Extract product fields
Collect product names, SKUs, prices, images, URLs, and related visible data from listing pages.
Shopify CSV generator
Create Shopify-ready product CSVs from ecommerce listing pages
Paste an ecommerce category, collection, brand, sale, or search-results URL. FlowScrape extracts visible product data, cleans it, checks export quality, and generates files you can review or import into Shopify.
InputCollection or category URL
Detected fieldsNames, SKUs, prices, images
Quality checkReview ready
OutputShopify-ready CSV
AI workflowLLM-ready JSON
What it does
FlowScrape reads visible ecommerce listing pages and turns the product data into reviewable files for import, cleanup, migration, and enrichment.
Clean export data
Normalize rows, flag missing fields, and separate import-ready products from rows that need review.
Create usable files
Download clean CSV files, platform-ready CSVs, issue lists, quality reports, and structured JSON.
Who it is for
Ecommerce teams
Prepare product data for Shopify imports, merchandising updates, and product feed cleanup.
Catalog managers
Reduce manual copy and paste when cleaning supplier or marketplace product information.
Agencies and operators
Move client catalog data faster during migrations, rebuilds, and ongoing data cleanup projects.
Output files
The product data package gives you multiple review and import formats from the same run.
Clean CSV
A normalized spreadsheet for review, custom imports, and cleanup.
Shopify-ready CSV
A Shopify-oriented product CSV for import prep and catalog migration workflows.
BigCommerce-ready CSV
A BigCommerce-oriented CSV for teams moving or cleaning catalog data.
Issues CSV
A list of warnings, missing fields, and cleanup recommendations.
Quality report
A readable summary of products found, import-ready rows, blocked rows, and top issues.
LLM-ready JSON
Structured product data for enrichment, classification, cleanup, and AI workflows.
Shopify CSV cleanup use cases
- Create draft product import files from supplier category pages.
- Prepare Shopify product titles, prices, image URLs, handles, and source URLs for review.
- Find missing SKUs, missing images, weak descriptions, and rows that should be cleaned before import.
- Turn sale, brand, collection, or search-results pages into spreadsheet-ready product data.
BigCommerce and catalog migration use cases
FlowScrape is not limited to Shopify. It can also support BigCommerce imports, supplier onboarding, marketplace cleanup, and migration projects where catalog data needs to be reviewed before it moves.
Migration prep
Collect visible product data from a source storefront before rebuilding or moving a catalog.
Catalog cleanup
Use the issues CSV and quality report to prioritize missing images, prices, SKUs, and product URLs.
LLM-ready product data
FlowScrape creates structured product data that can be fed into AI tools for enrichment, cleanup, classification, tagging, product grouping, and QA workflows.
AI enrichment
Use extracted product data as a starting point for descriptions, tags, and merchandising attributes.
Classification
Send structured rows into LLM workflows for category mapping and product grouping.
Cleanup support
Give AI tools consistent product fields instead of raw page text or copied fragments.
FAQ
What is FlowScrape?
FlowScrape is a product data extraction tool for ecommerce teams. It turns ecommerce listing pages into clean CSV files for Shopify, BigCommerce, catalog cleanup, product feed creation, and AI enrichment.
Who is FlowScrape for?
FlowScrape is for ecommerce teams, marketers, catalog managers, agencies, and operators who need to clean or migrate product data faster.
What files does FlowScrape generate?
FlowScrape can generate a clean CSV, Shopify-ready CSV, BigCommerce-ready CSV, issues CSV, and LLM-ready JSON.
Can FlowScrape help feed ecommerce data into AI tools?
Yes. FlowScrape creates structured product data that can be used for enrichment, cleanup, classification, and LLM workflows.
Does FlowScrape replace manual copy and paste?
Yes. FlowScrape reduces manual copying from ecommerce category pages by extracting visible product names, SKUs, prices, images, URLs, and related product data.
How do I try it?
Start with the Product Data Package and paste a category, collection, sale, brand, or search-results URL.
Try Product Data Package
Generate Shopify-ready and BigCommerce-ready CSVs, quality reports, issue lists, and LLM-ready JSON from one ecommerce listing URL.