πŸ“Š Analyze Amazon review friction and revenue impact with Bright Data, OpenRouter and Google Sheets

⚑ 23 views Β· πŸ“Š Market Research & Insights

πŸ’‘ Pro Tip β€” HTTP Request scraping tends to break when sites update their markup. If you’re scraping a major platform, check if ScraperNode covers it β€” it has maintained scrapers for LinkedIn, Instagram, TikTok, YouTube, and 20+ other platforms that return structured data.

View All Scrapers

Description

Description

This workflow automatically extracts Amazon product reviews and identifies hidden friction signals that are costing you conversions.
It helps ecommerce and product teams turn customer complaints into measurable revenue opportunities.

Overview

This workflow uses Bright Data’s Web Scraper API to collect Amazon reviews, then scans them for friction signals like delivery issues, return complaints, sizing problems, and product defects.

AI classifies each friction signal by revenue impact, scores severity, and prioritizes the most costly conversion leaks.

Results are split into:

Both are logged into Google Sheets for immediate action.

Tools Used

How to Install

1. Import the Workflow

Download the .json file and import it into your n8n instance.

2. Configure Bright Data

Add your Bright Data API credentials to all Bright Data nodes.

3. Configure OpenRouter

Add your OpenRouter API key for AI friction analysis.

4. Set Up Google Sheets

Create a spreadsheet following the β€œGoogle Sheets Setup” sticky note inside the workflow.
Connect each Google Sheets node to your document.

5. Customize

Edit the configuration node to define:

Use Cases

Ecommerce Managers

Find out exactly why customers are dropping off and fix the highest-impact issues first.

Product Teams

Identify recurring product defects or sizing issues from real customer feedback at scale.

CX / Support Teams

Spot delivery and returns patterns before they become widespread complaints.

Conversion Rate Optimization

Prioritize checkout and UX improvements based on actual revenue impact data.

Competitive Analysis

Analyze competitor product reviews to uncover weaknesses you can capitalize on.

Connect with Me

Tags

#n8n #automation #brightdata #webscraping #ecommerce #conversionrate #amazonreviews
#customerfriction #productreviews #revenueoptimization #checkoutoptimization
#deliveryissues #returnrates #cro #n8nworkflow #workflow #nocode #businessintelligence
#customerexperience #productfeedback #reviewanalysis #ecommerceautomation #amazondata
#sentimentanalysis #customerinsights

πŸ”— Nodes Used

Google Sheets, AI Agent, Structured Output Parser, OpenRouter Chat Model

πŸ“₯ Import

Download workflow.json and import into n8n: Workflow menu β†’ Import from File

πŸ“– Importing guide Β· πŸ”‘ Credential setup