Proteomics research typically starts by reducing the sample complexity through multidimensional separation methods based on the unique characteristics of the proteins or their peptides followed by identification and quantification. Protein-carbohydrate bindings play very important roles in cell-cell communication, cell proliferation and differentiation as well as microbial adhesion. Therefore, carbohydrates can serve as protein capturing ligand for protein purification and identification and protein-carbohydrate binding research provides important insights for basic biological research, medicine and the biotechnology as well as drug development. In the past decades, a diverse carbohydrate-based technology, termed glycotechnology, such as glyco-arrays and glyco-affinity chromatography, and glyco-affinity probe, have been developed. A guiding principle of these glycotechnologies is the display of carbohydrates onto a pertinent support or carrier such as glass slide, microplate, and microbeads as well as functional polymers and probe molecules. This review highlights recent progresses of carbohydrate-containing intelligent polymers for rapid and efficient glyco-affinity precipitation purification of carbohydrate-binding protein and the enhanced proteomics research. Specifically, two innovation methods, inverse reversible thermal-responsive glyco-affinity precipitation and magnetic assistant glyco-affinity precipitation purification of carbohydrate-binding protein for enhanced proteomics application are summarized.