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
Best Amazon Proxies: Benchmarks & Pricing
We tested proxy performance by connecting different services to scraper APIs and making more than 150,000 requests on seven Amazon domains (.com, .ca, .co.uk, .de, .fr, .it, and .es). Our benchmark compared the success rate and median latency for residential, datacenter, ISP, and unblocker proxies to give a data-based comparison. The following providers were identified…
Best High Speed Proxies Based on Our Benchmark
The fastest proxy is not always the one with the lowest response time. In real-world scraping and automation, speed is important, but requests must finish reliably. A provider that seems fast on its own but fails more often can cause more retries. We evaluated proxy providers on two metrics: average response time, which shows raw…
Best Japan Proxies: Success Rate & Response Time
We evaluated top Japan residential proxies across 1,000 URLs per domain every 10 minutes. Vendors were measured against the same target domains, from the same benchmark location, using the same request frequency and URL rotation strategy. Overall, the top providers performed closely enough that most buyers should not choose based on success rate alone. Instead,…
Automated Data Collection Tools & Use Cases
Automated data collection uses systems to gather, process, and analyze information efficiently. Since automated data comes from multiple sources in various formats, understanding the different types and their origins is essential to implementing it effectively. Data collection automation uses scripts, bots, APIs, or dedicated platforms to gather, organize, and store data from multiple sources without…
Best Glassdoor Datasets
Glassdoor datasets offer useful insights into job listings, employer reviews, and salaries, but they are not the exclusive source of labor-market or employer-brand data. We review the four top providers of Glassdoor datasets: Bright Data, Coresignal, Oxylabs, and Actowiz. Our evaluation covers each provider’s dataset structure, extraction techniques, update schedules, delivery options, and pricing models.…
Best Indian Proxies: Benchmark-Based Ranking
We benchmarked leading India proxy server providers using the same target schedule and URL pool. Each provider sent one request to the same URL every 10 minutes across major Indian platforms, including Flipkart, Amazon India, and IndiaMART. The ranking below is based on the benchmark charts. Success rate was weighted more heavily than average response…
Top 6 Apple App Store Scrapers: Bright Data, SerpAPI & Zyte
We benchmarked 6 web scraping providers against 1,000 Apple App Store pages, for a total of 6,000 requests, and measured success rate, completion time, and the number of metadata fields each provider returned. Since all providers achieved 100% success rates, we focused our comparison on the number of metadata fields returned and end-to-end response times.…
Top 5 Job Posting Scraper APIs Compared
We benchmarked 5 leading web scraping providers across 5 major job platforms by running 12,500 requests in total, then measured each provider’s success rate, completion time, and metadata output. You can read benchmark methodology section for more details on the testing process = supported, returns HTML = supported, returns structured data = no data returned…
Top 10 Open Source Web Crawlers for LLM & AI
Recent advances in generative AI have reshaped what developers need from web crawlers. Agentic crawlers now use natural-language prompts to select links rather than fixed rules, and produce token-efficient markdown natively. At the same time, the classic frameworks for large-scale batch crawling remain irreplaceable for enterprise and research use. Language: Python | License: Apache 2.0…
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…