Data Solutions & Practices
Data is the fundamental resource that powers business operations and drives strategic decisions. We cover modern data practices and the tools, platforms, and approaches organizations use to manage, transform, and get value from their data.
Explore Data Solutions & Practices
Is Web Scraping Legal? Laws & Best Practices
Legal regulations have changed in the web scraping market. While litigation once focused on unauthorized access, new lawsuits related to AI training and technical workarounds are shaping acceptable practices. Disclaimer: Our work is for informational purposes and not legal advice; please get professional legal advice for specific guidance. Web scraping is legal if you scrape…
How to Use SOCKS5 Proxy: Setup for Mac, Windows, & Mobile
If you have tried entering your SOCKS5 details into your iPhone or Android settings and found that your internet stopped working, you are not alone. In 2026, mobile OS security and the shift to Manifest V3 browser standards have changed how we manage proxies. Pro tip: Before you start, ensure your proxy speed isn’t the…
How to Bypass CAPTCHA in 2026 (reCAPTCHA & hCaptcha)
Modern CAPTCHA and human-verification systems use a mix of challenge-response tests, browser signals, server-side token validation, and adaptive challenges. Attempting to bypass CAPTCHA on third-party websites can violate the terms of service or trigger account or IP blocks. The better approach is to use official APIs, reduce request rates, or implement a modern bot-management solution…
Top 6 Data Collection Methods for AI and Machine Learning
While some companies rely on AI data collection services, others gather their data using scraping tools or other methods. See the top 6 AI data collection methods and techniques to fuel your AI projects with accurate data: Data crowdsourcing involves assigning data-collection tasks to the public, providing instructions, and creating a platform for sharing. Businesses…
Best Appen Alternatives in 2026 for Workers & Customers
We analyzed the top Appen alternatives by comparing worker review ratings from Trustpilot, crowd size, payment schedules, and publicly available company data. The alternatives differ significantly depending on what you need from Appen. Browse by role: * Data is from Trustpilot, as it primarily consists of worker reviews. ** Data gathered from worker reviews. In…
Top 15 Data Collection Services
Whether you need human-collected datasets, large-scale web data, or market insights, explore the options below to find the right data source for your project. Despite the efficiency of web data collection and synthetic data generation, human-generated data remains essential for AI development. Here, we compare the top 12 data collection services and data partners that…
Top 10 Alternative Data Use Cases for Investment
Investors are always seeking new sources of data to gain an edge in their investment strategies. Alternative data can provide unique, non-public insights into companies, industries, and markets. Explore why alternative data is important for investment, the top 10 alternative data use cases, and more: Perceptions of social media have been shown to influence stock…
Top 25+ Synthetic Data Use Cases
Synthetic data is gaining widespread popularity and applicability across industries, including machine learning, deep learning, and generative AI (GenAI). Synthetic data offers solutions to challenges such as data privacy concerns and limited dataset sizes. It is estimated that synthetic data will be preferred over real data in AI models by 2030.42 We listed the capabilities…
Top Spotify Proxy Servers & Proxy Settings
Spotify’s proxy controls are available only in the desktop app. The desktop client supports HTTP, SOCKS4, and SOCKS5 proxies, plus an autodetect option that inherits your operating system’s proxy settings and a no-proxy default. There is no in-app proxy field on iOS or Android; mobile routing is handled at the OS or VPN level, which…
The Best Managed Data Services in 2026
Managed data collection services provide a fast alternative to building and maintaining a data infrastructure, and allow businesses to focus on their core activities. Which functions would you like to outsource? All services claim to be compatible with GDPR and CCPA and offer self-service options. Learn more about these providers. Bright Data’s Managed Data Acquisition…