Extract product data, pricing, reviews, seller info, stock status, search rankings, Grocery & Store Pickup data from Walmart.com, Marketplace, Grocery, Canada & Mexico. 420M+ items covered. 99% accuracy. Real-time & scheduled.
| Page / Category | Data Fields Extracted |
|---|---|
| 📄 PRODUCT DETAIL PAGE (PDP) | |
| Core Product Info | item_id, UPC, GTIN, title, brand, manufacturer, model, product_url, category, product_type, variant_group_id, walmart_sku |
| Pricing | current_price, was_price, list_price, unit_price, unit_type, rollback_flag, clearance_flag, price_per_lb, savings_amount, savings_%, currency, price_range |
| Images & Media | main_image_url, image_urls[], image_count, video_url, video_count, 360_view, zoom_images[], lifestyle_images[] |
| Description & Content | short_description, long_description, key_features[], specifications{}, warnings, directions, ingredients, nutritional_info |
| Specifications | dimensions, weight, shipping_weight, color, size, material, capacity, age_group, gender, pattern, assembled_dimensions |
| Variants | variant_group_id, variant_type, variant_values[], variant_item_ids[], variant_prices{}, variant_images{}, variant_availability{} |
| Badges & Labels | best_seller_badge, rollback_badge, clearance_badge, new_arrival, walmart_plus_eligible, two_day_shipping, next_day_eligible, pickup_eligible |
| Availability | stock_status, inventory_estimate, delivery_date, pickup_available, pickup_store, pickup_time, shipping_speed, free_shipping_threshold |
| ⭐ REVIEWS & RATINGS | |
| Rating Summary | overall_rating, total_review_count, total_rating_count, star_distribution{5:%, 4:%, 3:%, 2:%, 1:%}, recommended_% |
| Individual Review | review_id, star_rating, review_title, review_text, author, date, verified_purchase, positive_feedback, negative_feedback, photos[] |
| Review Analytics | sentiment_score, sentiment_label, key_topics[], pros_cons{}, review_source (walmart.com/app), incentivized_flag, syndicated_flag |
| 🔍 SEARCH RESULTS PAGE (SERP) | |
| Search Ranking | search_keyword, organic_rank, sponsored_rank, page_number, position_on_page, total_results, search_url, filter_applied |
| Result Item | item_id, title, price, rating, review_count, sponsored_flag, rollback_flag, two_day_flag, pickup_flag, seller_name, image_url |
| Search Features | top_pick, popular_pick, best_seller_in, people_also_consider, related_searches[], refinement_options[] |
| 👤 SELLER & MARKETPLACE DATA | |
| Seller Profile | seller_name, seller_id, seller_url, business_name, business_address, pro_seller_badge, seller_since, catalog_size |
| Seller Offers | seller_name, price, shipping_cost, delivery_date, condition, return_policy, WFS_flag (Walmart Fulfillment Services), seller_rating |
| Marketplace Split | sold_by, shipped_by, fulfilled_by (WFS/seller), 1P_vs_3P, buy_box_winner, offer_count, pro_seller_flag |
| 📊 CATEGORY & RANKING | |
| Category Browse | department, category_name, category_id, category_url, breadcrumb[], product_count, subcategories[], featured_brands[] |
| Best Sellers | rank, item_id, title, price, rating, review_count, category, department, movement (up/down/new) |
| Trending | trending_rank, item_id, title, price, search_volume_change_%, category, time_period |
| 🏷️ DEALS, ROLLBACKS & PROMOTIONS | |
| Rollbacks | item_id, rollback_price, original_price, savings_%, rollback_start, rollback_end, department, category |
| Clearance | item_id, clearance_price, was_price, savings_%, clearance_reason, stock_remaining, store_location |
| Flash Deals | deal_type, deal_price, original_price, discount_%, deal_start, deal_end, items_claimed_%, quantity_limit |
| 📢 WALMART CONNECT ADS | |
| Sponsored Products | item_id, ad_position, keyword, ad_type (SP/SB/Display), landing_url, creative_text, brand_name, bid_estimate |
| Share of Voice | keyword, organic_share_%, sponsored_share_%, competitor_share{}, ad_density, branded_vs_non_branded |
| 🏪 STORE & PICKUP DATA | |
| Store Info | store_id, store_name, address, city, state, zip, phone, hours, store_type (Supercenter/Neighborhood), services[] |
| Pickup & Delivery | pickup_available, pickup_ETA, curbside_available, delivery_available, delivery_ETA, express_delivery_available, delivery_fee |
| Store Pricing | in_store_price, online_price, price_match_flag, local_rollback, store_clearance, aisle_location |
| 🛒 WALMART GROCERY | |
| Grocery Items | item_name, brand, price, price_per_oz, weight, nutritional_info{}, ingredients[], allergens[], organic_flag, dietary_tags[] |
| Grocery Availability | stock_status, substitution_available, substitution_item, delivery_slot[], pickup_slot[], express_eligible, EBT_eligible |
| 📋 ADDITIONAL DATA | |
| Q&A | question_text, question_date, answer_text, answer_author, answer_date, helpful_count, expert_answer_flag |
| Frequently Bought | bundle_items[], bundle_price, bundle_savings, customers_also_bought[], similar_items[], compare_with[] |
| Walmart+ Data | walmart_plus_price, plus_free_shipping, plus_free_delivery, plus_member_price, early_access_flag, rx_discount |
Title, price, images, bullets, A+, variations, specs — the core product data page.
