Web Datasets
Web datasets enable researchers, analysts, and developers to train models or conduct analysis using real-world data collected from public sources.
Best Glassdoor Datasets
Web DatasetsOpen World EvaluationSep 28Glassdoor 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.…
- Web DatasetsFeature ComparisonAug 27
LinkedIn Datasets: Profile & Company Data
LinkedIn datasets can be categorized into profile data and company data: It’s important to know the different types of LinkedIn data available when buying from a verified provider or seeking a specific company dataset. Common fields across all providers: The following fields are present in all three providers and were removed from the tables above…
- Web DatasetsOpen World EvaluationAug 14
Top 5 Social Media Datasets
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: These vendors deliver raw or enriched content (Posts, Comments, Engagement). These vendors focus on public profile information and professional history. Bright Data is a leading…
- Web DatasetsOpen World EvaluationAug 14
Best Indeed Dataset Providers
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: Bright Data offers Indeed job listings and company info datasets with detailed fields, including…
- Web DatasetsOpen World EvaluationAug 13
Best YouTube Datasets: Bright Data & Oxylabs
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 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 from…
- Web DatasetsOpen World EvaluationAug 13
The Best E-Commerce Dataset Providers
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. Bright Data is one of the largest providers by publicly stated dataset volume. It…
- Web DatasetsOpen World EvaluationAug 13
Amazon Dataset Comparison
Amazon datasets can support pricing intelligence, seller analysis, market research, and lead generation. However, buyers should compare providers not 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 focuses…