This guide focuses on the top web scraping APIs optimized for ML/AI projects, evaluating their data accuracy, anti-blocking capabilities, and real-time processing characteristics. Whether you are training computer vision models, natural language processing systems, or predictive analytics tools, these APIs automatically handle proxies, captchas, and JavaScript rendering while providing cleanly formatted data.
We compared price, success rates, and unique features like AI-driven extraction to help you choose the most appropriate solution for your machine learning process.
1. Bright Data
Brightdata provides a web crawler API that can be used to obtain data from more than 120 domain names. Extracting structured web data will become very easy through the web crawler API. Brightdata is highly reliable and 100% compliant with laws regarding data and web scraping. When using Brightdata, you can choose to crawl on-demand through the API, or use a no-code crawler. Additionally, you don’t need to worry about undelivered results because you only pay for results that are actually delivered. All
Fortunately, you can scrape data from a variety of platforms and industries such as LinkedIn, Business, Finance, E-Commerce, Amazon, Instagram, Crunchbase, Zillow Real Estate, X, Facebook, Indeed, YouTube, Glassdoor, Real Estate, and Social Media. When using the web crawler API, you gain unparalleled stability in collecting the data you need. With the help of these crawlers, you can save resources, reduce maintenance, meet your data needs, and maintain optimal performance. The
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2. Decodo
Decodo web crawler API can be used to extract data from a wide range of domains, including Amazon, Amazon Sellers, YouTube Metadata, Wikipedia, TripAdvisor, Just Dial, OnlyFans, Redfinn, Zillow, Bing, Google, Reddit posts, Target, TikTok, Walmart, and more. With the Web Crawler API, you can easily extract structured data from any website without worrying about IP bans or CAPTCHAs.
With web crawlers, you can easily monitor prices, track search engine results, enrich databases with real-time data, analyze trends and customer sentiment, and automate data collection for artificial intelligence, machine learning, and large language model training. Decodo's web crawler API can easily simulate human browsing behavior and reduce the possibility of detection. Indeed, you can easily get data in HTML, JSON and CSV formats. The web scraping API provided by
You just need to send an API request and you can easily get the data you need. You don't pay for failed requests, only for successfully collected data requests. Each package guarantees geo-location, proxy management, anti-crawler bypass, API testing environment and pre-built crawlers.
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3. Nimbleway
Nimbleway is another reliable provider that provides top-notch AI web scraping API services. You can use it to collect or extract data from any supported domain name. In addition, you can enjoy a seamless crawling experience from the comfort of Nimble AI Browser, easily collecting data through REST API without any infrastructure.
The web API manages the entire data collection process - you just send an API call containing the target URL and wait for the data to come back. These crawling APIs can be used in many fields such as e-commerce platforms, social media, and travel websites. Even better, you can easily customize various parameters such as geographical location and parsing method by URL.
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4. Scraper API
ScraperAPI is designed for collecting data from various public websites. More than 10,000 data-driven businesses choose ScraperAPI to meet their diverse needs, so you can scrape any website data without any hassle. Whether it is Google, Walmart, eBay or Redfin, you can easily obtain data. When using ScraperAPI, you get clean, high-quality data that significantly improves workflow efficiency.
Its data pipeline feature lets you build and schedule complete crawler projects without writing code. Through the obtained cleaned data, you can easily use it for AI or machine learning model training. With the structured data endpoint, raw HTML can also be converted to JSON or CSV format. When fetching data from supported domain names, the success rate is as high as 99%.
data collection processes comply with ethics and laws and regulations. Supports various payment methods such as MasterCard, PayPal, American Express, wire transfer and Visa. Services cover e-commerce, finance, market research, SEO optimization, machine learning, artificial intelligence, tourism, hotel and recruitment data aggregation and other industries. In addition to the basic crawler API, you can also use value-added services such as data pipelines, asynchronous crawler services, structured data processing, and large-scale data collection.
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5. Infatica
Infatica is an ideal solution for collecting machine learning (ML) and artificial intelligence (AI) training data. This API can automatically complete data collection tasks without manual operations and can extract data from websites in the format you specify, completely circumventing various access restrictions. The combination of efficient crawling API and proxy services will make the entire data collection process easier and more convenient.
In actual use, you will experience extremely fast response speed, ultra-high success rate, maximized uptime, and optimal performance. By using the crawling API with the residential proxy network, crawler requests will simulate human operation behavior, effectively avoiding problems such as IP address bans or verification code interceptions.
Eventually you'll get all the data you need in real time without any worries. Infatica's unique advantage is that in addition to crawling APIs, it also provides millions of proxy IP resources, multi-regional location support, powerful infrastructure, and a variety of free and paid service plan options.
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6. Oxylabs
Oxylabs provides reliable web crawling services, supporting data collection from search engines, e-commerce platforms, Google, Amazon and other channels. You can easily define parsing logic using XPath or CSS selectors.
Data suitable for different purposes such as e-commerce, network security, brand protection, SERP monitoring, corporate information, entertainment, tourism and hotels, etc. can be obtained. Supported crawling targets include Adidas, Alibaba, Amazon, AliExpress, eBay, Chevrolet, Best Buy, Craigslist and other platforms.
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7. Scraping Bee
ScrapingBee web scraping API enables easy data extraction through AI technology. It can automatically handle headless browsers, rotate proxy IPs, and achieve seamless data collection. The AI platform can intelligently identify the described data requirements and return the results in a structured data format.
Through this AI platform, you can easily obtain complete detailed information on the web page to ensure data accuracy. Supports web scraping using multiple programming languages such as PHP, Java, Ruby, NodeJS, R, C#, C++, Elixir, Perl, Rust and Go. Additionally, ScrapingBee only charges for successful scraping results.
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8. Apify
Apify is an all-in-one platform that allows users to easily build, deploy and publish web crawlers, AI agents and automation tools. Data can be obtained from different platforms such as Tiptop, Google Maps, Instagram, Amazon, etc. Supported industries include social media, AI, agency, lead generation, e-commerce, SEO tools, recruitment, MCP server, news, real estate, developer tools, travel, video, automation, integration, open source, etc.
Additionally, you can easily build your crawler actors using code templates and detailed guides, and you even get expert help. This is an all-in-one platform that even allows you to build and customize MCP servers.
The web crawler can be configured and run manually through the user interface or programmatically using the API. The extracted data is stored in a dataset and can be exported to various formats such as JSON, XML or CSV.
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9. Zyte
Zyte intelligent API can effectively identify and bypass the anti-crawling mechanism, collecting high-quality data for you for machine learning and artificial intelligence training. As a reliable platform with 14 years of industry experience, Zyte data collection API can easily obtain accurate product and price data from large e-commerce websites.
Given that AI and machine learning applications require massive amounts of high-quality data, using the Zyte Collection API ensures extremely fast acquisition of the required information. The platform covers data collection in multiple industries such as news and information, real estate, and commercial venues, so there is no need to worry about data sources.
Through Scrapy Cloud's simple and easy-to-use web interface and API interface, you can easily run, monitor and manage Scrapy crawlers. The Zyte platform provides a wealth of resource tools that will greatly improve your data collection efficiency.
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Summary
These reliable web scraping APIs are ideal for users to obtain AI/ML model training data. If you are not sure which platform to choose, the 9 service providers recommended in this article are trustworthy and can definitely meet your needs.
Some platforms also provide ready-made data sets that can be used directly for model training. It also supports the export of multiple data formats such as CSV, XLSX, JSON, etc., ensuring that you can obtain accurate data to train the model without worries!
