Sam's Club Mexico Scraper & API

Extract Sam's Club Mexico products, prices in MXN, promotions, brands and ratings for retail price monitoring, assortment analysis and competitor research. Search groceries, cleaning products, electronics and household goods, then export JSON, CSV or Excel through Apify.

Independent tool by Latin America Data. Not affiliated with or endorsed by Sam's Club or Walmart. This is an Apify-powered scraper, not an official Sam's Club API.

Quick start

{"term":"leche","maxItems":3,"maxRuntimeSecs":90}

Multiple searches with no product or page cap:

{"searchTerms":["leche","detergente"],"maxRuntimeSecs":600}

Leave maxItems and maxPages blank to follow all pages made available by the source. The default 240-second time budget and your Apify spending limit still apply. Products are delivered progressively and deduplicated across searches. Access recovery and proxy rotation are automatic; no proxy settings or customer credentials are required.

What can you use the data for?

• Track advertised product prices and promotions over repeated runs.
• Compare branded products and bulk-pack descriptions against other retailers.
• Monitor grocery, household and electronics assortment.
• Build timestamped datasets for purchasing, distribution and retail research.

For Mexican retail teams: extrae precios, ofertas y productos de Sam's Club Mexico para comparar catalogos y monitorear cambios de precio.

Inputs

Input	Purpose
term	Product, brand or category keywords. Defaults to leche.
searchTerms	Optional 1-100 searches, replacing term.
maxItems	Optional total maximum of unique products across all searches.
maxPages	Optional page maximum per search.
startPage	First source page. Defaults to 1.
maxRuntimeSecs	Run time budget, default 240, maximum 7200 seconds.
requestTimeoutSecs	Request timeout, default 30, maximum 90 seconds.

Search results follow Sam's Club's relevance ordering. Category keywords are searches, not a guarantee of every item in that category. Autocorrected or redirected searches are reported explicitly rather than silently substituted.

Product data

Each row contains product_id, title, brand, category, price, list_price, savings, currency, price_status, price_scope, available, availability, availability_scope, seller_name, promotions, fulfillment_options, unit_price_text, sales_unit, rating, review_count, sponsored, image_url and source_url.

Audit fields include search_term, search_url, page, rank, scraped_at, source, country and status. Optional fields are null when not provided. Product IDs are source identifiers, not assumed EAN barcodes. Pack descriptions remain in the original title; pack quantities and per-unit prices are not guessed.

Prices, membership and availability

Prices are the advertised public online listing prices in MXN for the displayed product or pack, not financing installments. Promotional labels such as multi-buy offers are preserved without automatically subtracting a discount. A regular price is reported only when supplied by the source.

An explicitly unavailable product can have price: null and price_status: "unavailable"; a missing price is never fabricated as zero. These genuine catalog products are still delivered and charged. Availability and fulfillment labels describe the public search context, not guaranteed stock or delivery at a particular club or postal code. This version has no club/postal-code selector and does not access personalized member accounts. Final member, location, payment and checkout conditions may differ.

Pricing

USD 0.004 per delivered unique product, plus Apify platform usage paid by the customer, including compute, storage, data transfer and automatic proxies when needed. 1,000 products cost USD 4.00 in product fees plus usage.

Duplicates are charged only once per run. Empty searches, blocked responses and diagnostic records have no product fee; platform usage still applies. Set an Apify spending limit to control the run cost.

Completion and errors

RUN_SUMMARY reports completeness, delivered and charged counts, stopping reason, pages and free performance measurements. DIAGNOSTICS contains non-chargeable explanations outside the product dataset.

• success: valid products were obtained. Check complete and stop_reason for limits.
• no_results: a confirmed empty source search with zero product fees.
• partial: earlier products are preserved after a later error or time/spending limit.
• blocked or failed: no products could be delivered, and the run fails visibly.

The actor reads the structured search data embedded in the public Sam's Club Mexico website. It validates the returned search, page number and pagination metadata. Recommendation modules and advertising placeholders are excluded. Repeated non-terminal pages are treated as incomplete, not successful completion. Catalog totals can change during a run.

API, exports and schedules

Use the Apify API tab to obtain runnable requests for your account, or run the actor from the Console. Download the dataset as JSON, CSV or Excel. Schedule repeated searches to build your own price history; the actor does not supply historical prices from before your runs.

Respect source terms and applicable rules. This tool does not log in, purchase products, collect customer information, or promise uninterrupted access or full coverage of every club.