API & Database Connection Pool Limits
Interactive architecture simulator for Little's Law, database connection pool exhaustion, cascading 504 timeouts, and circuit breaker load shedding.
Most architectural bugs only reveal themselves when production melts down. This laboratory gives you hands-on, zero-setup interactive simulators to trigger real-world failure modes, observe the cascading damage, and master production remediation playbooks.
Interactive architecture simulator for Little's Law, database connection pool exhaustion, cascading 504 timeouts, and circuit breaker load shedding.
Model Kafka consumer lag, partition hot-spots, and why adding workers cannot solve partition skew due to the 1-worker-per-partition invariant.
Simulate silent data loss under network failure with naive dual-writes vs guaranteed consistency with the Transactional Outbox pattern.
Interactive simulator modeling Full Table Scans vs Single-Key, Compound, and Covering Indexes (Index-Only Scan with 0 heap fetches), plus the column order trap.
Interactive systems simulator modeling algorithmic time complexity (O(1), O(log N), O(N), O(N log N), O(N²)) against real CPU cycles, RAM, and hardware cache lines.
From connection starvation and p99 latency spikes to Kafka consumer lag, index optimization, and algorithm profiling.