# Extract & summarize LinkedIn profiles with Bright Data: n8n workflow

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

Source: https://millionrounds.com/workflow/extract-and-summarize-linkedin-profiles-with-bright-data (Millionrounds; every figure on the page links to its filing or article)

[Automation library](https://millionrounds.com/workflows) · [Research and reporting](https://millionrounds.com/workflows?category=Research+and+reporting#library)

# Extract & summarize LinkedIn profiles with Bright Data

Started by another system calling it, and works across Supabase. It hands the judgement calls to Gemini. 27 steps, 3 branches: 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%2Fextract-and-summarize-linkedin-profiles-with-bright-data)

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

**3** Branches: places the flow splits

**0** Loops or waits

**1** Service it connects to

## The flow

Starts it 5 Model 10 Logic 8 Service 4

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

- 1 **Google Gemini Chat Model for Skill Extraction** Lm Chat Google Gemini *Model*
- 2 **Google Gemini Chat Model for Summarization** Lm Chat Google Gemini *Model*
- 3 **Google Gemini Chat Model for Experiences** Lm Chat Google Gemini *Model*
- 4 **Google Gemini Chat Model for Emerging Roles** Lm Chat Google Gemini *Model*
- 5 **Google Gemini Chat Model for Basic Profile Info** Lm Chat Google Gemini *Model*
- 6 **Webhook** Webhook *Starts it*
- 7 **Skills Extractor** Information Extractor *Model*
- 8 **Summarizer** Information Extractor *Model*
- 9 **Markdown Content** Information Extractor *Model*
- 10 **Emerging Roles** Information Extractor *Model*
- 11 **Basic Profile Info** Information Extractor *Model*
- 12 **Set the Input Fields** Set *Logic*
- 13 **Merge** Merge *Logic*
- 14 **Access and extract data from a specific URL** Bright Data *Service*
- 15 **Aggregate** Aggregate *Logic*
- 16 **Set the Scraped Response** Set *Logic*
- 17 **If force create?** If *Logic*
- 18 **If status code <> 200** If *Logic*
- 19 **Get a row** Supabase *Service*
- 20 **Create a row** Supabase *Service*
- 21 **Respond to Webhook** Respond To Webhook *Starts it*
- 22 **If record exist** If *Logic*
- 23 **Respond to Webhook Create** Respond To Webhook *Starts it*
- 24 **Stop and Error** Stop And Error *Logic*
- 25 **Update Row** Supabase *Service*
- 26 **Respond to Webhook Not Found** Respond To Webhook *Starts it*
- 27 **Respond to Webhook Update** Respond To Webhook *Starts it*

## How it's built

- **Starts on:** Another system calling it
- **Steps:** 27, with 3 branches
- **Size:** Large: read it before trusting it with anything live
- **Connects to:** Supabase
- **Model:** Gemini

## Questions

What does it need to run?

An n8n account, plus your own Supabase 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 27 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 27 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%2Fextract-and-summarize-linkedin-profiles-with-bright-data)
- **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.

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

## Workflows like it

Also research and reporting, with the same services where possible, closest in size first.

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- [**Generate tender eligibility summaries and bid checklists** 20 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/generate-tender-eligibility-summaries-and-bid-checklists)
- [**Send monthly real estate market summaries to Slack** 20 steps · Slack, Supabase](https://millionrounds.com/workflow/send-monthly-real-estate-market-summaries-to-slack)
- [**AI-Powered CSAT Survey Analysis with Sentiment Scoring** 16 steps · Supabase](https://millionrounds.com/workflow/ai-powered-csat-survey-analysis-with-sentiment-scoring)
- [**AI-powered Bitcoin and crypto market intelligence report** 15 steps · calls a model · Supabase, WordPress](https://millionrounds.com/workflow/ai-powered-bitcoin-and-crypto-market-intelligence-report)
- [**Generate weekly student progress reports with Gemini** 15 steps · calls a model · Supabase, WhatsApp](https://millionrounds.com/workflow/generate-weekly-student-progress-reports-with-gemini)