Cluster analysis in data science plays a vital role in identifying distinct customer groups based on similar behaviors, preferences, or demographics. By applying data science for customer segmentation, businesses can analyze vast datasets to uncover hidden patterns and tailor marketing strategies for each group. This approach helps improve customer targeting, personalize experiences, and enhance overall business performance through data-driven insights.