Systems, methods, and apparatus related to memory devices. In one approach, a memory device has a memory array including memory cells. A controller of the memory device evaluates background leakage in order to select a write voltage to apply to a memory cell when performing a programming operation. The write voltage is dynamically selected from two or more write voltages. These write voltages include a first write voltage that is a normal or default voltage, and a second write voltage that is a boosted write voltage. The controller applies a pre-sensing voltage and pre-read voltage to the memory cell, and determines first and second respective currents that result from applying these voltages. In response to determining that the first current exceeds a first threshold (indicating background leakage), and the second current is below a second threshold that is greater than the first threshold (indicating that the memory cell does not snap), the controller selects the second (boosted) write voltage.