Keyword rankings, organic + sponsored positions, total results, filters.
BSR rankings by category & subcategory, real-time top 100 movers.
Products with biggest BSR increase in last 24 hours — trending detection.
Recently launched products by category — new competitor & product tracking.
All reviews with text, sentiment, images, verified status, helpful votes, star breakdown.
Customer questions, answers, vote counts, answered-by (seller/brand/customer).
Seller ratings, feedback history, storefront products, return policies, location.
All seller offers for an ASIN — price, shipping, condition, FBA status, delivery date.
Lightning Deals, Today's Deals, coupons, Prime Exclusive, Subscribe & Save offers.
Category hierarchy, browse nodes, department listings, filtered results.
Brand pages, featured collections, hero images, brand story, subpage navigation.
Sponsored Products, Sponsored Brands, video ads — positions, creatives, targeting.
Walmart app pricing, app-only rollbacks, mobile search rankings.
Same page types across all Grocery items, nutrition, pricing, pickup/delivery slots.
Walmart+ exclusive pricing, early access deals, free delivery tracking.
| Item ID | Product | Brand | Price | Was Price | Rollback | Rating | Reviews | W+ | Stock | Seller |
|---|---|---|---|---|---|---|---|---|---|---|
| 47839201 | onn. 65" 4K UHD Roku TV | onn. | $348.00 | $398.00 | Rollback | 4.5 ★ | 8,421 | ✓ | In Stock | Walmart |
| 52948103 | Dyson V8 Origin Cordless Vacuum | Dyson | $299.00 | $419.99 | Rollback | 4.4 ★ | 3,892 | ✓ | In Stock | Walmart |
| 19847562 | Apple AirPods Pro 2 USB-C | Apple | $189.00 | $249.00 | — | 4.7 ★ | 14,203 | ✓ | In Stock | 3P Seller |
| 38291047 | Ninja Creami Ice Cream Maker | Ninja | $149.00 | $229.99 | Rollback | 4.6 ★ | 21,487 | ✓ | Low Stock | Walmart |
| 62019384 | PS5 Slim Digital Edition | Sony | $449.99 | $449.99 | — | 4.8 ★ | 2,109 | ✓ | OOS | — |
| 84720193 | Great Value Purified Water 40pk | Great Value | $4.98 | $4.98 | — | 4.3 ★ | 45,203 | ✓ | Pickup Ready | Walmart |
| 73019284 | Blackstone 36" Griddle Station | Blackstone | $297.00 | $347.00 | Rollback | 4.7 ★ | 9,812 | ✓ | In Stock | Walmart |
| Item ID | Rating | Title | Review Snippet | Author | Date | Verified | Helpful | Sentiment |
|---|---|---|---|---|---|---|---|---|
| 47839201 | 5 ★ | Best TV for the price | Picture quality is amazing for the price... | TechReviewMike | 2026-02-18 | ✓ Yes | 847 | Positive |
| 47839201 | 2 ★ | Remote issues | Remote stops working after a few months... | JaneD_2024 | 2026-02-14 | ✓ Yes | 312 | Negative |
| B0D77BX9V5 | 5 ★ | Noise cancellation is unreal | pgraded from wired, the difference... | AudioPhileSF | 2026-03-01 | ✓ Yes | 1,203 | Positive |
| 52948103 | 4 ★ | Great suction but heavy | Picks up everything on hard floors... | CleanFreak99 | 2026-01-28 | ✓ Yes | 189 | Mixed |
| 38291047 | 5 ★ | Changed my meal prep forever | Makes the creamiest ice cream in minutes... | BusyMomCooks | 2026-02-22 | ✓ Yes | 2,451 | Positive |
| B0BDHWDR12 | 1 ★ | Received fake product | Texture was completely different from... | SkincareJunkie | 2026-02-10 | ✗ No | 4,567 | Negative |
| Keyword | Rank | Item ID | Product | Sponsored? | Badge | Price | Page | Share |
|---|---|---|---|---|---|---|---|---|
| wireless earbuds | #1 | 19847562 | AirPods Pro 2 | — | Choice | $189.00 | 1 | 8.2% |
| wireless earbuds | #2 | 63081294 | Samsung Galaxy Buds2 Pro | — | — | $149.99 | 1 | 5.1% |
| wireless earbuds | #3 | 52031847 | Beats Studio Buds+ | Sponsored | — | $129.95 | 1 | 4.3% |
| robot vacuum | #1 | 71029384 | Roborock Q7 Max+ | — | Best Seller | $359.99 | 1 | 9.7% |
| robot vacuum | #2 | 82019374 | iRobot Roomba j9+ | Sponsored | — | $499.00 | 1 | 6.8% |
| Item ID | Product | Seller | Price | Shipping | WFS? | Rating | Feedback | Winner? | Condition |
|---|---|---|---|---|---|---|---|---|---|
| 19847562 | AirPods Pro 2 | Walmart.com | $189.00 | Free | WFS | — | — | ✓ Winner | New |
| 19847562 | AirPods Pro 2 | ValueDeals_US | $179.99 | $4.99 | Seller | 94% | 2,341 | — | New |
