In light of our extensive experience in data analysis, we envisioned creating a more convenient and efficient tool for data retrieval and cleaning. To achieve this, we adopted a workflow centered around Python, integrating all past data processing code into a cohesive package. Moreover, we continuously transform our research findings into APIs, facilitating seamless access and utilization. This approach not only enhances the efficiency of data handling but also aligns with our goal of providing a user-friendly and streamlined experience for our analytics work.