Oligonucleotides functionalized with an aldehyde group are the key intermediates used for the preparation of peptide-oligonucleotide conjugates through the formation of an oxime linkage. Herein, we describe a brief overview of various synthetic protocols developed in our laboratory for the preparation of aldehyde containing oligonucleotides and their subsequent conjugation with peptides.