Piecewise linear approximation is a method used to approximate complex functions or data sets by dividing them into segments and representing each segment with a linear function. This technique simplifies analysis and computation while maintaining a reasonable level of accuracy, making it useful in various fields such as optimization, signal processing, and numerical analysis.