Cedecea lapagei is a Gram-negative bacterium that belongs to the Enterobacteriaceae family and is said to be pathogenic for humans. Herein, we report a case of extensively drug-resistant C. lapagei in a patient with pleural empyema and offer a literature review of the already documented case reports on individuals infected with C. lapagei. A 60-year-old female patient was brought to the emergency department at AIIMS Bathinda with a history of breathing difficulty since one day after she sustained multiple injuries from a road accident. She was diagnosed with pleural empyema. Subsequently, an intercostal drain tube was inserted into the patient, and the drain content was sent for culture, which revealed growth of C. lapagei. Our literature retrieval work gathered a total of 13 relevant cases. In conclusion, early identification of C. lapagei and administering suitable treatment is important for good patient outcome.