Web Datasets
Web datasets enable researchers, analysts, and developers to train models or conduct analysis using real-world data collected from public sources.
Amazon Dataset Comparison 2026: Bright Data, Oxylabs, Grepsr & Exellius
Bright Data and Oxylabs’ Amazon datasets are recognized as market leaders due to their scalable product archives. The industry has diversified into specialized niches. Exellius provides verified decision-maker contacts for B2B sales outreach, offering capabilities that exceed those of standard scrapers. Grepsr delivers a managed service focused on historical trend analysis.
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.
Google Maps Datasets Comparison: Bright Data vs Actowiz
We compared the top Google Maps dataset providers Bright Data and Actowiz using a field-level benchmark. Rather than ranking the providers, we documented differences in schema breadth, field completeness, null value handling, and data integration readiness. Both include place-level context, review-level content, and reviewer-level metadata.
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.
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.
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. Our evaluation finds vendors fall into two groups: those offering content-level social media data (posts, comments, engagement) and those providing profile- or identity-level data (social handles, professional profiles, company info).
The Best E-Commerce Dataset Providers of 2026
Companies like Bright Data, Oxylabs, Exellius, and Grepsr offer different ways to get e-commerce data. Some charge $50,000 for a single dataset, while others provide low-cost monthly plans or real-time APIs. This guide compares the pricing structures, features, and delivery methods of these providers.