Those skeleton dogs are obnoxious and can kill you really quickly too. On the other hand, they have way less health than you'd think and have a really limited aggro range. In a lot of cases, you can sneak past them even while they're looking in your direction.

Tomb of the Giants is one of my favourite levels. It's the most Dark Souls area in Dark Souls.