The rank of a matrix is the dimension of the vector space generated by its rows or columns, indicating the maximum number of linearly independent row or column vectors in the matrix. It provides crucial information about the solutions of linear systems, including whether the system has a unique solution, infinitely many solutions, or no solution at all.