Java programmers should focus on advanced skills in 2022 to keep their skills relevant, including tools like Jenkins for automation, Docker and Kubernetes for container management, and Git for version control. Additionally, knowledge of Selenium for web testing, REST APIs with Spring, and new features in JDK 17 is crucial. Exploring frameworks like Angular or React for UI development, as well as Apache Spark and Kafka for big data, is also recommended.