By adhering to the FAIR coding principles (findability, accessibility, interoperatibilty, and reusability), the code design aimed at facilitating the integration and communication of Ringtail with external tools, so that it is easy for users to deploy it in complex pipelines either Ringtail leverages another feature provided by SQLite for facilitating tracing provenance and reproducibility. With SQLite, each query can be saved as a view inside the database itself.