The Milk Composition Atlas is an advanced visualization platform developed to analyze relationships between bioactive compounds and genetic variation (SNPs) within U.S. milk datasets. The system integrates coordinated network graphs, correlation matrices, volcano plots, and Sankey diagrams to support multivariate exploration of compound–gene interactions. Designed as part of an academic manuscript under review, the platform demonstrates how structured omics data can be translated into interactive analytical tools for researchers.