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arrow-left-icon Blog > Posts by Umang Gupta

Insightful articles on everything data

Article

Why APIs and Structured Data Matter More Than Traditional Scraping

Enterprises no longer have to rely on brittle scraping scripts that break with every minor website change. In the age[…]

Article

Structuring Web Data for Machine Learning vs Business Intelligence

Web data is a powerful asset, but how it’s structured determines its value. For AI applications, machine learning models and[…]

Article

Ethical & Legal Boundaries of Web Scraping in an AI Era

Web scraping has become a critical tool for enterprises powering AI, analytics, and market intelligence. However, as AI adoption grows,[…]

Article

Web Data as AI Infrastructure: Trends in 2026 and Beyond

As AI adoption accelerates, web data is becoming a critical component of enterprise AI infrastructure. Structured and high-quality web data[…]

Article

Why Retry Logic Alone Doesn’t Fix Web Scraping Failures

Many teams think adding retry logic will solve web scraping failures. At first glance, it seems logical: if a request[…]

Article

Why Your Scraped Data Looks Correct but Can’t Be Trusted

Scraping data can give the impression that everything is working perfectly. Your scripts run, outputs appear clean, and everything seems[…]

Article

The Real Reasons In-House Web Scraping Becomes Unreliable at Scale

Many companies start with in-house web scraping to collect data for research, pricing, or analytics. It often works well for[…]

Article

Why You’re Getting Blocked While Scraping and What Enterprises Do Differently

Getting blocked while scraping is one of the most frustrating challenges for teams. You might have a perfectly working script,[…]

Article

Why Scrapers Break Even When the Website Hasn’t Changed

Many teams are surprised when their web scrapers fail even though the website they are targeting appears unchanged. On the[…]

Article

Why Web Scraping Works in Testing but Fails in Production

If your web scraping script works perfectly during testing but struggles—or even fails—once deployed in production, you’re not alone. This[…]

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