This module includes JMH benchmarks for zipkin. You can use these to measure overhead.
From the project directory, run this to build the benchmarks:
$ ./mvnw install -pl benchmarks -am -Dmaven.test.skip.exec=true
and the following to run them:
$ java -jar benchmarks/target/benchmarks.jar