Fermented bamboo shoots are a distinctive ingredient in Southern cuisine. In this study, headspace solid-phase microextraction (HS-SPME) combined with gas chromatography-mass spectrometry (GC-MS), and 16S rRNA high-throughput sequencing technology (HTS) were employed to investigate the relationship among physicochemical properties, characteristic volatile compounds, and core microbial communities. The results show that the chewiness, fracturability, hardness, and pH decreased, while total acidity increased during 60d-fermentation. The contents of reducing sugar and nitrite reached the peak on the 14th day of fermentation and then decreased. A total of 80 volatile compounds were detected during sour bamboo shoot fermentation, with 2,4-Di-tert-butylphenol having the highest concentration. Among them, 12 volatile compounds (VIP ≥ 1) were identified as characteristic aroma substances of sour bamboo shoots. The dominant bacterial phyla in sour bamboo shoots were Firmicutes and Proteobacteria, while Bacillus and Acinetobacter were the dominant genus. Correlation analysis showed that Firmicutes positive correlation with 3,6-Nonadien-1-ol, (E,Z)-, Oxalic acid, isobutyl hexyl ester ,(-)-O-Acetylmalic anhydride, TA Bacillus was negative correlation with Silanediol, dimethyl-, and Oxime-, methoxy-phenyl-. This study provides a theoretical basis for screening flavor-enhancing microorganisms as fermentation agents in sour bamboo shoots, which can contribute to the improvement of their quality.