A database management system (DBMS) runs on scalable production system. The DBMS includes a first operating mode, wherein the scalable production system runs on a first set of computing resources, and a second operating mode, wherein the scalable production system runs on a second set of computing resources. The DBMS in the first mode determines that with respect to the first set of resources a first query access plan for executing a query satisfies optimization criteria. A determination is made that with respect to the second set of resources the first plan fails preliminary criteria. In response to this failure determination, a second query access plan for executing the query is generated. Prior to having the DBMS receive a request to execute the query while in the second mode, a determination is made that with respect to the second set of resources the second plan satisfies the optimization criteria.