Streptococcus suis is an important pathogen of pigs. In China, in addition to S. suis serotype 2, S. suis serotype 9 (SS9) is also a prevalent serotype. There is no vaccine available for SS9. An immunoproteome-based approach was developed to identify SS9 immunogenic proteins for vaccine development. Secreted proteins extracted from SS9 strain GZ0565 were screened by two-dimensional Western blotting using convalescent sera from pigs. Protein spots were excised from preparative gels and were identified by matrix-assisted laser desorption ionization time-of-flight mass spectrometry, which led to the identification of ten immunogenic proteins (sortases, ABC transporter substrate-binding protein-maltose/maltodextrin, ABC transporter periplasmic protein, CHAP domain containing protein, peptidoglycan-binding LysM, elongation factor Tu, elongation factor G, thymidine kinase, molecular chaperone DnaK, hypothetical protein SSU98_2184). These novel immunogenic proteins, which are encoded by genes that are reasonably conserved among SS9 strains, may be developed as antigens for further study of SS9 vaccine.