You Do Need power plug adapter while traveling from Wales to Australia.

Here is Why You Need An Adapter

The outlet and plug type used in Australia is I and in Wales is G. This is how they look like.

Wales

In Wales, outlets of type G are in use.

Type G

Australia

In Australia, outlets of type I are in use.

Type I