Postgraduate pharmacy residencies are essential in preparing graduates for pharmacy careers. Residencies are highly competitive and despite efforts to increase the number of residency programs in the United States, the demand still outweighs the supply. Attaining a residency interview is a critical step in securing a residency position. The objective of this scoping review is to describe the published literature on factors associated with attaining a pharmacy residency interview. The updated Arksey and O'Malley scoping review framework was followed for this scoping review. The review is reported according to The Preferred Reporting Items for Systematic Reviews and Meta‐Analyses Extension for Protocols and Scoping Reviews (PRISMA‐ScR). The search strategy contained a combination of medical subject headings (MeSH) and keywords from a review of article title and abstracts. The inclusion and exclusion criteria were created a priori. English language studies describing pharmacy residency interview, selection, rubrics, and descriptive, quantitative, or qualitative data were included. Title and abstracts were independently reviewed, followed by independent full‐text reviews. Covidence©, an online systematic review platform, was used in the screening, review, and selection process. Thirteen studies assessing factors associated with a residency interview met inclusion criteria. The majority of these studies (n = 7) analyzed data from residency program director (RPD) surveys. Most of these studies found that RPDs highly value letters of recommendation when evaluating a candidate's application. Three studies analyzed retrospective data. Several studies focused on letters of recommendation. The studies described letters of recommendation, letters of intent, grade point average, and leadership experience as factors associated with attaining a residency interview. Most studies had limitations in generalizability, study design, and heterogeneous data.