The invention provides columns and methods for the purification and concentration of an analyte (e.g., a biological macromolecule, such as a peptide, protein or nucleic acid) from a sample solution. The columns typically include a bed of extraction medium positioned in the column between two frits. In some embodiments, the extraction columns employ modified pipette tips as column bodies. The invention also provides methods for purifying and concentrating multiple analytes simultaneously.