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This is a common area for dogs to get a bacterial infection of the skin. This is referred to as pyoderma.
Pyoderma is very itchy and usually does not clear up without a course of oral antibiotics.
Therefore, it sounds like you will need to bring your dog in for a visit with the vet, to see if this is the issue, so that an appropriate course of treatment can be prescribed.