When I navigate to the System Logs tab, I saw there are different type logs in there. Is there any best practice of developer to check these logs?
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The first file I always check is tomcat-stdout.log. Most of the errors generated by the platform are logged there. If you then need more specific information, you can refer to the Appian documentation to locate a more specific file.
tomcat-stdout.log
docs.appian.com/.../Logging.html
My suggestion , Don't panic when you can't understand the log ... . From last one year I was into platform maintenance and Manage services so i am giving you most used logs which are helpful for debugging
You can go through documentation for better understanding.