Scalability Is a Relative Concept - Teradata Vantage

Teradata® VantageCloud Lake

Deployment
VantageCloud
Edition
Lake
Product
Teradata Vantage
Published
January 2023
Language
English (United States)
Last Update
2024-04-03
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In traditional decision support applications, setting the stage for scalable performance with Vantage involves distributing the work equally across all the AMPs in the system. As more nodes are added to a system, the number of AMPs increases proportionally, and the effort to process a complex query is spread across more parallel units, reducing response times. The following plot indicates linear scalability, graphing the total workload accomplished as a function of the number of nodes in the system. Strategic queries run proportionally faster as more nodes are added to a system.



Spreading the data evenly across all AMPs remains the goal of designing the database to support tactical queries. But to achieve the type of scalability that best supports tactical queries, you must localize the work to access only a small number of rows using the least resources. This means accessing the smallest number of AMPs needed to perform an operation, optimally one. The following figure indicates that when tactical queries access a small number of AMPs, more of queries can run concurrently.


Strategic and tactical query comparison