Techniques for self-service publication of metrics are described. A provider network includes metrics publications services. Aspects of the metrics publication services allow customers to generate customer-defined metrics from customer-defined queries of data sets. Such data sets may contain data related to software and/or hardware performance. Other aspects of the metrics publication services allow customers to make data sets available to metrics publications services, to identify available data sets, and to identify available metrics.