Understanding how cultivation conditions influence the recovery of microbial diversity is critical for interpreting cultivation-derived communities in relation to in situ microbial ecology, particularly in nutrient-limited environments such as desert soils. In this study, we investigated how an oligotrophic nutrient gradient shapes cultivation outcomes and enrichment-derived bacterial community structure in soils from the Taklimakan Desert. Three enrichment treatments representing decreasing nutrient availability—standard low-nutrient medium (R2A), diluted medium (DR2A), and sterile water—were used to compare enrichment-derived communities with the original soil microbiome. Amplicon sequencing revealed that cultivation substantially altered community composition and reduced both taxonomic richness and diversity relative to the original soil. Across enrichment treatments, bacterial communities were dominated by a limited number of taxa, whereas the original soil contained a broader range of low-abundance lineages. Within the enrichment system, variation in nutrient supply influenced the relative abundance of specific taxa, with differential responses observed at the genus level. In contrast, beta diversity analysis showed only limited separation among enrichment treatments, and co-occurrence network analysis indicated generally simple and weakly connected community structures across all conditions. Overall, our results demonstrate that cultivation represents the primary selective force shaping enrichment-derived bacterial communities, while nutrient supply intensity acts as a secondary modulator of taxon-specific enrichment. These findings highlight the importance of incorporating nutrient gradients into cultivation strategies to improve ecological interpretation and facilitate the recovery of oligotrophy-associated microorganisms from desert soils.