A fast-growing Australian investment firm was experiencing rapid growth in the number and complexity of model portfolios it offered. Each portfolio contained a diverse mix of funds, equities, and bonds, sourced from multiple external systems and often arriving with inconsistent identifiers, incomplete information, or delayed reporting.