Highlights: [•] A characterization of metadata quality. [•] A discussion on the role of metadata quality in data infrastructures. [•] A survey of metadata quality frameworks to assess metadata quality. [•] An array of solutions to mitigate the effects of metadata quality issues. [•] Directions for future works related to metadata quality in data infrastructures. [Copyright &y& Elsevier]