A leading organization utilizing Oracle E-Business Suite (EBS) Advanced Pricing faced a critical failure in its analytics pipeline. Standard Change Data Capture (CDC) methods were failing to identify modified records, leading to a "silently inconsistent" data warehouse. Bizinsight Consulting developed a hybrid, business-driven architecture that bypassed unreliable metadata, increased data throughput by ~8x, and restored complete trust in pricing analytics.