| 19847562 | AirPods Pro 2 | TechDirect_Walmart | $184.50 | Free | WFS | 97% | 8,902 | — | New |
| 19847562 | AirPods Pro 2 | RenewedTech | $149.99 | Free | WFS | 91% | 1,205 | — | Renewed |
| 38291047 | Ninja Creami | Walmart.com | $149.00 | Free | WFS | — | — | ✓ Winner | New |
| 38291047 | Ninja Creami | SuspectSeller_3P | $119.99 | $5.99 | Seller | 72% | 34 | — | ⚠ Suspect |
| Item ID | Product | Deal Type | Deal Price | Was Price | Discount | Coupon | W+ | Status | Claimed |
|---|---|---|---|---|---|---|---|---|---|
| 47839201 | onn. 65" 4K Roku TV | Lightning | $1,049.99 | $1,299.99 | -19% | — | — | Active | 67% |
| 38291047 | Instant Pot Duo 6Qt | Best Deal | $59.95 | $89.95 | -33% | $10 clip | — | Active | — |
| 38291047 | Ninja Creami | — | $13.29 | $25.00 | -47% | — | 15% off | Active | — |
| 71029384 | Roborock Q7 Max+ | Lightning | $279.99 | $459.99 | -39% | $20 clip | — | Ending Soon | 89% |
| 73019284 | Apple Watch SE 40mm | Best Deal | $199.00 | $249.00 | -20% | — | — | Expired | 100% |
Tell us which items, keywords, categories, or sellers you want tracked.
We deliver 500 rows of Walmart data — free, within 2 hours.
Custom scraper, anti-bot bypass, QA checks — production ready.
Daily/hourly data via CSV, JSON, API, or dashboard.
Track competitor pricing across all Walmart channels daily — detect price drops, MAP violations, Buy Box price changes, and coupon stacking automatically.
Track keyword rankings for your items vs competitors — organic + sponsored positions, Share of Search by category, Popular Pick badge tracking.
Real-time MAP violation monitoring across all seller offers — instant alerts for unauthorized sellers, grey market products, and pricing policy breaches.
AI-analyze millions of Walmart reviews — sentiment trends, feature requests, competitor perception, fake review detection, star distribution analysis.
Track Best Seller Rank trends, category movements, Movers & Shakers, new product launches, and competitive assortment for market intelligence.
AI-score every Walmart listing for content quality — title, bullets, images, rich media content, video presence — benchmark against category leaders.
Monitor sponsored product placements, competitor ad spend estimates, keyword targeting strategies, Headline Search Ads, and video ad positions.
Real-time OOS alerts, restock detection, WFS inventory estimates, delivery speed changes, and multi-warehouse tracking across Walmart fulfillment and store network.
AI-match same products across Walmart.com, Grocery, and Stores — track pricing, reviews, and availability differences for global pricing strategy.
Monitor Lightning Deals, Best Deals, coupons, Prime Day offers, Black Friday pricing — detect competitor deal strategies in real-time.
Track listing ownership percentage, winner rotation patterns, offer count changes, new seller entry — optimize your Buy Box strategy.
Identify product gaps, underserved categories, and white space opportunities on Walmart using search rank, review, and search data for new product development.
Build product catalogs, review datasets, image libraries, and recommendation training data from Walmart for eCommerce AI/ML models.
Use Walmart search rank, review velocity, pricing trends, and stock availability as alternative data signals for hedge fund investment models.
Compare product performance across Walmart.com, Grocery, and Stores — identify expansion opportunities, pricing gaps, and demand signals globally.
AI-powered monitoring for counterfeit listings, hijacked listings, trademark violations, and brand impersonation across Walmart channels.
Feed Walmart competitor pricing, listing winner data, and stock signals into your repricing engine — stay competitive 24/7 without manual monitoring.
Compare mobile app data vs desktop data — app-exclusive prices, deals, and content that differ from the web experience.
+ Sam's Club, Walmart Business (B2B), Walmart Restored (refurbished), Walmart Connect (ads), Walmart Fulfillment Services (WFS) data
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