The main factors when choosing a battery are voltage (determined by the number of cells in the pack) and capacity (how much energy the battery holds). Voltage affects the model's speed and power, while capacity, measured in milliamp hours (mAh), determines runtime. A higher capacity means a longer runtime per charge.