Memory element profiling and operational adjustments

A memory profiling system can generate profiles for target memory units of a memory component during runtime of the memory component. The memory profiling system can identify target memory units based on trigger conditions such as memory units crossing a specified depth in error recovery, receipt of a vendor specific (VS) command, memory unit retirement, or excessive background scan rates. In some cases, the memory profiling system can identify additional target memory units that are related to identified target memory units. The characterization processes can include computing voltage threshold (vt) distributions, Auto Read Calibration (ARC) analysis, Continuous Read Level Calibration (cRLC) analysis, DiffEC metrics, or gathering memory component metrics. The memory profiling system can store the generated profiles and can utilize the generated profiles to adjust operating parameters of one or more memory elements of the memory device, in real time.