Data
Data is the fundamental resource that powers business operations and drives strategic decisions. We cover modern data practices, including data as a service (DaaS) for companies, data transformation challenges, and data management use cases. Our coverage also includes training data platforms, best practices for data commercialization and versioning, and the critical role of data curation.
Explore Data
Top 4 Google Play Scraping Providers Compared
We benchmarked four web scraping providers across Google Play product page URLs, sending 4,000 requests in total. For each request, we measured how reliably the provider returned data, how long it took from submission to final response, and how many metadata fields the response contained. Google Play scraping benchmark Only providers with a success rate…
Top 5 Amazon Review Scrapers Compared
To compare how web data scraping providers handle Amazon review extraction, we tested 5 web scraping providers on the same set of Amazon product review URLs, totaling 2,500 requests across all providers. Amazon reviews scraping benchmark Read our benchmark methodology for more detail on our testing process. Response format and available metadata fields by provider…
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. Glassdoor scraping benchmark results You can read our benchmark methodology for more details on our testing process. Glassdoor scrapers…
Best Zillow Scraper APIs Compared: Performance review
We benchmarked best five web scraping providers on Zillow, one of the top real estate domains, running over 1,250 scrape requests across all providers. Each provider received an identical set of property listing URLs and was evaluated on completion time, success rate, and the number of structured data fields returned per listing. Zillow scraping benchmark…
Benchmarked the Top 5 Web Walmart Scrapers
We benchmarked the top Walmart scraper APIs to understand how they perform under real scraping workloads. Our test included 200 Walmart URLs from both product and search pages, with two request batches per URL, for a total of 2,000 requests across all providers. Compare how well each provider handles large-scale Walmart data extraction workloads: Best…
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. Airbnb scraping benchmark You can read our benchmark methodology for more details…
Web Scraping Craigslist: Best Craigslist Scrapers
Craigslist’s page structure has stayed largely unchanged for years, simple, mostly static HTML with minimal JavaScript and few anti-bot defenses. To see how well scrapers handle that simplicity, we ran 500 Craigslist job postings through 5 providers, totaling 2,500 requests, and measured each one’s success rate and completion time. Craiglist scraping benchmark Since all five…
Crunchbase Scraper (Python): Tutorial & Benchmark
Crunchbase is protected by Cloudflare’s enterprise-grade anti-bot system, which blocks most automated scrapers. Even advanced tools like Selenium often return 403 errors or endless “Just a moment…” pages. Learn how to scrape Crunchbase with Python: setting up your environment, using a web unlocker to bypass restrictions, and extracting data from Crunchbase search results and company…
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. Apple App Store scraping benchmark Since all providers achieved 100% success rates, we focused our comparison on the number of metadata fields…
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. Real estate scraping benchmark results See the methodology section for more details on the testing process. Domain coverage by provider DomainBright DataOxylabsNimbleApifyDecodoZyte Zillow✅ ✅ ✅✅✅ ✅ ✅✅ Redfin✅✅✅✅ ✅…