We study a category of lattice-valued metric spaces that contains many categories of lattice-valued metric spaces studied before. Furthermore, introducing suitable convergence structures, we are able to show that the category of these lattice-valued metric spaces is a coreflective subcategory of the category of lattice-valued convergence spaces and we even characterize lattice-valued metric spaces by convergence.