Oracle does pretty well running OLTP and analytics workloads concurrently against the same schema. While I don't generally recommend doing so, you can fire off massive scans or complex joins against a production system doing thousands of transactions per second and it handles it just fine.

In my view, one reason that we don't see huge demand for this combination is that the schema that makes sense for analytics is often different from that which makes sense for the online system.