Explore core system design patterns and concepts that are essential for interview success, reflecting modern industry standards and requirements in 2026.
What is the primary reason for adding a cache layer in a scalable web application?
Explanation: A cache layer provides quick access to data that is often requested, thereby reducing latency and improving user experience. Ensuring all write operations are persistent is the job of durable storage, not caches. Caches supplement, rather than replace, primary data stores. While some caches may offer access control features, this is usually handled elsewhere.
How does a load balancer help improve the reliability and scalability of a distributed system?
Explanation: A load balancer spreads client requests across several servers, improving system reliability and handling increased loads. Storing session data is not its main function and may even conflict with stateless load balancing. Encrypting traffic is performed by other components, and databases are still needed regardless of load balancer use.
When designing a distributed system, what does the CAP theorem state you must choose between?
Explanation: The CAP theorem explains that in the event of a network partition, a distributed system can offer only two of the following three guarantees: Consistency, Availability, and Partition Tolerance. The other option sets are not recognized categories or are unrelated to the fundamental CAP trade-off.
What is an effective strategy for optimizing a read-heavy system supporting millions of users?
Explanation: For read-heavy workloads, caching frequently accessed data reduces load on primary databases and speeds up responses. Disabling replication lowers reliability, routing all reads through one server creates a bottleneck, and minimizing sharding limits scalability.
Which framework outlines a step-by-step approach to structuring answers in system design interviews?
Explanation: RESHADED is a popular framework used to organize thoughts and responses during system design interviews. CRUD describes database operations, the OSI Model relates to networking, and LAMP Stack is a software stack — none are interview frameworks.