Purpose: There are many challenges that pharmacist led antimicrobial stewardship programs can encounter including lack of resources, costs, and inaccurate antimicrobial susceptibility testing (AST) results. The COVID-19 pandemic has led to increased resistance especially with gram negative infections. At a small single center community hospital, gram negative infections, particularly Escherichia coli infections, predominately occur. Therefore, this study aims to address gram negative bacteremia burden and its impact on antimicrobial stewardship efforts for combatting Escherichia coli and ESBL organisms with such barriers during the pandemic. Methods: In a retrospective cohort study, patients ≥ 18 years of age from a small community hospital were reviewed. Patients were excluded if their blood cultures were not positive for Escherichia coli and if antibiotics were not initiated during hospital stay. The primary endpoint was to determine the length of hospital stay. Critical secondary endpoints include antibiotic de-escalations, duration of antibiotics, time to definitive antibiotic therapy, serum procalcitonin levels, blood culture availabilities, MIC breakpoints, co-infection of COVID-19, and Clostridioides difficile occurrences. Results: Out of 74 patients with gram negative bacteremia, 41 patients specifically had Escherichia coli bacteremia. The primary endpoint results showed that patients with Escherichia coli bacteremia that stayed in the ICU had a length of stay of 13.6 days. Patients with Escherichia coli bacteremia in the Non-ICU setting has a length of stay of 7.3 days, and patients with ESBL bacteremia in the Non-ICU setting had a length of stay of 6.8 days. Conclusions: Despite the various challenges that antimicrobial stewardship programs (ASP) face in a single center small community hospital, the ASP at this small community hospital utilizes various policies and tools to increase appropriate antibiotic use and decrease hospital length of stay in patients with Escherichia coli bacteremia.