This guide provides a comprehensive walkthrough on creating embeddings at scale using OpenAI's text-embedding-ada-002 model and SingleStoreDB. It covers the integration of the OpenAI model, configuration of connections to SingleStoreDB, writing the core functionality, packaging files for AWS Lambda, and scheduling the function with Amazon EventBridge. The guide aims to provide a practical approach to working with textual data at scale, enabling users to create embeddings efficiently and securely.