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
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 2030.5 We listed the capabilities…
VPN Benchmark of Top 5 VPN Providers
We tested six leading consumer VPN services, measuring throughput against a clean baseline, packet drops over 15 minutes per provider, CPU and RAM use on macOS, and VPN connection behavior under load. Our test on VPN providers show that best VPN services change based on different needs. We combined the six measurements into two scores:…
Decodo Review 2026: Pricing, Speed & Success Rates
Decodo is a proxy and web-scraping provider covering residential, ISP, mobile, and datacenter proxies plus scraping APIs. We benchmarked its per-GB pricing against competing providers from 10 GB to 10 TB and reviewed its published performance and feature set. Our proxy pricing benchmark found Decodo to be the cost-efficiency leader across all tested volumes, delivering…
Compare 45+ MLOps Tools in 2026
Machine Learning Operations (MLOps) brings DevOps principles into machine learning from model deployment to maintenance to automate transitions between training and deployment pipelines Explore 45+ MLOps tools for different components of the ML lifecycle, such as: 63% of organizations from different sectors and 72% in the tech sector reported using open-source AI tools, while over…
Synthetic Users Explained: Top 7 AI User Research Tools
After evaluating 10+ AI research platforms and reviewing independent validation studies, we found synthetic users work best for hypothesis generation and early-stage testing, not final design decisions. Viewpoints.ai creates synthetic consumer panels for market research testing surveys, concepts, and ad creative without recruiting real participants. What it does: Key features: Brox.ai focuses on product testing…
Compared the Best Web Scraping Tools in 2026
We cover 13+ of the top web scraping tools, split into two categories: For the API-based tools, we ran 12,500 real requests across 3,000+ URLs, covering e-commerce, SERP, and social media, to measure success rates and response times. See the full benchmark These are managed “send a URL, get data back” services. You don’t manage…
Oxylabs vs Bright Data: Pricing & Benchmark Comparison
Oxylabs and Bright Data are two of the largest proxy providers used for large-scale web scraping and automation. To better understand how these providers perform, we conducted benchmark tests comparing success rates and response times across three proxy types: Residential proxies showed similar success rates between Oxylabs and Bright Data, with both providers fluctuating between…
Best AI Web Scraping Tools in 2026 (Free & Paid)
AI web scrapers extract data by interpreting a page’s content rather than relying on fixed CSS selectors, so they keep working when a site changes layout. Compare the top tools on type, free tier, and pricing model. We included tools that use AI, such as LLMs, NLP, or vision models, to interpret page structure without…
Best Google Shopping APIs in 2026
Selecting the best Google Shopping API depends on whether a business needs to manage its own Merchant Center data or collect public Google Shopping results for market intelligence. Google’s official Merchant API is designed to manage Merchant Center and product data programmatically, while third-party APIs such as SerpApi are used to scrape public Google Shopping…
Best Facebook Scrapers: Apify, Bright Data & Decodo
Using Python and a managed Facebook scraping API lets you collect public posts, comments, likes, and shares. This tutorial demonstrates how to scrape Facebook posts by keyword and retrieve their URLs via Google search. Then it explains how to extract detailed post data using the API, along with tips for scaling the process with tools…