# Scrape hotel listings with Brightdata: n8n workflow template

> Started by someone opening a chat with it. It calls services over plain HTTP rather than through connectors. It hands the judgement calls to OpenRouter.

Source: https://millionrounds.com/workflow/scrape-hotel-listings-with-brightdata (Millionrounds; every figure on the page links to its filing or article)

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

# Scrape hotel listings with Brightdata

Started by someone opening a chat with it. It calls services over plain HTTP rather than through connectors. It hands the judgement calls to OpenRouter. 14 steps, 1 branch, 2 loops or waits: a working afternoon to understand properly.

Medium Calls a model: OpenRouter

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fscrape-hotel-listings-with-brightdata)

**14 steps** Medium: a working afternoon

**1** Branch: places the flow splits

**2** Loops or waits

**0** Services by connector: it calls them over plain HTTP

## The flow

Starts it 1 Model 3 Logic 7 Service 3

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

- 1 **OpenRouter Chat Model2** Lm Chat Open Router *Model*
- 2 **When chat message received** Chat trigger *Starts it*
- 3 **Calculator** Tool Calculator *Model*
- 4 **Human Friendly Results** Agent *Model*
- 5 **parameters** Set *Logic*
- 6 **Initiate batch extraction from URL** Bright Data *Service*
- 7 **hotels** Split In Batches *Logic*
- 8 **Check the status of a batch extraction** Bright Data *Service*
- 9 **check if result ready** If *Logic*
- 10 **Download the snapshot content** Bright Data *Service*
- 11 **Wait** Wait *Logic*
- 12 **clean data** Set *Logic*
- 13 **check Snapshot Again** No Op *Logic*
- 14 **Aggregate** Aggregate *Logic*

## How it's built

- **Starts on:** Someone opening a chat with it
- **Steps:** 14, with 1 branch, 2 loops or waits
- **Size:** Medium: a working afternoon
- **Connects to:** Nothing by connector; it calls services over plain HTTP
- **Model:** OpenRouter

## Questions

What does it need to run?

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

What starts it?

It starts on someone opening a chat with it.

Does it use AI?

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

How long does it take to set up?

Plan an afternoon. 14 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 14 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-hotel-listings-with-brightdata)
- **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.

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