Research Library
Explore our research, benchmarks, and practical guides on enterprise AI and software.
- 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…
- Proxy TypesOpen World EvaluationAug 14
Best Proxy Manager Tools
Proxy manager refers to two different tool types: Tools were included based on: Pricing and protocol support change frequently; verify the vendor page before purchase. These tools sit in front of services you host and route inbound requests to them. They do not provide proxy IPs. Nginx Proxy Manager (NPM) is an open-source (MIT) web…
- 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…
- Proxy Use CasesFeature ComparisonAug 14
Best Facebook Proxies for Account Management
Scraping Facebook at scale is tough due to strong anti-bot protections. We tested the top proxy providers like Bright Data, Zyte, and Decodo. We checked how well they worked with Facebook profile pages, video descriptions, and post content. Here are our picks for the best Facebook proxy servers. * The smallest monthly subscription package for…
- Scraping ToolsFeature ComparisonAug 14
Best Python Web Scraping Libraries
Based on my over a decade of software development experience, including my role as CTO at AIMultiple, where I led data collection from ~80,000 web domains, I have selected the top Python web scraping libraries. BeautifulSoup is a Python library for parsing HTML and XML and extracting data from web pages. It sits on top…
- Proxy TypesFeature ComparisonAug 14
Proxy Server Types: Explained & Compared
Proxy servers are grouped by six criteria: traffic flow, IP source, anonymity level, protocol, rotation, and cost. The choice that matters most for web scraping and privacy is the IP source, with residential, datacenter, mobile, and ISP proxies differing in speed and price. The origin of the IP address determines how easily a website can…