Beautiful woman with heavenly body (5)

I believe the answer is:

venus

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This could be a double definition.

'beautiful woman' is the first definition.
'Venus' can be an answer for 'woman'. I am unsure of the 'beautiful' bit.

'heavenly body' is the second definition.
(Venus is an example)

'with' is the link.

Can you help me to learn more?

(Other definitions for venus that I've seen before include "The embodiment of Love" , "One of the planets" , "our Neighbour" , "Roman goddess of love" , "Roman counterpart of Aphrodite" .)

I've seen this clue in The Globe and Mail.

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