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okay reading blogs some issues in injuring stem from not reading the logs properly true story in my first consulting job since the project sorry we were working on a hadoop cluster and i had difficulties figuring out why my spark job has failed like um i asked a colleague and he pointed me to a java stack trace with the error message which i seemed to have overlooked in a large directive log files i had to shamefully admit that he was right the answer no shouldnt shouldnt shamefully have to admit that but the answer was in the logs it didnt take long i didnt take long enough to read it thoroughly okay yeah i think um log files are actually theyre actually pretty hard problems to solve um log files are log files metrics um observability uh that kind of stuff uh i dont know why putting quotes its its a valid its a valid thing um but looking at log files and metrics and stuff is its a hard problem to solve i would say almost its almost a job in and of itself that you bring som