 **1. Get Product URLs from Google Sheets** Google Sheets *Service*
- 5 **5. Clean & Structure Data with AI** Chain Llm *Model*
- 6 **2. Loop Through Each URL** Split In Batches *Logic*
- 7 **6. Format Final JSON Output** Split Out *Logic*
- 8 **3. Scrape Product Page HTML** Http Request *Service*
- 9 **7. Save Product Data to Google Sheets** Google Sheets *Service*
- 10 **4. Extract Raw Data Elements** Html *Logic*

## How it's built

- **Starts on:** An event in a connected app
- **Steps:** 10, 1 loop or waits
- **Size:** Medium: a working afternoon
- **Connects to:** Google Sheets
- **Model:** OpenAI

## Questions

What does it need to run?

An n8n account, plus your own Google Sheets account, 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?

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%2Fextract-amazon-product-data-with-scrape-do-and-openai)
- **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 data collection, with the same services where possible, closest in size first.

- [**AI News Aggregator to Google Sheets with a local model** 10 steps · calls a model · Google Sheets, RSS](https://millionrounds.com/workflow/ai-news-aggregator-to-google-sheets-with-a-local-model)
- [**Amazon affiliate links to Mastodon with Shlink** 10 steps · calls a model · Google Sheets](https://millionrounds.com/workflow/amazon-affiliate-links-to-mastodon-with-shlink)
- [**Amazon product search scraper with BrightData and OpenAI** 10 steps · calls a model · Google Sheets](https://millionrounds.com/workflow/amazon-product-search-scraper-with-brightdata-and-openai)
- [**Amazon product search scraper with Google Sheets and OpenAI** 10 steps · calls a model · Google Sheets](https://millionrounds.com/workflow/amazon-product-search-scraper-with-google-sheets-and-openai)
- [**Assess Bitcoin AML risk with Groq** 10 steps · calls a model · Google Sheets](https://millionrounds.com/workflow/assess-bitcoin-aml-risk-with-groq)
- [**Automate Gmail tasks with Gemini** 10 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/automate-gmail-tasks-with-gemini)