Hydrophilic liquid chromatography (HILIC) is used extensively as a sample preparation step for glycopeptide enrichment in proteome research. Here, we have applied cotton wool and a zwitterionic HILIC (ZIC-HILIC) resin in solid-phase extraction microcolumns to provide a higher loading capacity and broader specificity for glycopeptide enrichment. This strategy was applied to tryptic digests of wheat flour albumin extracts followed by simulataneous site-specific ¹⁸O labeling and deglycosylation using peptide-N-glycosidase A (PNGase A) in H₂¹⁸O. Subsequent LC-MS/MS analysis allowed for assignment of 78 N-glycosylation sites in 67 albumin proteins. Bioinformatic analysis revealed that several of the identified glycoproteins show sequence similarity to known food allergens. In addition, the potential impact of some of the identified glycoproteins on wheat beer quality is discussed.