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Error: 400: Bad Request: Error processing request stream. The property name 'field_Name' specified for type 'Microsoft.Crm.Sdk.Data.Services.field_Name' is not valid.
The attribute in question was a DateTime field, so I was stuffing around checking the supported format of dates and wondering if something was being lost in translation. But to no avail.
To cut a long story short, I'd forgotten that I needed to specify the Schema name of the attribute and this is Case Sensitive. Once I had the case correct everything worked well again.