Automation library · Research and reporting

Indeed data scraper & summarization with Airtable

Started by an event in a connected app, and works across Airtable. It hands the judgement calls to Gemini. 16 steps, 1 branch, 2 loops or waits: a working afternoon to understand properly.

MediumCalls a model: Gemini

16 stepsMedium: a working afternoon
1Branch: places the flow splits
2Loops or waits
1Service it connects to

The flow

Starts it 1Model 7Logic 5Service 3

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

  1. 1When clicking ‘Test workflow’Manual triggerStarts it
  2. 2Google Gemini Chat Model For SummarizationLm Chat Google GeminiModel
  3. 3Webhook HTTP RequestTool Http RequestModel
  4. 4Google Gemini Chat ModelLm Chat Google GeminiModel
  5. 5Google Gemini Chat Model for AI AgentLm Chat Google GeminiModel
  6. 6Set Bright Data ZoneSetLogic
  7. 7Indeed SummarizerChain SummarizationModel
  8. 8Indeed Expert AI AgentAgentModel
  9. 9Markdown to Textual Data ExtractorChain LlmModel
  10. 10AirtableAirtableService
  11. 11Loop Over ItemsSplit In BatchesLogic
  12. 12WaitWaitLogic
  13. 13If Link field is not emptyIfLogic
  14. 14Perform Indeed Web RequestHttp RequestService
  15. 15Convert Markdown to HTMLMarkdownLogic
  16. 16Initiate a Webhook Notification for Markdown to HTML ResponseHttp RequestService

How it's built

Starts on
An event in a connected app
Steps
16, with 1 branch, 2 loops or waits
Size
Medium: a working afternoon
Connects to
Airtable
Model
Gemini

Questions

What does it need to run?

An n8n account, plus your own Airtable account, and a key for Gemini. 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 Gemini. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Plan an afternoon. 16 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 16 steps before you point it at anything that matters.