Engineering Blog

Data Intelligence

Web Scraping Sports Data

A technical guide to scraping sports data, player stats, live scores, betting odds, and ticket prices, covering site-specific challenges, legal considerations, and when to build vs. buy.

Web Scraping Startup Funding Data for Venture Capital Research

Learn how to scrape startup funding data from Crunchbase, LinkedIn, and financial databases to track investment trends, profile investors, and run due diligence at scale.

Web Scraping Stock Market Data

A practical guide to web scraping stock market data, covering which sources to target, what data to collect, how to handle anti-bot defenses, and how to stay on the right side of the law.

Scraping Job Postings Data for HR Market Intelligence

A practical guide to scraping job postings data for HR market analysis, salary benchmarking, and recruitment strategy -- covering what to extract, how the technical pipeline works, legal considerations, and when to build vs. outsource.

Web Scraping Used Car Data: A Dealer's Guide to Pricing and Inventory Intelligence

How to scrape used car data from listing sites for pricing, inventory, and demand decisions, with working Python, legal guardrails, and the failure modes that kill car listing scrapers at scale.

How to Scrape Amazon Product Reviews using Scrapy Splash

Learn how to scrape Amazon product reviews using Python, Scrapy, and Splash. Follow this step-by-step guide to automate data extraction for market insights.