Sample preparation is the process of treating and manipulating a sample to make it suitable for analysis, ensuring accurate and reliable results. This can include steps such as dilution, extraction, filtration, digestion, or concentration, depending on the sample type and the analytical technique being used. Proper sample preparation is critical to remove interferences, enhance sensitivity, and preserve the integrity of the analyte.