Rethinking Denormalization: When Product Tree Optimization Truly Matters

Product trees are essential in manufacturing operations, yet denormalization is often reflexively applied when query performance degrades. This article questions whether normalization penalties always justify the complexity trade-offs, particularly for smaller projects where simpler alternatives might suffice. Understanding when denormalization adds genuine value—versus when better indexing or query optimization could solve the problem—is crucial for pragmatic database design.