Scrape Amazon product listings into a spreadsheet

Pulls pricing, reviews, and product details from Amazon search results and organizes them into Google Sheets.

How the work actually flows

It repeats. Repeats move to next batch of urls; runs once per each url in the batch.

Pattern: Structured Loop (21)

flowchart TD trig(("you provide a list of urls")):::human s0[["fetch batch of pages"]]:::mi s1["extract product data"]:::task s2["append results to sheet"]:::task trig --> s0 s0 --> s1 s1 --> s2 lp{"until all urls processed"}:::gate s2 --> lp lp -. "move to next batch of urls" .-> s0 lp -->|"finished"| out out[/"structured product data in sheet"/]:::out pay{{"saves hours of manual price tracking"}}:::pay out --> pay classDef task fill:#e7f6fe,stroke:#34b8f0,color:#2c2a29 classDef svc fill:#f6f8fa,stroke:#7c8795,color:#2c2a29 classDef mi fill:#e7f6fe,stroke:#0079a8,color:#2c2a29,stroke-width:2px classDef human fill:#fff,stroke:#0079a8,color:#0079a8 classDef store fill:#f6f8fa,stroke:#0079a8,color:#2c2a29 classDef trig fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigtime fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigdata fill:#8ad4f5,stroke:#0079a8,color:#06314c,font-weight:bold classDef gate fill:#fff,stroke:#e8a23d,color:#6b4708,font-weight:bold classDef out fill:#1f9d6b,stroke:#167a53,color:#fff,font-weight:bold classDef pay fill:#06314c,stroke:#021f33,color:#fff
A stepRuns once per itemA personRepeat or finishResultPayoff
Build size
Advanced

A larger build with multiple systems, AI reasoning, and custom rules.

Business functions
E-commerce & ProductSpreadsheet & Database OpsWeb Scraping & Data CollectionResearch & Market Intelligence
Connects
Google SheetsScrape.doOpenRouter

The problem it solves

Tracking competitor prices and product listings on Amazon means opening dozens of pages by hand, copying details into a spreadsheet, and doing it all over again next week. It's tedious work that eats into time you'd rather spend on strategy.

Who it fits

E-commerce teams and product managers who need to monitor competitor listings and pricing on Amazon.

How it works

  1. You provide a list of Amazon search URLs in Google Sheets
  2. The system fetches each page's data in controlled batches
  3. An AI model reads the cleaned page content and extracts structured product details
  4. The results, including prices and review data, are written back into Google Sheets
What you get

Competitor prices and reviews laid out for you

You get competitor pricing, reviews, and product details from Amazon pulled straight into a spreadsheet for you to study.

What you get

A Google Sheet of structured Amazon product data, including pricing and reviews, ready for analysis.

What you need

A Google Sheets account, a Scrape.do account, and an OpenRouter API key.

We can build this. But should you?

The hard question is not how to build it. It is whether this is the right thing to build first.

That is what a Fractional Chief AI Officer figures out with you, before anyone writes a line of code.

Let's Talk Strategy

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