Live Cluster
Request lifecycle · 8 services
Cold reads briefly reach the primary while popular keys enter memory.
SystemCraft is an AI-powered system design interview simulator that makes architecture feel alive before the first question is even asked.
A set of trade-offs where latency, cost, reliability, and complexity pull in different directions.
Traffic, queues, caches, replicas, and timeouts shape what the user actually experiences.
Every architecture eventually sees a node drop, a queue grow, or a database stall under pressure.
The interviewer changes the constraints and watches how fast the architecture adapts.
Structural issues and reasoning gaps are surfaced with direct, actionable guidance.
Build the muscle memory to explain systems with confidence under realistic pressure.
Analyze and implement in-memory data grids to absorb massive read-heavy traffic spikes.
One event at a time. Every signal explains what changed, where pressure moved, and why the system recovered.
Request lifecycle · 8 services
Cold reads briefly reach the primary while popular keys enter memory.
Hit ratio
More hits remove database work
p95 latency
Tail latency reveals saturation
Queue depth
Depth exposes consumer backpressure
Request distribution
Even spread protects every replica