A convex polytope is a geometric object with flat sides, existing in any number of dimensions, and is the convex hull of a finite set of points. They are fundamental in various fields such as optimization, computational geometry, and are characterized by properties like vertices, edges, and faces that satisfy specific combinatorial relationships.