Google search engine results page extraction and summarization with Bright Data

Who this is for?

This workflow is designed for professionals and teams who need real-time, structured insights from Google Search results without manual effort.

What problem is this workflow solving?

This n8n workflow solves the problem of automating Google Search result extraction, cleanup, summarization, and AI-enhanced formatting for downstream use like sending the results to a webhook or another system.

What this workflow does

1. Automates Google Search via Bright Data

• Uses Bright Data’s proxy-based SERP API to run a Google Search query programmatically.
• Makes the process repeatable and scriptable with different search terms and regions/zones.

1. Cleans and Extracts Useful Content

• The Google Search Data Extractor uses LLM based cleaning to remove HTML/CSS/JS from the response and extract pure text data.
• Converts messy, unstructured web content into structured, machine-readable format.

1. Summarizes Search Results Through the Gemini Flash + Summarization Chain, it generates a concise summary of the search results. Ideal for users who don’t have time to read full pages of search results.

2. Formats Data Using AI Agent The AI Agent acts like a virtual assistant that:

• Understands search results
• Formats them in a readable, JSON-compatible form
• Prepares them for webhook delivery

1. Delivers Results to Webhook Sends the final summary + structured search result to a webhook (could be your app, a Slack bot, Google Sheets, or CRM).

Setup

• Sign up at Bright Data.
• Navigate to Proxies & Scraping and create a new Web Unlocker zone by selecting Web Unlocker API under Scraping Solutions.
• In n8n, configure the Header Auth account under Credentials (Generic Auth Type: Header Authentication). The Value field should be set with the Bearer XXXXXXXXXXXXXX. The XXXXXXXXXXXXXX should be replaced by the Web Unlocker Token.
• A Google Gemini API key (or access through Vertex AI or proxy).
• Update the Google Search query as you wish by navigating to the Set Google Search Query node.
• Update the Webhook HTTP Request node with the Webhook endpoint of your choice.

How to customize This Workflow to your needs

1. Change the Search Input

Default: It searches a fixed query or dataset.

Customize:

• Accept input from a Google Sheet, Airtable, or a form.
• Auto-trigger searches based on keywords or schedules.

2. Customize Summarization Style (LLM Output)

Default: General summary using Google Gemini or OpenAI.

Customize:

• Add tone: formal, casual, technical, executive-summary, etc.

• Focus on specific sections: pricing, competitors, FAQs, etc.

• Translate the summaries into multiple languages.

• Add bullet points, pros/cons, or insight tags.

3.Choose Where the Results Go

Options:

• Email, Slack, Notion, Airtable, Google Docs, or a dashboard.

• Auto-create content drafts for WordPress or newsletters.

• Feed into CRM notes or attach to Salesforce leads.