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Technical Innovation and Modernization Questions

Covers leading and executing technical change that raises the engineering bar while preserving operational stability. Topics include identifying and prioritizing innovation opportunities, sponsoring research and experimentation, running proofs of concept and pilots, and introducing new tools or frameworks. Also includes strategies for modernizing legacy systems and architecture with minimal business disruption, managing technical debt, migration planning, rollback and cutover approaches, and maintaining reliability and continuity. Evaluated skills include optimizing performance and cost at scale, establishing engineering standards and best practices, governance and risk management, stakeholder alignment and communication, measuring impact and return on investment, and balancing long term innovation with short term pragmatism.

MediumSystem Design
81 practiced
Design a phased migration strategy to decompose a user-profile monolith (authentication, profile, preferences, notifications) into microservices. Constraints: zero downtime for login, clear team ownership boundaries, ability to roll back, minimal operational risk, and incremental delivery. Describe migration phases, routing, data ownership, and rollback points.
MediumTechnical
80 practiced
Explain the strangler pattern for modernizing legacy systems. Compare it with a full rewrite: list advantages and disadvantages of each, the risk profile, organizational implications, and signals that suggest choosing strangling versus full rewrite.
HardTechnical
77 practiced
After modernizing several services, the global API layer must handle 500k RPS. Propose optimizations to control cost while maintaining performance: multi-layer caching strategies, batching/aggregation, protocol choices, resource sizing, autoscaling strategies, and the trade-offs each optimization introduces.
MediumTechnical
84 practiced
Implement server-side idempotency handling for HTTP POST requests in Java (pseudocode is fine). Requirements: accept an Idempotency-Key header, store the outcome for a configurable TTL, handle concurrent duplicate requests correctly, and return the saved response when a duplicate is detected.
MediumSystem Design
63 practiced
Design a multi-region, read-heavy service that provides <100ms latency to users globally. Requirements: reads can be eventually consistent, writes are regional, the system should gracefully handle region failures, and data replication lag must be bounded. Describe routing, replication strategy, conflict resolution, and failover behavior.

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