A log file is a file kept by the server with all activity of your website. This is especially useful for producing web stats of your website.
Log files are also great for finding ways to optimize your coding to be more efficient and place less strain on the server and quicken load times.
Log files may take a lot of space. If you are not using them or webstats provided by us, you may want to disable them and free up space to your account.