Best eCommerce Dataset Providers for Retail Intelligence

eCommerce data is a valuable resource for businesses aiming to stay competitive in the fast-paced online market. With so much information available, it’s essential to use the right datasets to drive decisions about pricing, inventory, customer behavior, and marketing strategies. The right eCommerce dataset can give you insights into product availability, customer reviews, and market trends, helping you stay ahead of competitors.

However, with so many data providers available, choosing the best one for your business can be overwhelming. That’s why we’ve rounded up a list of the 8 best eCommerce dataset providers. These providers offer different types of data and solutions, so no matter your needs, there’s a good fit for your business. Let’s dive into the options!

8 Best eCommerce Dataset Providers of 2026

Finding the right eCommerce dataset provider is crucial for businesses looking to stay competitive. Here are the 8 best providers offering valuable data to help you make informed decisions.

1. Bright Data

Bright Data is a leading provider of eCommerce datasets, known for delivering high-quality and flexible data solutions. Businesses rely on Bright Data for accurate, up-to-date data from major platforms such as Amazon and Walmart. The provider offers both pre-built datasets and real-time data scraping through easy-to-use APIs. Bright Data supports multiple data formats, including JSON and CSV, enabling smooth integration with business systems. Whether you’re looking for historical insights or real-time updates, Bright Data tailors its solutions to meet various business needs. Their extensive data sources and customization options make Bright Data a top choice for businesses aiming to enhance their eCommerce strategies and gain valuable, actionable insights.

Key Features:

• Data Sources: Amazon, Walmart, IKEA, Sephora, and more.
  
• Formats Available: JSON, CSV, XLSX, and others.
  
• Customization: Custom datasets tailored to specific business needs.
  
• Update Frequency: Data updates from daily to monthly.
  

Pros

• Wide array of data sources and collection methods.
  
• Customizable datasets to fit your specific needs.
  
• High-quality, clean data with rigorous validation.
  
• Extensive customer support, including a dedicated team of data specialists.
  

Cons

• Higher pricing, especially for smaller businesses or startups.
  
• Limited free data samples.
  

Pricing:

• Starting at $500 for 200,000 records (pricing varies depending on dataset size and frequency of updates).
  
• Subscription-based pricing for continuous data updates.

2. Oxylabs

Oxylabs stands out as a top provider of premium eCommerce datasets. The company specializes in offering high-quality, structured data that helps businesses gain valuable insights from major online platforms such as Amazon, eBay, and Walmart. Their services include ready-to-use datasets and customizable web scraping tools, enabling businesses to gather the specific data they need. Oxylabs provides data in formats such as JSON, CSV, and XLSX, making integration with business systems easy. Oxylabs is ideal for companies that need large-scale data collection and detailed analysis. Their solutions are perfect for businesses aiming to track pricing trends, product availability, and competition within the ever-changing eCommerce market.

Key Features:

• Data Sources: Amazon, Walmart, eBay, Target, and more.
  
• Formats Available: JSON, CSV, XLSX, and others.
  
• Customization: Customizable dataset options to match specific business needs.
  
• Update Frequency: Monthly, quarterly, or bi-annually.
  

Pros

• High-quality, clean, and validated datasets.
  
• Flexible delivery methods, including AWS S3 and Google Cloud.
  
• Excellent customer support with a dedicated account manager.
  

Cons

• Higher pricing compared to other providers.
  
• Limited free trials for individual users.
  

Pricing:

Custom pricing for datasets, depending on frequency and data needs.

3. Apify

Apify provides a powerful platform for businesses that need structured eCommerce data. It specializes in offering pre-built templates that make data extraction from popular sites like Amazon, eBay, and AliExpress quick and easy. Apify is designed to be user-friendly, allowing both technical and non-technical users to access the data they need without any coding knowledge. The platform supports various data formats, including JSON, CSV, and XML, offering flexibility for how businesses use the data. Apify also offers customizable data extraction via its API, allowing businesses to collect data tailored to their specific requirements. Apify is an ideal solution for anyone seeking to gather eCommerce data with minimal technical effort.

Key Features:

• Data Sources: Amazon, eBay, Walmart, AliExpress, Etsy, and more.
  
• Formats Available: JSON, CSV, XML, RSS.
  
• Customization: No-code data extraction with customizable APIs called “Actors.”
  
• Pricing Structure: Subscription-based pricing.
  

Pros

• User-friendly platform with pre-made templates for data extraction.
  
• Affordable pricing for small businesses.
  
• Wide range of eCommerce data sources.
  

Cons

• Limited support for advanced users who need highly customized solutions.
  
• Pricing can become complex as usage scales.
  

Pricing:

Custom pricing based on data needs and usage.

4. ScraperAPI

ScraperAPI offers a robust API built for extracting structured eCommerce data from popular platforms like Amazon, Walmart, and eBay. It allows businesses to create customized scraping solutions to fit their specific needs, unlike traditional dataset providers. The API can handle both simple and complex data extraction requests, making it perfect for businesses that require real-time data. ScraperAPI also supports batch processing, proxy management, and CAPTCHA bypass, providing flexibility for a range of use cases. Its credit-based pricing model is cost-effective for smaller businesses while scalable for larger ones. For companies that need to access specific data from eCommerce sites, ScraperAPI provides a quick and efficient way to collect the information they need.

Key Features:

• Data Sources: Amazon, eBay, Walmart.
  
• Formats Available: JSON, CSV.
  
• APIs Available: Product Page, Search, Offers, and Reviews APIs.
  
