The analysis revealed strong retention patterns that can be replicated, but gaps in longterm profitability.Flowlytics is a B2C SaaS platform that helps freelancers, solopreneurs, and small businesses streamline their financial workflows.The dataset contains 225 rows of subscription data spanning July 2022 to June 2023.The key findings are weak retention in some cohorts and the need for smarter spending decisions for long-term profitability.