(1) Background: Antibiotic surveillance data are crucial to map out strategies to promote their optimal use at hospital and community levels. We conducted a comprehensive analysis of longitudinal trends in antibiotic consumption over 7 years at a core “National Antimicrobial Consumption Network” site in North India. (2) Methods: In-patient antibiotic consumption data (2017–2023) were obtained from the hospital’s central drug store and organised as follows: defined daily dose per 100 bed-days; antibiotic consumption as per the WHO access, watch and reserve classification; trends in overall and different antibiotic classes’ consumption; paediatric formulations of antibiotics; and hospital’s annual expenditure on antibiotics. (3) Results: During the 7-year study period, no significant trend could be observed in the overall antibiotic consumption (average annual percent change, AAPC: 9.22; 95% CI: −16.46, 34.9) and cost (AAPC: 13.55; −13.2, 40.3). There was a higher proportion of the consumption of antibiotics in the “reserve” group from 2021 onwards compared to previous years, but the overall trend over 7 years was not significant (AAPC: 319.75; −137.6, 777.1). Antibiotic combinations, classified under the WHO “not recommended” category, comprised a significant proportion of antibiotics consumed. A remarkably increased consumption of azithromycin and doxycycline was recorded during 2020 and 2021, coinciding with the COVID-19 pandemic. (4) Conclusions: Some recommendations to optimise antibiotic use are promoting the use of narrow spectrum “access” group agents; linking antimicrobial resistance and consumption data to formulate effective therapeutic and prophylactic antibiotic use guidelines; and the adoption of restrictive antibiotic policy.