• Pricing Model: Credit-based, with free credits each month.
  

Pros

• Great for businesses that need customized, on-demand eCommerce data.
  
• Easy to integrate with other systems.
  
• Competitive pricing for API usage.
  

Cons

• Limited to only Amazon, eBay, and Walmart.
  
• No pre-built datasets available for immediate use.
  

Pricing:

Credit-based, with 1,000 free credits per month. Starting price is $49/month for 100,000 credits.

5. Zyte

Zyte is a web scraping provider that offers eCommerce product data extraction through a user-friendly platform. While Zyte is known for its scraping services, it also provides a solid dataset option, offering structured eCommerce data from various websites. Zyte’s platform allows users to extract detailed product information, such as pricing, availability, and customer reviews, using predefined schemas. This makes it easier for businesses to quickly gather and analyze relevant data without extensive setup. Zyte also offers 24/7 support and a strong legal team to ensure compliance with data scraping regulations. With high accuracy and excellent customer service, Zyte is a great option for businesses looking to gather eCommerce product data.

Key Features:

• Data Sources: Not disclosed, but supports various eCommerce sites.
  
• Formats Available: JSON.
  
• Schemas Available: Predefined schemas for easy extraction.
  
• Support: 24/7 support with anti-bot technology.
  

Pros

• Flexible data extraction with predefined templates.
  
• High accuracy with robust anti-bot technology.
  
• Excellent customer support and legal compliance.
  

Cons

• Limited data formats compared to competitors.
  
• Higher pricing for smaller-scale users.
  

Pricing:

Starts at $500/month. Custom pricing based on business needs.

6. DataCrops

DataCrops is a growing eCommerce data provider that delivers real-time information from global online marketplaces. Their platform provides structured datasets to help businesses track key metrics, including product availability, pricing, and sales trends. DataCrops provides both standard datasets and customizable scraping solutions, making it easy for businesses to gather the data they need. The company focuses on monitoring major platforms like Amazon, eBay, and Alibaba, ensuring that businesses receive accurate and up-to-date information. Whether you’re analyzing competitors or exploring market trends, DataCrops delivers reliable data to support decision-making. Their real-time data collection system is ideal for businesses looking to stay ahead in the fast-paced eCommerce world.

Key Features:

• Data Sources: Amazon, eBay, Alibaba, and more.
  
• Formats Available: JSON, CSV.
  
• Real-Time Updates: Frequent, real-time data collection.
  
• Custom Solutions: Customizable scraping solutions for advanced needs.
  

Pros

• Strong global data coverage.
  
• Real-time data collection with frequent updates.
  
• Customizable scraping solutions for specific needs.
  

Cons

• Newer platform with a smaller user base.
  
• Pricing information is not readily available.
  

Pricing:

Contact DataCrops for a customized quote.

7. Datarade

Datarade is a platform that helps users connect with over 500 data providers, offering access to a variety of eCommerce datasets. It aggregates data from multiple sources, making it easy for businesses to find valuable insights across industries and platforms. If you need product data, pricing trends, or market performance information, Datarade is a marketplace that connects you with the right dataset. The platform’s user-friendly interface allows businesses to explore different data options, compare prices, and preview samples before making a purchase. By partnering with top providers like Bright Data, Datarade ensures businesses can access high-quality, accurate eCommerce datasets tailored to their needs.

Key Features:

• Data Providers: Over 500 providers to choose from.
  
• Formats Available: XLS, CSV, JSON, and others.
  
• Data Types: Product, sales, merchant, market, and purchases data.
  
• Support: Access to expert data sourcing advice.
  

Pros

• Comprehensive data marketplace with multiple providers.
  
• Flexibility to choose the right provider based on needs.
  
• Access to free samples for evaluation.
  

Cons

• Data pricing varies greatly depending on the selected provider.
  
• Need to contact individual providers for detailed pricing.
  

Pricing:

Varies depending on the chosen data provider.

8. Data.world

Data.world is a collaborative platform that offers a range of eCommerce datasets. Although it isn’t as specialized as other providers, it gives users access to open data from well-known platforms like Amazon and GameStop. The platform promotes collaboration by allowing businesses and individuals to share, explore, and analyze datasets. Its user-friendly interface makes it easy to download data in formats such as Excel, CSV, and JSON. Data.world also integrates seamlessly with various data visualization and analysis tools, making it a great choice for businesses needing in-depth insights into eCommerce data. If you’re looking for a collaborative, open data environment, Data.world offers a flexible, accessible option for eCommerce data exploration.

Key Features:

• Data Sources: Amazon, Carvana, GameStop, and more.
  
• Formats Available: Excel, CSV, JSON.
  
• Data Types: Shoe prices, smartphone details, search relevance, and more.
  
• Collaboration: A platform for data sharing and analysis.
  

Pros

• Collaborative approach to data discovery and analysis.
  
• Broad dataset coverage from different eCommerce sites.
  
• Tools for data visualization and analysis.
  

Cons

• Smaller eCommerce dataset collection compared to specialized providers.
  
• Pricing is not disclosed upfront.
  

Pricing:

Contact sales for pricing details.

Conclusion

Choosing the right eCommerce dataset provider is essential for gaining valuable insights that drive business decisions. Providers like Bright Data and Oxylabs stand out for their versatility, but businesses must assess their specific needs, budget, and data requirements before making a choice. Whether you prefer custom data scraping or ready-made datasets, there’s a provider that fits every use case. By leveraging the right data, businesses can stay ahead of the competition and make informed decisions that fuel growth.

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