Introduction Febrile neutropenia, an oncological complication related to myelosuppressive chemotherapy, can lead to unplanned hospitalization, morbidity, mortality, and changes in the oncological therapeutic plan. The present study aimed (1) to determine the prevalence of chemotherapy-induced febrile neutropenia requiring hospitalization and the use of granulocyte colony-stimulating factor and (2) to evaluate its consequences for the oncological treatment of patients with soft tissue or bone sarcomas. Methods This is a cross-sectional and retrospective study (January 2018 to December 2019) carried out in a reference oncology hospital in the Brazilian public health system. Inpatients diagnosed with chemotherapy-induced febrile neutropenia, older than the age of 18 years, and treated with granulocyte colony-stimulating factor were included in the study. Results Twenty-nine chemotherapy-induced febrile neutropenia events were identified, involving 25 patients. Among the febrile neutropenia events, 90% were grade 4, and 59% occurred during palliative chemotherapy. Among patients with febrile neutropenia, 31% had arterial hypertension or/and diabetes mellitus comorbidities, 34% had infectious skin sites, such as compression ulcers and tumor wounds, and 31% had infections with defined etiologic agents. Treatment of hospitalized patients was performed with cefepime in combinations or alone (97%) and filgrastim. The outcomes related to chemotherapy-induced febrile neutropenia were chemotherapy dose reduction (31%), chemotherapy cycle delays (21%), chemotherapy treatment suspension (17%), deaths (7%), and other associated complications (10%). Granulocyte colony-stimulating factor prophylaxis was prescribed in 72.41% of febrile neutropenia events. The frequency of febrile neutropenia concerning total chemotherapy cycles was 2.15%. Conclusion Even with granulocyte colony-stimulating factor prophylaxis, an overall prevalence of 2.15% of febrile neutropenia associated with hospitalization was observed, causing negative outcomes in chemotherapy treatment of patients.