We have development scripts whose names don't share the same convention, especially there are mixed use of _ and -.

For example:

1. dev/build_arrow.sh
2. dev/build-thirdparty.sh

I'll propose to use - as much as possible, unless _ is really needed for a naming. This will make our code base cleaner.