Performance and reliability are both complex topics. Here are only a few points to keep in mind when reviewing the system architecture and design. I am not sure how this fits in with your exam, but when I audit or troubleshoot real systems these are some of the things I look for.
In terms of performance, look at how the system scales. Can it scale horizontally? Can the application be clustered? Basically look through the whole design and see if there is anything fundamentally flawed from a performance point of view. Where would the bottlenecks be? How do you plan to
test to verify your suspicions? How does performance degrade with load? How long does it take to process a request, under normal conditions, versus under a heavy load? Think about disk I/O, network I/O, and threading and concurrency to ensure requests can be handled in parallel. Occasionally it pays to think about the algorithms used (remember big "O"?).
In terms of reliability, review the design and look for single points of failure. Does the design support redundancy at each layer, including the database, appliation server and webserver? If a disk fails on one of the machines, or a janitor accidentally knocks out the power cord, will it shut down your system?