So second time I have tried to fly a long flight with this plane and both times the engine quits on me. I have plenty of fuel and I do not have random failures on. Is it an RPM issue if I have the throttle too high while flying?

Help with Beechcraft Bonanza G36 engine failure
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Did you cut the RPM's too low?