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Tests understanding of dependency injection and how it improves maintainability and testability in large systems.
Tests concurrency control, thread-safety practices, and awareness of race condition failure modes.
Tests error-handling design choices and ability to build resilient services with clear failure semantics.
Tests incident debugging strategy using observability, hypothesis testing, and safe experimentation.
Tests scalability planning and architectural changes to sustain throughput and reliability under major growth.
Tests ability to choose data stores based on consistency, scalability, and query patterns for fraud detection.
Tests understanding of latency, reliability, backpressure, and consistency trade-offs in distributed workflows.
Tests performance engineering skills for memory usage, latency targets, and throughput in real-time pipelines.
Tests understanding of traffic distribution, health checks, and failure modes in distributed architectures.
Tests JVM knowledge and ability to reason about latency, throughput, and GC tuning effects.
Tests secure engineering fundamentals and practical mitigations for common web vulnerabilities.
Tests system design skills for protecting APIs under heavy load while keeping latency and fairness acceptable.