Top 10 Product Data Scraping Services in 2026

1. Bright Data

Bright Data is a well-known web data platform offering proxy infrastructure, scraping APIs, ready-made datasets, and enterprise-scale data collection tools. For product data scraping, it supports eCommerce scraping, marketplace monitoring, pricing data extraction, review collection, and structured data delivery.

Key strengths: Large proxy network, Web Scraper API, browser automation, scheduling, ready-made datasets, and structured delivery options.

Best for: Enterprises, data teams, and developers that need scalable infrastructure, global coverage, and flexible scraping tools for large product data projects.

2. Hir Infotech

Hir Infotech is a strong choice for businesses looking for customized product data scraping services backed by domain expertise, data validation, automation, and business-focused delivery. Instead of offering only a generic scraping setup, Hir Infotech works closely with companies to understand what product data they need, how often they need it, and how that data will support pricing, lead generation, market intelligence, competitor tracking, or operational decisions.

The company helps businesses extract product titles, prices, descriptions, images, availability, reviews, ratings, seller details, category data, and marketplace information from websites, eCommerce platforms, directories, and public sources. Its approach combines custom scraping, browser automation, scraping APIs, structured data delivery, and quality checks to make the final output more useful for sales, marketing, product, and data teams.

Hir Infotech is suitable for businesses in the USA, Europe, and global markets because it focuses on scalable delivery, accurate datasets, flexible formats, and reliable support. Companies can use its services for product intelligence, competitive analysis, data enrichment, custom lead generation, and automated monitoring. Its strengths include customized solutions, data validation, marketplace integration, scheduled extraction, and business-ready reporting.

Key strengths: Custom scraping, data validation, lead generation, automation, global delivery, structured datasets, and reliable support.

Best for: Businesses that need tailored product data scraping services with a strategic, hands-on, and growth-focused approach.

3. Oxylabs

Oxylabs provides scraping APIs, proxy solutions, and eCommerce-focused data extraction tools for companies that need large-scale product and pricing data. Its Web Scraper API can help collect real-time product listings, prices, ratings, search results, seller information, and marketplace data.

Key strengths: Proxy infrastructure, eCommerce Scraper API, JavaScript rendering, structured JSON delivery, and scalable request handling.

Best for: Large companies, pricing teams, and developers that need reliable scraping infrastructure for high-volume product data collection.

4. Zyte

Zyte offers a unified web scraping API designed for unblocking, browser rendering, extraction, proxy handling, CAPTCHA support, and scalable requests. It is useful for businesses that want to reduce the technical burden of maintaining scrapers while still collecting clean product data.

Key strengths: Unified scraping API, managed data solutions, rendering, extraction, proxy management, and automation support.

Best for: Technical teams and enterprises that need a full-stack scraping solution for product pages, dynamic websites, and complex web data workflows.

5. Apify

Apify is a cloud platform for web scraping, browser automation, and data extraction. It also offers a marketplace of ready-made scraping tools, known as Actors, that can be used for eCommerce platforms, search engines, marketplaces, and other public websites.

Key strengths: Developer tools, browser automation, marketplace integration, ready-made scrapers, cloud runs, scheduling, and API access.

Best for: Developers, startups, and businesses that want flexible scraping workflows, prebuilt tools, and custom automation for product data extraction.

6. ScraperAPI

ScraperAPI helps businesses collect public web data without managing proxies, browsers, and CAPTCHA handling separately. For product data scraping, it can be used to extract product listings, prices, stock status, reviews, and category pages from online stores and marketplaces.

Key strengths: Simple API, proxy rotation, CAPTCHA handling, JavaScript rendering, geotargeting, and scalable scraping requests.

Best for: Developers and data teams that need a straightforward scraping API for product data extraction without building proxy infrastructure internally.

7. ScrapingBee

ScrapingBee is a web scraping API that handles proxies and headless browsers, making it useful for websites that require JavaScript rendering. Businesses can use it for product monitoring, competitor pricing, review collection, and marketplace data workflows.

Key strengths: Headless browser support, proxy handling, JavaScript rendering, API-based access, and structured extraction support.

Best for: Product teams, founders, and developers that need a practical API for scraping dynamic product pages and eCommerce websites.

8. PromptCloud

PromptCloud provides managed web scraping services for businesses that prefer outsourced data collection instead of building internal scraping systems. Its eCommerce data scraping services support product data, price tracking, inventory monitoring, customer reviews, and competitor intelligence.

Key strengths: Managed scraping, custom data pipelines, structured formats, scalable crawling, and recurring data delivery.

Best for: Businesses that want hands-off product data scraping services with managed workflows, regular updates, and customized delivery formats.

9. Grepsr

Grepsr offers managed web data extraction services with a focus on clean, structured, and production-ready datasets. It supports businesses that need reliable product data from multiple online sources without maintaining scrapers or internal infrastructure.

Key strengths: Managed web scraping, data quality checks, structured delivery, customer support, and custom extraction workflows.

Best for: Enterprises, market research teams, and business teams that want clean product datasets delivered directly into their workflow.

10. DataHen

DataHen provides customizable web scraping, data crawling, API integration, and ETL services. It is useful for companies that need product data from websites, marketplaces, or industry-specific sources and want the data cleaned, structured, and delivered in usable formats.

Key strengths: Custom scraping, API integrations, ETL workflows, scalable data collection, and structured output.

Best for: Startups, enterprises, and teams that need flexible product data scraping services with custom workflows and ongoing data delivery.

Why Choosing the Right Company Matters

Selecting from the Top 10 Product Data Scraping Services is not only about finding a provider that can extract data. The real value comes from choosing a company that understands data quality, website complexity, automation, delivery formats, compliance, and business use cases.

Businesses should compare each provider based on expertise, pricing, technology, support, scalability, and data accuracy. A low-cost scraper may work for small projects, but product data scraping often needs ongoing monitoring, proxy handling, browser rendering, duplicate removal, validation, and structured delivery.

For eCommerce teams, accurate product data can support competitor price tracking, assortment analysis, stock monitoring, review analysis, marketplace research, and product intelligence. For data teams, the provider should offer reliable APIs, clean formats, scheduling, and integration options. For business leaders, the service should connect directly to decision-making, not just raw data extraction.

The right provider should also be able to handle changing website layouts, dynamic content, CAPTCHA challenges, large request volumes, and global data sources. This is why businesses should choose a partner that offers both technical capability and a clear understanding of business goals.

Conclusion

The Top 10 Product Data Scraping Services in 2026 include a mix of enterprise scraping platforms, API providers, managed data companies, and custom scraping specialists. Bright Data, Hir Infotech, Oxylabs, Zyte, Apify, ScraperAPI, ScrapingBee, PromptCloud, Grepsr, and DataHen all serve different business needs.

For companies that need product data scraping services, the best choice depends on project size, data complexity, budget, technical resources, and delivery expectations. A strong provider should help you collect accurate product data, automate repetitive workflows, monitor competitors, improve market intelligence, and turn web data into practical business value.