Vertex Pair Distance refers to the Measure of separation between Two vertices in a graph, typically calculated as the Number of edges in the Shortest Path connecting them. This metric is fundamental in Graph Theory as it helps in understanding the Structure and connectivity of the graph, influencing algorithms in Network Analysis, optimization, and Data Science.