Continuous whole-system monitoring toward rapid understanding of production HPC applications and systems.

•Monitoring can provide meaningful system and application profiling in production.•Visual and analytical characterizations can inform usage and procurement decisions.•Resource utilization scoring provides simple but informative characterizations.•Continuous, synchronous, high-fidelity, whole-system monitoring is required.