Automation library · Research and reporting

Automated meta ads analysis with Gemini and ScrapingFlash

Started by a clock, and works across Google Sheets. It hands the judgement calls to Gemini. 11 steps, 1 loop or waits: a working afternoon to understand properly.

MediumCalls a model: Gemini

11 stepsMedium: a working afternoon
0Branches: places the flow splits
1Loop or waits
1Service it connects to

The flow

Starts it 2Model 3Logic 3Service 3

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

  1. 1When clicking ‘Execute workflow’Manual triggerStarts it
  2. 2Schedule TriggerSchedule triggerStarts it
  3. 3Google Gemini Chat ModelLm Chat Google GeminiModel
  4. 4Structured Output ParserOutput Parser StructuredModel
  5. 5Get URL to scrapGoogle SheetsService
  6. 6Categorise every Meta AdsChain LlmModel
  7. 7Request to scrapingflash.comHttp RequestService
  8. 8Add row in SheetGoogle SheetsService
  9. 9Split all the adsSplit OutLogic
  10. 10Loop Over ItemsSplit In BatchesLogic
  11. 11Limit to 10 adsLimitLogic

How it's built

Starts on
A clock
Steps
11, 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 a clock.

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. 11 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 11 steps before you point it at anything that matters.