PeptideShaker not only allows processing, analysis and interpretation of freshly acquired data, but also automates the conversion of these data into comprehensively annotated mzIdentML files, enabling straightforward submission to PRIDE and ProteomeXchange. It also supports direct reprocessing and repurposing of any publicly available data set in PRIDE. The availability of this software should facilitate completion of the proteomics data cycle.