Biochemical data is primarily collected through blood draws, urine samples, or other body fluids. The samples are then analyzed using various laboratory techniques, such as spectrophotometry, immunoassays, and chromatography. Nurses often play a key role in the collection and handling of these samples to ensure their integrity and accuracy.