As others have said, the classics awk, grep, cut, sort, uniq, and scripting languages (perl/ruby for on the fly one-liners) are great for log analysis. One additional tool I've found particularly useful (three actually) is zgrep/zcat/zless. You'll often be searching through archived gzipped logs, so it's nice being able to work with the files without needing to pipe everything through tar.