Cheltenham’s crime rate in October 2023 stood at 9.4 per 1,000 residents, placing the area 17.5% above the UK average of 8.0. This figure underscores a persistent challenge for local authorities, though the breakdown of crime types offers nuanced insights. Violence and sexual offences accounted for 35.7% of all reported crimes, the highest proportion, and their rate of 3.4 per 1,000 was 26% above the UK average. Anti-social behaviour followed closely at 16.9% of total crimes, with a rate 25% above the national average, while public order offences (10.2% of total) were 69% above UK levels. These figures align with Cheltenham’s identity as a tourist destination and retail centre, where public spaces and high streets are focal points for both economic activity and potential disorder. The seasonal context of October—darker evenings, the transition to British Summer Time, and Halloween—likely exacerbates anti-social behaviour and public order issues, as lower light levels and increased foot traffic in commercial areas may contribute to higher incidents. However, the rate of vehicle crime was 23% below the UK average, a notable contrast that may reflect effective local strategies in managing vehicle-related theft, such as CCTV coverage or community policing efforts in residential zones. The overall picture suggests a combination of local geography, seasonal rhythms, and policing priorities, with the need for targeted interventions in areas where crime rates diverge sharply from national benchmarks.