Ocean Parkway residents likely inhabit high-rise apartment buildings or densely packed multi-family homes. The high population density creates a bustling urban environment with diverse cultures. The area's infrastructure presumably includes extensive public transportation, numerous local businesses, and various amenities within walking distance.

The neighborhood's namesake thoroughfare, designed by Frederick Law Olmsted and Calvert Vaux in the late 19th century, serves as a major transportation artery and provides green space and pedestrian malls. This feature likely contributes to residents' quality of life, offering open space in a highly urbanized setting.

The estimated 13,473 housing units for the 2022 population, based on the national average household size, suggest compact living arrangements. This housing stock likely includes a mix of older buildings and potentially newer developments.

Ocean Parkway represents a highly dense urban neighborhood with notable population fluctuations over the past decade. Its combination of historic urban planning elements and modern high-density living creates a distinctive urban landscape, reflective of Brooklyn's dynamic character.