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Is Web Scraping Legal?

Karan Sharma
Karan Sharma
Is Web Scraping Legal

Introduction: The Real Question Behind Is Web Scraping Legal? “Is web scraping legal?” It’s the question everyone asks the moment they step into the world of web data. Not because scraping is shady.Not because it’s new.But because the rules around collecting online data feel confusing – a mix of ethics, compliance, copyright, Terms of Service, […]

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How Top Brands Use Web Scraping to Enhance Product Recommendations

Karan Sharma
Karan Sharma
How Top Brands Use Web Scraping to Enhance Product Recommendations

**TL;DR** Top eCommerce brands are using web scraping to quietly power the most important parts of their product recommendation engines. By collecting live data on competitor assortments, prices, reviews, trends, and shopper behavior across the web, they turn messy online information into structured web scraping uses that feed machine learning models. The result is sharper […]

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Scraping Costco Product Data: A Guide to Monitoring Inventory, Pricing, and Stock in Real Time

Bhagyashree
Bhagyashree
web scraping Costco product data and inventory

Costco isn’t just a warehouse full of bulk toilet paper and rotisserie chickens—it’s one of the most important retail signals on the internet. What’s in stock, what’s flying off the shelves, how prices are shifting—there’s a goldmine of insight buried in that site. You just have to know how to pull it out. And let’s […]

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Data Analytics in the Fashion Industry: From Trend Forecasting to Market Success    

Bhagyashree
Bhagyashree
Data-Analytics-in-Fashion-Industry-From-Trend-Forecasting-to-Market-Success

Fashion has always been about vision. The problem is, vision alone doesn’t scale anymore. Trends move faster than production cycles. Shoppers expect personalization, not guesswork. And brands that still rely on seasonal instinct are getting left behind by competitors who’ve made peace with one truth: data is the new creative partner. Fashion analytics isn’t about […]

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Digital Shelf Analytics and the Data Behind the Scenes

Karan Sharma
Karan Sharma
Digital Shelf Analytics and the Data Behind the Scenes

**TL;DR** Digital Shelf Analytics helps brands understand how their products appear, perform and compete across online marketplaces. As more shopping shifts to digital channels, brands cannot rely on assumptions about search ranking, pricing, reviews or competitor activity. They need structured data to see how customers interact with product pages, why visibility changes, what drives conversions […]

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Build vs Buy: Choosing the Right Strategy for Data Acquisition

Bhagyashree
Bhagyashree
in-house vs outsourced data acquisition

Let’s skip the buzzwords and get to the question you’re probably already wrestling with: Should we build our own data acquisition system, or should we outsource it? Every company that’s using data runs into this decision. You need web data—product prices, competitor listings, reviews, job postings, news updates, you name it—and you need it in […]

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Screen Scraping: The Legal Landscape and Ethical Boundaries You Need to Know

Bhagyashree
Bhagyashree
legal and compliance risks of screen scraping

You’re staring at a dashboard full of useful data. Maybe it’s a competitor’s price list, a bunch of job listings, or transaction history behind a login. The data is right there on the screen—but there’s no download button, no export, no API. So what do you do? You could copy-paste it line by line, but […]

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Building a Facebook Scraper in Python: Scraping Facebook Marketplace Data the Smart Way

Bhagyashree
Bhagyashree
Facebook Marketplace scraper built using Python

Facebook Marketplace has quietly evolved into one of the largest and most dynamic online buying and selling platforms in the world. With over 1 billion monthly users on Facebook Groups and Marketplace combined, it’s not just casual sellers posting second-hand furniture anymore, it’s a hotbed of pricing trends, product demand signals, and hyper local commerce. […]

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How Cars Data & Analytics Drives the Automobile Industry Forward

Bhagyashree
Bhagyashree
how cars data help with analytics for automobile industry

Cars aren’t just machines anymore. They’re computers on wheels. And with every trip, they’re collecting loads of information, speed, fuel efficiency, tire pressure, GPS movement, driver habits, and more. That pile of numbers? It’s what the industry now calls cars data, and it’s quickly becoming the thing that separates the leaders from the ones just […]

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Scraping Google News Like a Pro: Ethical, Efficient, and Effective Techniques You Need to Know

Bhagyashree
Bhagyashree
Web scraping Google News for real-time media monitoring

Nobody today has time to manually scan through Google News all day. Headlines change by the minute, new stories break around the clock, and if you blink, you miss something big. For anyone working in media, finance, marketing, or competitive intelligence, that’s a problem. That’s where scraping Google News comes in. Done right, it gives […]

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