Feng-flavor Baijiu has an elegant and pleasant aroma and is one of the four traditional famous liquors in China. A strain of Naumovozyma castellii XF0241 with excellent fermentation performance and rich aroma compounds was isolated and screened from the Feng-flavor fermented grains. Metabolomic analysis showed that the main flavor compounds of XF0241 are esters, terpenes, and heterocyclic compounds, which are important aroma and flavor compounds in Feng-flavor Baijiu. Compared with the model strain N. castellii CBS4309, the yeast's ester, terpenes and heterocyclic compounds were up-regulated by 168.99±45.31 %, 103.54±28.45% and 108.46±36.78% respectively. After adding additional XF0241 to the Feng-flavor fermented grains, the flavor compounds became more abundant, among which the ester showed the highest increase, followed by terpenoids and heterocyclic compounds. Transcriptomic analysis showed that 1134 genes were differentially expressed. The combined analysis of transcriptome and metabolome revealed that 10 enzymes related to ester production and 3 enzymes related to terpenoid biosynthesis, and 1 enzyme related to heterocyclic formation were significantly upregulated. We believe that XF0241 is one of the core yeasts of Feng-flavor Baijiu. Its production of rich aroma compounds plays an important role in the formation of the special aroma of liquor.