Investors and analysts lose their edge when data arrives late. I build alternative data pipelines that turn public web sources into decision ready signals before the numbers go official. My scraping covers pricing and inventory tracking, hiring velocity, sentiment, and competitive intelligence for equity research, boutique funds, and fintech teams. Every alternative data feed is validated, timestamped, and delivered via API, CSV, or dashboard so your models get clean inputs, not scraped mess. Python, Selenium, and SQL power the pipelines, with compliance and accuracy built in from day one.... Read more