AWS Lambda allows developers to run code without managing servers. It is a serverless computing platform that automatically scales compute capacity based on incoming requests or events. The guide discusses key Lambda concepts like triggers, execution environments, and function versions. It also provides steps to create a sample "Hello World" function using Java, including setting up development environments, deploying the function, and testing. In summary, AWS Lambda is a flexible and cost-effective option for building applications with varying workloads.