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Amazon Most Wished For Scraper by Category logo

Amazon Most Wished For Scraper by Category

This Amazon Most Wished For scraper exports category and subcategory ranking pages into a structured CSV for product research, merchandising checks, and marketplace demand analysis. Import the workflow into the UScraper local desktop app, edit the Amazon category URLs, and collect product title, product URL, rank, image, review URL, rating, rating count, price, and category context without writing scraper code.

Output

CSV file

Columns

12

Inputs

3 URLs

Waits

45s + sleeps

Template

Free

What it does

Scrape Amazon Most Wished For category rankings to CSV

Amazon Most Wished For pages are useful when you need a category-level view of products shoppers are saving for later. This template behaves like an Amazon product ranking scraper for those lists: it navigates to each configured page, waits for the product cards, reads one row per card, and keeps category and subcategory names beside every product.

The automation path is straightforward: Set Window Size -> Navigate -> Wait for Page Load -> Sleep -> Wait for Element -> Structured Export -> Sleep -> Loop Continue. The Navigate block holds the category URL list, and Loop Continue advances through that list while Structured Export writes in append mode. Replace the URL list with other Amazon Most Wished For category or subcategory pages when your research scope changes.

Ranking data by category

Export rank, product title, product URL, image URL, review URL, rating, review count, price, and the category path visible on the page.

Multi-URL loop included

The bundled graph loops through three Most Wished For URLs and appends every matching product card into one CSV with headers.

Local desktop execution

The stock workflow saves output to your configured local folder and does not send the CSV through a hosted scraping actor.

Editable category inputs

Use the default Amazon Devices examples for testing, then paste in other approved category URLs for your marketplace research.

Who uses it

Use cases for Amazon wishlist and ranking exports

Marketplace sellers

Demand scouting

Favorable to scraping

Export wished-for products in a category, then review rank, price, rating count, and product URLs before deeper sourcing or profitability checks.

Brand and category teams

Merchandising research

Favorable to scraping

Compare repeated CSV snapshots to see which product types, accessories, and price bands appear in shopper wish activity over time.

Agencies and analysts

Client reporting

Nuanced outcome

Use the export as structured evidence for Amazon ranking data reports, then validate recommendations with official data, manual review, or client-approved tools.

For adjacent Amazon research, pair this template with the Amazon Movers & Shakers Scraper, Amazon Top Lists Scraper, Amazon Product Details Scraper for US, and the full UScraper template library.


How to use

Configure the Amazon Most Wished For scraper workflow

1

Download and import

Download the hosted JSON template, then import it into UScraper.

2

Choose category URLs

Keep the default Amazon Devices pages for a test run, or replace the Navigate URL list with other Most Wished For category and subcategory pages you are allowed to review.

3

Confirm waits and export path

Leave the 45-second load and element waits in place for dynamic content, then set the save folder for amazon_most_wished_for_scraper.csv.

4

Run the loop

UScraper opens each URL, waits for .p13n-sc-uncoverable-faceout product cards, exports rows, sleeps briefly, and advances to the next URL.

5

Open and audit the CSV

Spot-check ranking order, missing prices, blank ratings, duplicate products, and any Amazon access page before using the file in reporting or enrichment.

Output preview

What the Amazon Most Wished CSV includes

The CSV is designed for category comparison, not just a thin product list. Category fields repeat on every row so you can combine multiple URLs, filter by subcategory, and join the export to downstream product-detail or review datasets.

subcategory_namesub_subcategory_namerankingproduct_titleratingrating_countprice
Most Wished For in Amazon DevicesAmazon Devices#1Sample streaming device with voice remote4.6 out of 5 stars128,430$39.99
Most Wished For in Amazon DevicesAdapters & Connectors#7Sample USB-C power adapter4.5 out of 5 stars18,204$14.99
Most Wished For in Amazon DevicesAmazon Devices#31Sample smart display bundle4.7 out of 5 stars52,118$89.99
amazon_most_wished_for_scraper.csv
CSV - UTF-8 - Append

Column

subcategory_url

Parent category URL inferred from the page navigation when available.

Column

subcategory_name

Parent Most Wished For category name.

Column

sub_subcategory_name

Current category or subcategory name from the page heading or navigation.

Column

sub_subcategory_url

The current Amazon Most Wished For page URL.

Column

product_title

Visible product title, with image alt text as a fallback.

Column

product_url

Amazon product detail URL from the product card.

Column

ranking

Visible rank badge, or calculated rank from page and row position.

Column

product_image_url

Best available product image URL.

Column

product_review_url

Visible reviews link when Amazon renders it.

Column

rating

Visible star-rating text.

Column

rating_count

Visible rating or review count text.

Column

price

Visible price text where Amazon displays it.

Headers included - every configured Amazon Most Wished For URL appends matching product rows

Frequently asked questions

Amazon Most Wished For pages may be publicly visible, but automated collection can still be limited by Amazon Conditions of Use, robots rules, marketplace policies, intellectual property rights, privacy law, and local regulations. Keep runs modest, do not bypass CAPTCHA or access controls, and get legal review before using exports commercially.

Before you scale

Limits and maintenance notes

Guardrails for reliable Amazon category exports

Rate limits

Amazon may throttle or challenge automation

Use modest batches, avoid parallel runs against the same marketplace, and increase waits when product cards load slowly or access pages appear.

Selector drift

Most Wished For cards can change by category or region

Blank titles, missing ranks, or empty price fields usually mean Amazon rendered a different layout, hid a field, or returned a non-product page.

Compliance

Review terms before commercial reuse

Treat the CSV as a research export. Review Amazon policies, robots directives, API options, and applicable law before redistributing, reselling, or enriching scraped product data.

Download the template, install the local desktop app from UScraper download, and use this workflow when you need to export Amazon ranking data from Most Wished For pages into a structured CSV.

Get Started

Download and use this template instantly

$50Free

What's Included

  • Template JSON file ready to import
  • Pre-configured scraping nodes
  • Works with UScraper desktop app

Open-source templates

UScraper templates are open source. Improve this workflow or contribute a new one to help the community grow.

Contribute on GitHub

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