Distance measures are mathematical tools used to quantify the similarity or dissimilarity between data points in a dataset, crucial for tasks such as clustering, classification, and anomaly detection. They help in understanding the structure of data by providing a metric to compare different data points or sets, which is essential in machine learning and statistical analysis.