Previous studies have linked food consumption outside the home and fast food to poor diet quality and living within a food swamp to an increased likelihood of obesity. A growing amount of research has linked food marketing to food choice. Still, limited information is available on how this dynamic may work within fast food establishments and if the marketing strategies used may vary by neighborhood food swamp status. Utilizing the Environment Assessment (EAT) Tool, we examined the within-store marketing environment of fast food restaurants to understand the factors potentially influencing food choice. A cross-sectional study design surveyed fast food outlets (n = 170) for unhealthy advertisements. Each fast-food outlet was assigned an FSI score based on its geographic location and proximity to unhealthy outlets. Outlets were assessed for associations between food swamp status and unhealthy advertisements. Poisson Regression was performed to assess the relationship between unhealthy advertisements and FSI score. Low FSI had a mean unhealthy advertisement score of 36.79 (11.06). Moderate and High FSI had mean unhealthy advertisement scores of 33.03 (14.67) and 31.71 (12.63), respectively. The number of unhealthy advertisements did not differ by food swamp categories (Moderate FSI IRR: 0.90, 95% CI: 0.74–1.09; High FSI IRR: 0.86, 95% CI: 0.73–1.01 vs. low FSI). Differences in marketing environments by food swamp status were not observed. Future research should examine other factors of the food swamp environment and additional factors such as television or social media to understand its association with food choice.