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
- Proxy ComparisonsFeature ComparisonSep 16
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…
- MLOpsInsightSep 15
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…
- Web Data ScrapingBenchmarkSep 15
Ethical & Compliant Web Data Benchmark
As enterprises scale their web data operations, compliance, data, and risk executives increasingly evaluate the associated ethical, reputational, and legal risks. We benchmarked 5 leading web data collection services across 3 dimensions and tested each service with more than 20 potentially unethical scenarios. Our work helps you assess the ethical standing of your data collection…
- Data ScienceInsightSep 15
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,…
- Web Data ScrapingOpen World EvaluationSep 10
Top 5 Home Depot Scrapers Benchmarked & Compared
We benchmarked five web data providers on Home Depot, each fetching the same 50 product and search pages at 5 concurrent requests, for a total of 250 requests. You can read more about our benchmark methodology. Bright Data offers a dedicated scraper API for Home Depot, Apify provides a general e-commerce actor, and SerpApi also…
- Scraping ToolsFeature ComparisonSep 10
Best ScrapeBox Alternatives
ScrapeBox is a Windows and macOS desktop application used for SEO tasks such as search engine scraping, keyword harvesting, link building, comment posting, and backlink checking. However, it is a desktop GUI tool, not an API, and the cost is higher once premium plugins, proxies, and a CAPTCHA service are added. So alternatives are grouped…
- E-commerce ScrapingOpen World EvaluationSep 10
eBay Scraping: Top 6 Providers Compared
We benchmarked eBay across 4 web scraping providers, totaling 1,400 requests over search and product pages of 7 eBay country sites, measuring both success rate and end-to-end completion time. You can read more about our benchmark methodology. Bright Data, Apify and SerpApi were the three providers that returned parsed JSON. Field counts came to 59…
- Data CollectionOpen World EvaluationSep 10
Top 12+ Data as a Service Companies
Data as a Service (DaaS) is a cloud model that delivers data on demand, usually on a subscription. It lets a business buy the datasets it needs without collecting and storing the data itself. See the top data as a service companies and data types they provide, the key features such as data analytics, and…