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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 Google Shopping APIs in 2026

E-commerce Scraping
Open World Evaluation
Jul 24

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…

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Web Proxies
Feature Comparison
Jul 24

NodeMaven Proxies: Pricing & Capabilities

NodeMaven is a proxy infrastructure provider offering rotating residential and mobile proxies, static residential proxies, proxy management tools, API access, and a managed scraping browser. NodeMaven combines residential and mobile IP access under the same bandwidth-based pricing structure. Users do not purchase a separate mobile-only traffic package; mobile addresses are included with the residential and…

Real Estate Scraping
Benchmark
Jul 24

Best Airbnb Scrapers: Bright Data, Apify & Oxylabs

We tested six web scraping providers on Airbnb, sending a total of 1,500 scrape requests across all providers. Each provider was given the same set of vacation rental listing URLs and measured on completion time, success rate, and available metadata fields per listing. You can read our benchmark methodology for more details on our testing…

Scraping Tools
Benchmark
Jul 24

Best Glassdoor Scrapers: Bright Data, Oxylabs & Decodo

To compare how well different tools handle Glassdoor‘s CAPTCHAs, login overlays, and frequent layout changes, we tested 5 leading web data scrapers across 2,500 requests and tracked each provider’s success rate, completion time, and metadata coverage. You can read our benchmark methodology for more details on our testing process. Bright Data was the only provider…

Real Estate Scraping
Benchmark
Jul 24

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…

Proxy Use Cases
Benchmark
Jul 22

Best Amazon Proxies for 2026: 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…

Web Proxies
Feature Comparison
Jul 22

NetNut Takedown: What Buyers Need to Know

On July 2, 2026, the FBI seized hundreds of domains associated with NetNut, a residential proxy network run by Nasdaq-listed Alarum Technologies (ALAR). Researchers and Google allege that at least part of NetNut’s exit-node pool overlapped with Popa, a residential-proxy botnet estimated by Google to have at least 2 million devices. Alarum disputes the allegations…

Proxy Types
Open World Evaluation
Jul 21

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…

Geo Proxies
Benchmark
Jul 21

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,…

Data Collection
Insight
Jul 20

Automated Data Collection Tools & Use Cases in 2026

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…

Web Datasets
Open World Evaluation
Jul 18

Best Glassdoor Datasets in 2026

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.…