A recent commit upgraded GPerfTools to version 2.6.3. Apparently, this mysteriously caused Impala to fail to start on certain platforms (e.g. Oracle Enterprise Linux 6.9). There is no core file or anything found when this failed.
It was verified that downgrading GPerfTools to previous version (2.5) made the problem go away.