And on Wednesday, the pair who are currently in Spain stepped out in Madrid for some quality time together.
The duo cut casual figures for their outing, with his wife showing a hint of her baby bump in a stone-hued maxi dress and trainers.
Richard and Alejandra who tied the knot in April are already parents to a child each from previous relationships. Richard has an 18-year-old son called Homer with former wife Carey Lowell.
They married in 2002 and split 14 years later. The actor had previously been married to first wife Cindy Crawford for four years between 1991 and 1995.
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