Proven Strategies to Clean Data Pipelines and Fix Duplicate and Inconsistent Data in Web Scraping for Accurate Business Insights and Better Decision Making. In today's data-driven ecosystem, organizations depend heavily on web scraping to collect structured insights from multiple digital sources.