Retail Scrape delivers Instacart grocery data scraping that retail, CPG and pricing teams rely on for Instacart grocery data at scale — product, price, promotion, inventory, store availability, rating and review data pulled from Instacart across every retailer and zip code you operate in, unified into one Instacart product API.
TRUSTED BY 130+ RETAIL, CPG & GROCERY BRAND TEAMS ACROSS THE USA
Getting started
Instacart data scraping is the automated collection of publicly listed information from Instacart — product listings, pricing, promotions, inventory, store availability, brand and category data, ratings and reviews — turned into structured, Instacart grocery dataset-ready data. This Instacart grocery data extraction approach replaces manual, store-by-store checking with one repeatable pipeline covering every retailer and category your products or your competitors list on, from Instacart data scraping USA down to a single zip code.
Rather than building and maintaining an in-house scraper for every retailer storefront on Instacart, teams use Retail Scrape's unified Grocery Scraper platform for Instacart product data scraping — proxies, CAPTCHA handling, and layout monitoring for Instacart web scraping are handled for you, so your team works with clean output, not the collection process.
Data coverage
Retail Scrape's Instacart grocery catalog scraping pipelines cover every data point retail, CPG and pricing teams typically track on Instacart, from a single SKU to a full category across stores.
Product listings, brand, category, pack size and specifications via Instacart grocery product extraction and store-level catalog detail extraction.
Item price, promo price and Instacart Promotion Data, tracked through Instacart Price Scraping for Instacart Price Monitoring across stores.
Instacart Store Availability Data covering delivery window, minimum order and Instacart grocery product availability data per listing.
Star ratings, review counts and sentiment trends per product and store, tracked over time for quality and reputation monitoring.
Bestseller SKUs and category rank movement, so you know which products and brands are gaining orders on Instacart.
Instacart Inventory Data including in-stock/out-of-stock status and stock refresh cadence tracked continuously.
Catalog
Full catalog data extraction across an entire brand, category or store, not just one-off SKU lookups. Useful for teams that need an Instacart Dataset at scale — item names, descriptions, images and pack-size data — to power catalog audits, Instacart FMCG data scraping, or cross-store comparison of Instacart Product Data.
Pricing
Instacart Price Data Scraping combined with Instacart Grocery Price Monitoring across stores and zip codes — track your own listings alongside competitor pricing and promotions in one feed, giving pricing and category teams Instacart pricing intelligence data doesn't get from manual checks. Feeds directly into our Pricing Intelligence and Dynamic Pricing Solutions.
Reputation
Instacart product reviews and ratings scraping extracts star ratings, review counts and review text structured for sentiment analysis, quality monitoring, or competitive comparison across a category and store.
Marketplace
Instacart retailer data scraping gives you store-level data for every Instacart listing — which retailers are fulfilling, at what pricing, and how their availability and delivery compare. Core data for our MAP Monitoring and Buy Box & Seller Monitoring solutions.
Visibility
Search ranking and category data scraping together — track keyword position and bestseller-product rank movement on Instacart to understand what's gaining or losing visibility across the stores you monitor, backed by grocery competitor price tracking that never misses a re-crawl.
Instacart market intelligence
Instacart competitor price monitoring turns activity across every store you track into signals your team can act on — the same data that powers our Quick Commerce Data Intelligence platform, part of a broader approach to online grocery price monitoring. Patterns our pipelines surface most often on Instacart:
Pricing
A SKU price on one Instacart storefront and its neighbouring retailer can diverge by 5%+ within a day during a promo push. Teams checking Instacart data by hand weekly are routinely missing the window to react.
Watch: cross-store price + promotion togetherCategory share
Category performance data shows the top-selling brand on Instacart's Kroger storefront for a category is often not the top performer on Instacart's Publix storefront for the same category.
Watch: category performance by locationCatalog content
Product names, photos and specifications get revisited by competing brands constantly. Static Instacart listings tend to lose search position over a few months.
Watch: listing change alerts over timeAvailability
Shoppers increasingly compare in-stock status and delivery window before price. Store-level stock status and restock time are worth tracking alongside every Instacart price point.
