Data Pipeline Strategies for Sustainable AI ROI Initial Assessment of Existing Infrastructure Enterprises evaluating data pipelines for AI initiatives must first quantify current throughput and latency against operational requirements. Recent internal audits at manufacturing firms such as Siemens indicate that pipelines handling more than 5 TB daily exhibit 40 percent higher failure rates when...