# Hotel review scraper from booking, expedia, and tripadvisor: n8n workflow

> Started by another system calling it, and works across NocoDB. It hands the judgement calls to Gemini.

Source: https://millionrounds.com/workflow/hotel-review-scraper-from-booking-expedia-and-tripadvisor (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)

# Hotel review scraper from booking, expedia, and tripadvisor

Started by another system calling it, and works across NocoDB. It hands the judgement calls to Gemini. 25 steps, 3 loops or waits: large, and worth reading before you trust it with anything live.

Large Calls a model: Gemini

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fhotel-review-scraper-from-booking-expedia-and-tripadvisor)

**25 steps** Large: read it before trusting it with anything live

**0** Branches: places the flow splits

**3** Loops or waits

**1** Service it connects to

## The flow

Starts it 2 Model 4 Logic 13 Service 6

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

- 1 **Webhook** Webhook *Starts it*
- 2 **Google Gemini Chat Model** Lm Chat Google Gemini *Model*
- 3 **When clicking ‘Test workflow’** Manual trigger *Starts it*
- 4 **Suggestions** Chain Llm *Model*
- 5 **Suggestions1** Chain Llm *Model*
- 6 **Suggestions2** Chain Llm *Model*
- 7 **Apify API Key** Set *Logic*
- 8 **Set Headers** Set *Logic*
- 9 **Set Headers1** Set *Logic*
- 10 **Set Headers2** Set *Logic*
- 11 **Booking.com link of the hotel** Set *Logic*
- 12 **Tripadvisor.com link of the hotel** Set *Logic*
- 13 **Expedia.com link of the hotel** Set *Logic*
- 14 **NocoDB** Noco Db *Service*
- 15 **NocoDB1** Noco Db *Service*
- 16 **NocoDB2** Noco Db *Service*
- 17 **bookings.com review scraper** Http Request *Service*
- 18 **Tripadvisor review scraper** Http Request *Service*
- 19 **Expedia review scraper** Http Request *Service*
- 20 **Replace Me** No Op *Logic*
- 21 **Replace Me1** No Op *Logic*
- 22 **Replace Me2** No Op *Logic*
- 23 **Loop Over Items** Split In Batches *Logic*
- 24 **Loop Over Items3** Split In Batches *Logic*
- 25 **Loop Over Items2** Split In Batches *Logic*

## How it's built

- **Starts on:** Another system calling it
- **Steps:** 25, 3 loops or waits
- **Size:** Large: read it before trusting it with anything live
- **Connects to:** NocoDB
- **Model:** Gemini

## Questions

What does it need to run?

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

What starts it?

It starts on another system calling it.

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?

Take your time. At 25 steps it is large: read it before trusting it with anything live.

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 25 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%2Fhotel-review-scraper-from-booking-expedia-and-tripadvisor)
- **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.

[NocoDB](https://millionrounds.com/workflows?service=NocoDB#library)

## Workflows like it

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

- [**Assign Requests with Send Reminders Based** 22 steps · calls a model · Email, NocoDB](https://millionrounds.com/workflow/assign-requests-with-send-reminders-based)