This tutorial shows how to scrape Amazon Movers & Shakers by category into CSV with the Amazon Movers & Shakers Scraper by Category template for UScraper. You will import the workflow, choose category ranking URLs, set the export path, run the two-page loop, and validate the file before using it for product research.
Before you start
Prerequisites and policy checks
You need UScraper installed as a local desktop app, the Amazon Movers & Shakers Scraper by Category template, and category URLs you are allowed to process. The bundled workflow starts with the Video Games Movers & Shakers list, including page 1 and page 2. You can replace those URLs with another path from Amazon's Movers & Shakers page.
This guide covers public ranking-list pages only. It does not cover account dashboards, Seller Central, checkout flows, private order data, review scraping, CAPTCHA bypassing, or sign-in-only data. Review Amazon's current rules before automation and stop the run if Amazon presents an access challenge.
Treat browser visibility as a technical state, not a permission model. If a dataset will drive paid decisions, keep an audit trail of source URLs, run date, category, marketplace, and any manual selector edits.
Workflow anatomy
What the Amazon Movers & Shakers scraper does
The JSON export is the authoritative workflow definition. In plain English, the flow is:
Set Window Size -> Navigate -> Wait for Page Load -> Sleep
-> Element Exists -> Structured Export -> Sleep -> Loop Continue
The Navigate block contains a two-page URL list. Element Exists checks for div[id='gridItemRoot'], the product-card wrapper in the ranking grid. If cards exist, Structured Export reads one row per product. If cards do not exist, the fallback export writes a status row so you know whether Amazon showed a robot check, sign-in gate, empty category message, or layout variant.
| Export column | What it captures | Validation check |
|---|---|---|
original_url, category | Source page and category label | Confirms which category and page produced the row. |
position, asin, name, url | Rank, product ID, title, and detail link | Use ASIN as the dedupe key across repeated runs. |
brand, platform | Best-effort text heuristics from the card | Treat these as helper fields, not guaranteed catalog attributes. |
stars, ratings, reviews_link | Rating text, review count, and review page URL | The template exports review links, not review content. |
price, picture, error | Visible price, image URL, and fallback status | Expect blanks when Amazon hides or omits a module. |
Runbook
How to scrape Amazon Movers & Shakers by category
Import the template
Open Amazon Movers & Shakers Scraper by Category, download the JSON, and import it into UScraper.
Choose category URLs
In Navigate, keep the two-page pattern or replace it with your approved category URLs. Use the exact marketplace and category path you want.
Keep the page waits
Leave the 45-second page-load wait and short sleep in place for the first test so ranking cards have time to render.
Set the CSV folder
In Structured Export, confirm amazon_movers_and_shakers_scraper_by_category.csv, headers, append mode, and your project-specific save location.
Run and inspect
Run once, open the CSV, compare a few rows against the browser, then rename the output before testing another category.
Append mode is intentional because page 1 and page 2 pass through the same export block. If you rerun into the same file, clear the old CSV or add a dated filename first. Otherwise test rows and production rows will mix together.
Validation
Validate the Amazon Movers CSV
Open the CSV beside the browser after the first run. Check the first row, one middle row, and one page-2 row. Then dedupe by asin.
| Symptom | Likely cause | Fix |
|---|---|---|
One row with an error value | Amazon showed a challenge, sign-in gate, or no-current-movers page | Read the error cell, handle the page state, and rerun one URL. |
| Product rows but blank prices | Price was absent, hidden, or rendered in a different module | Keep price optional and validate against the browser before analysis. |
Missing asin values | Product link pattern changed or card markup shifted | Inspect one product link and update the ASIN extraction selector. |
| Duplicate ASINs | A run was appended twice or URLs overlapped | Clear the file before reruns and dedupe by asin plus original_url. |
Ranking context
Amazon Best Sellers vs Movers & Shakers
Best Sellers and Movers & Shakers answer different product-research questions. Best Sellers is useful for stable category leaders. Movers & Shakers is useful for products whose rank is changing quickly.
| List type | Best for | Watch out for |
|---|---|---|
| Amazon Best Sellers | Category leaders, evergreen competitors, stable reference sets | Can be slow to reveal sudden trend movement. |
| Amazon Movers & Shakers | Fast-rising products, campaign spikes, seasonal shifts, early trend signals | Can be noisy and needs timestamped exports. |
| New Releases | Launch monitoring and early catalog discovery | Newness does not always mean demand. |
For most marketplace analysis, export Movers & Shakers on a schedule you can explain, then compare ASIN overlap against Best Sellers or your own product list.
Alternatives
Amazon ranking scraper tools, APIs, and hosted options
UScraper fits teams that want a no-code, inspectable workflow running through a local desktop app with CSV output. Hosted tools such as Octoparse, Apify actors, and other Amazon ranking scraper tools can help with cloud scheduling or shared infrastructure. Open-source command-line projects give developers more control, but they also move maintenance onto your team.
An Amazon Movers & Shakers API sounds cleaner than a browser workflow, but the right path depends on permission and purpose. If you need a supervised research export for a category snapshot, the UScraper template library is the faster place to start.
FAQ
Amazon Movers & Shakers scraper FAQ
Amazon ranking pages may be visible in a browser, but automated access can still be limited by terms, robots rules, marketplace policies, intellectual property rights, privacy law, and local regulations. Keep runs modest and do not bypass access controls.
Next step
Download the Amazon Movers & Shakers scraper template
When you are ready to run the workflow, open Amazon Movers & Shakers Scraper by Category and import the JSON into UScraper. For neighboring tutorials and templates, browse all UScraper templates or the UScraper blog.