Flowscrape
Page Capture → Products

Convert ecommerce pages into structured, review-ready product data.

Flowscrape captures the page you reviewed, runs a controlled extraction workflow, and returns normalized product records with titles, prices, variants, SKUs, and related fields in JSON or CSV format.

  • Less manual scraping Replace ad hoc copy-paste and spreadsheet cleanup with a repeatable workflow.
  • Traceable inputs Each run is tied to a captured page so teams can verify what was extracted.
  • Structured outputs Get normalized records that are easier to QA, import, and hand off across teams.
Captured Store the exact storefront page version used for extraction.
Extracted Pull titles, prices, variants, SKUs, and product-family relationships.
Reviewed Filter out navigation noise and verify critical fields before export.
Exported Deliver JSON or CSV datasets that are ready for downstream use.
Best for ecommerce operators, data teams, agencies, and merch / ops teams that need reliable product data without a black-box scraping workflow.

Verified page captures

Capture the reviewed page first so extraction always starts from a known, inspectable input.

Controlled extraction jobs

Run extraction in the same structured flow every time instead of relying on one-off scripts and brittle spreadsheet fixes.

Normalized product records

Export titles, prices, variants, SKUs, and related fields in JSON or CSV for QA, imports, and operations.

Who this is for

Built for teams who need reliable product data from real pages — fast, repeatable, and reviewable.

  • Ecommerce operators fixing feeds, catalogs, and imports under time pressure.
  • Data teams who need traceable inputs and consistent outputs.
  • Agencies onboarding brands where messy catalogs block launch.
  • Merch / ops teams who need a quick “export and ship” workflow.
Best fit: speed + control

Who this is NOT for

If you want a hands-off magic box, you’ll hate this. Flowscrape is designed for review and control.

  • דSet it and forget it” scraping with zero review or verification.
  • ×Unlimited crawling across entire sites with no guardrails.
  • ×Marketing-only users who don’t care about data integrity.
  • ×One-off copy/paste where a spreadsheet hack is “good enough”.
Not for: “black box” scraping

Flowscrape vs manual scraping

Same goal: usable product data, but with fewer brittle steps and more accountability.

What matters
Manual scraping
Flowscrape
Repeatability
Results drift when pages change.
Runs on verified captures — same input every time.
Debug time
Selector breakage → rework loop.
Inspect the capture + preview outputs before export.
Trust
Hard to verify what was actually scraped.
You can review the exact page version used.
Team handoff
Lots of “it depends” explanations.
Export-ready JSON/CSV with consistent structure.
Time to usable feed
Hours to days when things break.
Minutes, with a reviewable workflow.

What you get

A structured workflow that moves every storefront through analyze → capture → extract → preview, turning raw page HTML into review-ready product data with a consistent operating model.

  • Grouped product families so related variants stay connected instead of fragmenting into duplicate rows.
  • Noise filtering that helps separate real products from navigation, promos, and page chrome.
  • Critical-field verification for the titles, prices, SKUs, and variant details downstream teams care about most.
  • Reviewable exports in JSON or CSV that are easier to QA before they hit feeds, catalogs, or internal tooling.

Less manual scraping. Less spreadsheet cleanup. More confidence in every extraction run.

Get access

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Pro 5k

Up to 5,000 products per billing period.

Designed for smaller catalogs, pilot workflows, and recurring export jobs with tighter volume limits.

Pro 10k

Up to 10,000 products per billing period.

For teams that need more headroom across multiple storefront categories or larger recurring batches.

Pro 25k

Up to 25,000 products per billing period.

For higher-capacity product extraction where reviewable data quality still matters.

Pricing is organized by capacity and checkout is handled through Stripe. Exact dollar amounts are not shown on the landing page, so use checkout to view current pricing before subscribing and confirm that the plan limits match your expected product volume.

Select a plan to start checkout.

Structured workflow

How Flowscrape works

Every storefront follows the same path from raw HTML to usable output, making extraction easier to review, repeat, and hand off.

1

Analyze

Inspect page structure and identify the URLs or listings that should feed the extraction run.

2

Capture

Store a verified page capture so the extraction input is traceable and can be reviewed later.

3

Extract

Run the extraction job to normalize titles, prices, variants, SKUs, and related product fields.

4

Preview

Review the output, verify key fields, and export JSON or CSV once the dataset is ready.