Solid Phase Extraction (SPE) is a sample preparation technique commonly used in analytical chemistry. It involves the separation of analytes from a mixture based on their physical and chemical properties using a solid phase material. SPE is employed to concentrate and purify samples before analysis, making it particularly useful in catalysis research where precise measurements are critical.