What is a common mistake with Adapter pattern in Design Patterns?

Letting vendor-specific types leak beyond the adapter defeats the boundary. In practice, the value of this concept comes from understanding where it belongs in the architecture, what problem it solves, and what constraints or tradeoffs it introduces.