The AWS Management Console for AWS CloudFormation offers an Events tab in the stack detail panel, which lists the stack life-cycle events and features a Reason column in turn, which contains more details for the errors in case.
This column exposes the ResourceStatusReason
field of the StackEvent data type retrieved via the DescribeStackEvents action:
ResourceStatusReason - Success/failure message associated with the resource