Gradient coil design is crucial for spatial encoding in MRI, as it determines the precision and efficiency of magnetic field gradients used to spatially localize signals. Optimal design requires balancing performance factors such as linearity, strength, and switching speed with practical constraints like power consumption and acoustic noise.