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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Video Search API Benchmark: Bright Data vs YouTube
We compared Bright Data Video Search with YouTube search on 50 English queries across five query types. Both engines were queried to exhaustion, and a three-model panel assessed sampled video frames. Usable clips per search estimates how many returned videos contain the queried subject or action. It combines the number of unique videos returned with…
WhatsApp Proxy Server & Code: Setup Guide
WhatsApp proxies let you connect to WhatsApp through an intermediary server rather than directly. There are two different setups, and each needs a different kind of proxy: The built-in proxy carries text messages and media. Voice and video calls are not routed through it. Before you start, update WhatsApp to the latest version; older versions…
Top 3 Synthetic Document Generators Benchmarked
Synthetic document generators create annotated, realistic document images that help train and evaluate machine learning models without relying on large, manually labeled datasets. We benchmark 3 synthetic document generators, Genalog, DocCreator, and Tonic Textual, by creating more than 2,500 synthetic documents, comparing their effectiveness in realistic layouts, accurate numerical data, and training datasets for document…
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…
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…
Cheapest Proxies for Low-Volume:10–200 GB Compared
Proxy providers often promote the lowest per-GB rate available on their largest plans. A buyer needing 10 or 50 GB can pay several times that rate when the provider imposes a fixed monthly charge. We compared the total cost of selected residential, mobile and datacenter proxy products at 10, 20, 50, 100 and 200 GB.…
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…
France Proxy Providers: Benchmark & Pricing
A France proxy uses IP addresses in France to provide access to local websites such as Amazon.fr and Cdiscount. It also lets users verify ads on French mobile networks. We tested the success rates and response times of the major France residential proxy services on Amazon France, eBay France, Instagram, and TikTok. The chart above…
Top 6 Best Real Estate Scrapers: Bright Data, Apify & Oxylabs
We benchmarked six web scraping providers across five major real estate domains, running 1,500 property listing URLs through each provider for a total of 9,000 requests. See the methodology section for more details on the testing process. Apify does not offer dedicated actors for Realtor, Rightmove, and Realestate.au, so these domains were excluded from Apify’s…
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…