Euclidean distance is a measure of the straight-line distance between two points in Euclidean space, commonly used in mathematics, physics, and computer science to quantify the similarity between data points. It is calculated as the square root of the sum of the squared differences between corresponding coordinates of the points, making it a fundamental metric in various applications such as clustering and spatial analysis.