Watch: availability alerts + price change alertsUse cases
Feed live Instacart pricing and promotion data into your pricing team's workflow or repricing engine.
Compare catalogs, pricing and ranking against named competitor brands across every store they list on Instacart.
Benchmark product names, photos and specifications against top-ranking Instacart listings store by store.
US online grocery data scraping tracks category trends, new entrants and top-brand movement across stores and categories over time.
Detect unauthorized listings, outdated pricing and MAP violations the moment they appear on Instacart.
Identify underserved categories and zip codes by comparing Instacart products and store-level availability across a city.
Why teams choose us
What retail, CPG and grocery brand teams gain by moving off manual tracking and DIY Instacart scripts.
See price, availability and ranking changes within minutes instead of finding out days later.
Instacart layout changes, proxies and CAPTCHAs are handled for you, across every store, not just one.
Every record ships in the same structured schema, ready for BI tools and models.
Track your catalog and competitors' side by side across Instacart storefronts, not in separate systems.
Fixed plan pricing instead of variable infrastructure and engineering time.
From a handful of SKUs to a full nationwide grocery catalog, without re-architecting your pipeline.
Sample output
Every record ships clean and consistently typed — no HTML fragments, no guesswork, across every store in one schema.
| # | Product ID | Product Name | Platform | Store / Location | Category | Price | Regular Price | Rating | Reviews | Availability | Last Update |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 01 | IC-1182934 | Chobani Greek Yogurt, 32oz | Instacart | Kroger, Chicago | Dairy & Eggs | $5.29 | $5.79 | 4.6★ | 1,830 | In Stock | 2026-08-21 09:10 AM |
| 02 | IC-2247710 | Organic Bananas | Instacart | Safeway, Seattle | Produce | $0.69/lb | $0.79/lb | 4.7★ | 2,410 | In Stock | 2026-08-21 09:13 AM |
| 03 | IC-3315528 | Rotisserie Chicken | Instacart | Publix, Miami | Deli & Prepared | $7.99 | $7.99 | 4.7★ | 2,140 | In Stock | 2026-08-21 09:16 AM |
| 04 | IC-4402271 | Kirkland Paper Towels, 12-pack | Instacart | Costco, Dallas | Household | $19.99 | $21.99 | 4.8★ | 3,260 | Low Stock | 2026-08-21 09:19 AM |
| 05 | IC-5519643 | Ben & Jerry's Ice Cream Pint | Instacart | Albertsons, Denver | Frozen | $5.49 | $6.29 | 4.6★ | 1,570 | In Stock | 2026-08-21 09:22 AM |
| 06 | IC-6608817 | Organic Avocados, 4-pack | Instacart | Whole Foods, Austin | Produce | $1.99 | $1.99 | 4.5★ | 980 | Out of Stock | 2026-08-21 09:24 AM |
Sample data shown — our Grocery Scraping API returns full Instacart records with all scraped fields, store by store.
Access Full Instacart DatasetFAQ
Instacart data scraping is the automated collection of publicly listed grocery product, pricing, promotion, availability, brand, category, rating and review information from Instacart, turned into structured data for analysis or downstream systems.
Commonly extracted data includes product listings and specifications, regular and promotional price, discounts and deals, store-level availability and stock status, ratings and reviews, and retailer or category-level catalog data.
We track Instacart listings across major US cities, zip codes, retailer storefronts and grocery categories, from a single unified pipeline that supports Instacart grocery data scraping USA, Instacart product data scraping USA, and Instacart grocery price monitoring USA at any scale.
We collect only information that is publicly visible on Instacart's storefront, apply rate-limiting, and give clients configurable controls so extraction fits their own compliance requirements.
Data is delivered as JSON or CSV over a REST API, scheduled feed, or direct warehouse delivery, with refresh intervals configurable from near real-time to daily snapshots.
Effortlessly managing intricacies with customized strategies.
Mitigating risks, navigating regulations, and cultivating trust.
Leveraging expertise from our internationally acclaimed team of developers
Reliable guidance and assistance for your business's advancement
