java-sqs-listener a lightweight, dependency-free library built for this exact use case, with a design that supports seamless future upgrades. Refer to java-sqs-listener-springboot-examplefor a demonstration of how to integrate the java-sqs-listener library within a Spring Boot application.

Disclaimer: I’m the author.