Modern organizations face immense pressure to efficiently process and incorporate data into their initiatives. Data science has emerged as a field of study to make sense of this data-driven world. APIs play a crucial role in managing data flow through heterogeneous database environments, allowing developers to focus on the application itself rather than database-related plumbing. DreamFactory is an API automation and management framework that supports thousands of data sources and third-party services, including Couchbase. It enables organizations to generate full-featured, documented, and secure APIs for various SQL and NoSQL databases without coding required.