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They ended their relationship in February but after Kylie was spotted in Paris 'visiting Olivier's dog', the Aussie singer and her French lover are said to be an item again.
Olivier Martinez, 41, reportedly split with the Aussie singer when he fell for Israeli actress Sarai Givati, 24, (see video).
He's also been linked with Lost star Michelle Rodriguez and Spanish actress Goya Toledo - but that's all forgotten now.
The French actor told a friend last week that none of the women he's dated since splitting from 'beautiful, charming, hugely talented' Kylie can compare to her.
The pair kept in touch by text and still had warm feelings for each other.
'Kylie said to him that she missed him so dearly and suggested they should have what she called a "glorious summer" in Italy,' a friend tells the Daily Mail.
'Kylie sees Olivier as the love of her life.'
The couple are expected to cruise off the Amalfi coast and after a three-month trial, Kylie, 39, wants Olivier to propose.
20 July - Kylie Minogue travels to France to walk Oliver Martinez's dog>>
16 July - Kylie Minogue has secret meetings with Olivier Martinez>>