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.
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Federated Learning: 7 Use Cases & Examples
Federated learning (FL) enables models to learn from decentralized data while keeping sensitive information private and ensuring compliance with data localization and privacy laws. Explore what federated learning is, how it works, common use cases with real-life examples, potential challenges, and its alternatives. Federated learning supports a wide range of AI systems where data sensitivity,…
Best Free SOCKS5 Proxy Servers & Lists in 2026
Drawing from my experience with free SOCKS5 proxies on social media platforms, I have identified the top free proxy providers. Follow the links to explore the reasoning behind these selections. Before choosing a provider from the list above, it is essential to understand the difference between the two main categories: Bright Data offers a free…
Reproducible AI: Why it Matters & How to Improve it
Reproducibility is a core part of scientific research. It allows researchers and AI teams to check whether a result can be obtained again under clearly described conditions. An OECD report on AI in science argues that AI research has not escaped the broader reproducibility crisis. It cites evidence that reproducibility problems have appeared across image…
How to Bypass an IP Ban in 2026: Methods Compared
An IP ban blocks requests from your IP address, so the fix is to access the site from a different IP address or remove the cause. Changing your IP is not illegal in itself, but bypassing a ban can breach a site’s terms of service, so confirm your use case is legitimate first. Residential proxies…
Mac Proxy Settings: How to Set Up, Disable & Fix
Mac proxy settings control how your device routes traffic through an intermediary server. Learn how to configure a proxy in macOS, how to turn it off, and how to confirm one is active. Steps apply to macOS 26 (Tahoe) and macOS 15 (Sequoia). On macOS 12 (Monterey) and earlier, the menu is named System Preferences…
Top 3 Prolific Alternatives in 2026
We analyzed Prolific’s top alternatives by comparing participant ratings, crowd size, payment terms, and verified platform data. The right alternative depends on whether you’re a worker looking for tasks or a research buyer looking for data the tradeoffs differ significantly between the two. This section compares Prolific’s alternatives based on criteria useful to its participants…
Top 6 Food Delivery Scrapers: Benchmark & Use Cases
We benchmarked 6 web scraping providers to see how they handle food delivery data scraping, sending 12,000 requests in total across the top 4 food delivery platforms, and measured success rate, completion time, and metadata coverage. See the benchmark methodology section for more details on the testing process. Different platforms expose different layers of data,…
Scrape Data from Twitter (X.com) with Python
Social media platforms, such as X.com, employ strict anti-scraping defenses, including CAPTCHA, rate limits, and IP blocking. These security measures make building a custom scraper from scratch both difficult and prone to frequent interruptions. This guide uses the Twitter scraper API, which enables reliable, compliant scraping of Twitter data by managing proxy rotation and ethical…