You Do Need power plug adapter while traveling from Tanzania to Bahrain.

Here is Why You Need An Adapter

The outlet and plug type used in Bahrain is G and in Tanzania are D and G. This is how they look like.

Tanzania

In Tanzania, outlets of type D and G are in use.

Type D

Type G

Bahrain

In Bahrain, outlets of type G are in use.

Type G