There are many factors need to be consider based on application , few of them are below
- Is your workload I/O dependent?
- Will more CPUs help or hinder?
- Will adding more memory help?
- Do you need Fiber/SSD or will Copper/SATA/RAID do the trick?
- Do you need throughput or IOPS?
- Do you need horizontal scalability or will vertical work?
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