Web Datasets
Web datasets enable researchers, analysts, and developers to train models or conduct analysis using real-world data collected from public sources.
The Best E-Commerce Dataset Providers of 2026
Paid dataset providers offer up-to-date, large-scale e-commerce data with defined coverage and regular updates, supporting applications like competitor price and stock-level tracking. In contrast, free e-commerce datasets are usually static and outdated, limiting their value for real-time decision-making, including dynamic repricing. Price comparison table of e-commerce datasets ProviderStarting price/moCustomizable plansFree trial Bright Data$250 for 100k…
Amazon Dataset Comparison 2026: Bright Data, Oxylabs, Grepsr & Exellius
Amazon datasets can support pricing intelligence, seller analysis, market research, and lead generation. However, buyers should compare providers not only by price and format, but also by data freshness, historical coverage, and delivery method. For example, Bright Data is best suited for buyers seeking ready-made or customizable Amazon datasets, offering multiple delivery options, while Exellius…
Top 5 Social Media Datasets in 2026
We compared five leading social media data providers, focusing on the types of social data they offer and the platforms they include. For clarity, these providers fall into two groups: Content-level social media data (posts, comments, engagement) Profile- or identity-level data (social handles, professional profiles, company info). Platform coverage of social media dataset providers ProviderInstagramTikTokYouTubeFacebookTwitter/XRedditLinkedInPinterestQuoraGitHub…
Best YouTube Datasets: Bright Data, Oxylabs & Grepsr
YouTube has become a primary source for training advanced multimodal AI and large language models (LLMs). However, obtaining YouTube data at scale remains difficult due to anti-bot measures and significant bandwidth requirements. This review examines key companies in the YouTube data sector: Bright Data, Oxylabs, Decodo, and Grepsr. Each targets a specific market segment, ranging…
LinkedIn Datasets in 2026: Best Sources for Profile & Company Data
LinkedIn datasets can be categorized into profile data and company data: LinkedIn company data: Basic company information, detailed employee profiles, active job postings, emerging hiring trends, and engagement metrics. LinkedIn profile data: Public profile information, employment history, educational backgrounds, professional certifications, connection networks, and user profile activity. LinkedIn dataset features: Profile, company & Job posting…
Best Indeed Dataset Providers: Official APIs vs Third-Party Vendors
For getting Indeed data, the market breaks down into three options: do-it-yourself scraping infrastructure, more flexible infrastructure, or managed third-party datasets. Each option comes with different tradeoffs around speed, coverage, reliability, maintenance, and control. Compare Indeed dataset services by pricing structure: ProviderDataset typeStarting price (mo)Free trial Bright DataJob listings Company info$250 for 100k records ($2.5…
Best Glassdoor Datasets in 2026
Glassdoor datasets offer useful insights into job listings, employer reviews, and salaries, but they are not the exclusive source of labor-market or employer-brand data. We review the four top providers of Glassdoor datasets: Bright Data, Coresignal, Oxylabs, and Actowiz. Our evaluation covers each provider’s dataset structure, extraction techniques, update schedules, delivery options, and pricing models.…