Objective: The Hyde Amendment and related policies limit or prohibit Medicaid coverage of abortion services in the United States. Most research on cost-related abortion barriers relies on clinic-based samples, but people who desire abortions may never make it to a healthcare center. To examine a novel, pre-abortion population, we analyzed a unique qualitative dataset of posts from Reddit, a widely used social media platform increasingly leveraged by researchers, to assess financial obstacles among anonymous posters considering abortion. Methods: In February 2020, we used Python to web-scrape the 250 most recent posts that mentioned abortion, removing all identifying information and usernames. After transferring all posts into NVivo, a qualitative software package, the team identified all datapoints related to cost. Three qualitatively trained evaluators established and applied codes, reaching saturation after 194 posts. The research team used a descriptive qualitative approach, using both inductive and deductive elements, to identify and analyze themes related to financial barriers. Results: We documented multiple cost-related deterrents, including lack of funds for both the procedure and attendant travel costs, inability to afford desired abortion modality (i.e., medication or surgical), and for some, consideration of self-managed abortion options due to cost barriers. Conclusions: Findings from this study underscore the centrality of cost barriers and third-party payer restrictions to stymying reproductive health access in the United States. Results may contribute to the growing evidence base and building political momentum focused on repealing the Hyde Amendment.