Automation library · Lead generation

B2B lead scraper from Google Search + Maps to sheets

Started by a change in a Google Sheet, and works across Google Sheets. It hands the judgement calls to OpenAI. 12 steps, 1 branch, 1 loop or waits: a working afternoon to understand properly.

MediumCalls a model: OpenAI

12 stepsMedium: a working afternoon
1Branch: places the flow splits
1Loop or waits
1Service it connects to

The flow

Starts it 1Model 1Logic 6Service 4

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

  1. 1New QueryGoogle Sheets triggerStarts it
  2. 2Get Unprocessed QueryCodeLogic
  3. 3AI Generate QueriesOpen AiModel
  4. 4Prepare QueriesCodeLogic
  5. 5Serper APIHttp RequestService
  6. 6Process ResultsCodeLogic
  7. 7Has Results?IfLogic
  8. 8Loop LeadsSplit In BatchesLogic
  9. 9Mark Query DoneGoogle SheetsService
  10. 10Scrape WebsiteHttp RequestService
  11. 11Enrich LeadCodeLogic
  12. 12Save LeadGoogle SheetsService

How it's built

Starts on
A change in a Google Sheet
Steps
12, with 1 branch, 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 a change in a Google Sheet.

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. 12 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 12 steps before you point it at anything that matters.