Write a full unit and functional test suite and run them with asan, tsan, msan and maybe valgrind. This has caught all the memory bugs before getting to production in my experience.

You need the test suite to verify that your code does what you think it does anyways, the sanitizers are just a nice bonus to verify that it also has the safety you think it does.