Scalable control/management data structures enable optimizing performance and/or attempting to achieve a particular performance target of an SSD in accordance with host interfacing, number of NVM devices, NVM characteristics and size, and NVM aging and performance decline. Pre-scaled data structures are included in SSD controller firmware loadable at system initialization. Static data structure configurations enable load-once-operate-for-product-lifetime operation for consumer applications. Dynamic configurations provide sequences of data structures pre-scaled to optimize operation as NVM ages and performance declines. Pre-configured adjustments in data structure size included in consecutive configurations periodically replace earlier configurations at least one time during product lifetime, producing a periodic rescaling of data structure size to track changes in aging NVM. Optionally, sizes of some data structures are decreased as NVM usage increases, enabling an increase in translation layer mapping structure sizes, reducing accesses to translation tables in NVM, and reducing write amplification.