For dynamic configuration management in Scala applications, Apache Zookeeper is a solid choice. It provides distributed coordination and configuration management. You might also consider using Consul or etcd, which offer similar functionalities and can help manage service configurations effectively. Each has its own strengths, so it may depend on your specific use case and infrastructure needs.

Make sure to evaluate the ease of integration with your current stack and the community support available for each tool.