Memcache performance and scalability depend on the server type. Local servers offer cost-effectiveness, ease of setup, and low latency, but may have limited resources and a single point of failure. Dedicated servers offer high performance, scalability, and isolation, but may be more expensive, require more technical expertise, and may experience increased latency.