The role of urban planning in sound environments has recently received increased research attention. This study aims to examine the relationship between the rate of noise complaints and urban development patterns concerning planning and landscape at city/region level. Open-source government data sets are used for statistical analysis across all district and unitary local authorities in England. The indicators for urban development patterns are categorised into six groups: population, industrial structure, built-up area, transport network, commuting, and natural landscape factors. Our research found that noise complaints tend to be higher in service-dominated cities/regions with high population densities; large and uneven cities/regions also tend to have more noise complaints, as do clustered cities/regions. However, dispersed, fragmented, and/or cities/regions having ragged boundaries are likely to have less noise complaints. These findings were confirmed by analysis of transport networks and commuting factors. Finally, cities/regions with more natural landscapes and greater separation of residences from workplaces also have fewer noise complaints.