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This question explains the reasoning and scenarios for each pretty well: http://answers.ros.org/question/11834/when-should-i-use-topics-vs-services-vs-actionlib-actions-vs-dynamic_reconfigure/

This is also documented on the ROS Communication Patterns page that is linked from that question.