Sam's Club Scraper for Item, Price and Club Data

What our Sam's Club data scraper extracts

Every product lives at an /ip/ address that ends in a long numeric product id, while the page prints a different, shorter Item # under the title. We keep both in separate columns: the Item # is the number the page shows, and the URL id keeps a row stable from one run to the next.

• Identity - product id, Item #, product URL, title, brand (Member's Mark marks the club's own label) and the breadcrumb from All Departments down to the leaf category.
• Price - current price, the was price and the dollar saving while an offer runs, the unit price printed beside it (per square foot, per ounce, per pound or each) and the note that prices may vary in club and online.
• Offers - Instant Savings with their end dates, Sam's Cash Offer lines, Member Bonus extras such as a bundled protection plan, Sponsored placements in search, and the Members-only price label where the amount appears only after sign-in.
• Fulfilment - Shipping with its arrival date, Pickup and Delivery for the selected club with its club number, freight shipping on bulky goods, purchase limits per order and per membership, and the return line, from Return or replace anytime to a fixed window.
• Variants and stock - the option a product splits on, such as Actual Color, with Out of stock and Low in stock flags per option.
• Content - Highlights, the About this item text, the product FAQ, grouped specifications (key specifications, dimensions, warranty and similar), warnings and image links.
• Demand signals - star rating, ratings and reviews counts, and the bought-since-yesterday counter on busy items.

Search and category pages carry the same price, rating and fulfilment fields on each card, so a run can start from a keyword list, a department or the items you already stock.

Sam's Club price tracker, reviews and club pages

A product page is a snapshot. Most of the value sits around it:

• Price history. Instant Savings carry an end date, and the was price disappears once they lapse, so repeated runs keyed on the product id turn current price, was price and saving into a dated price history per item - the core of a price tracker for the club.
• Department and search coverage. Departments sit at /browse/ addresses with a numeric category id, and results narrow by price, department, product type, brand, savings and product rating. We slice a department through those filters to reach every item, then merge on the product id.
• Reviews. The Member ratings and reviews block gives the star split, topic chips with their counts (Value For Money, Quality, Absorbency on a paper towel) and, per review, the rating, date, title, text, Verified Purchase mark and helpful votes. Reviewer names are personal data, so they stay out of the files by default.
• Club pages. Each club has a page under /club/ with its number, address, phone, opening hours, Plus membership early hours, services such as Pharmacy, Optical Center, Auto & Tires and Sam's Fuel Station, the departments it carries, its best sellers and posted gas prices for unleaded, premium and diesel.