Data Infrastructure DevOps Performance Cloud Native Intermediate High demand

Redis and In-Memory Data Architecture

High-performance caching, session management, and real-time data systems.

About This Assessment

As applications scale to millions of users, in-memory data stores become critical infrastructure. Engineers with Redis expertise command $130K-$160K+ because cache misconfigurations cause cascading failures that cost thousands per minute in downtime. Performance-based assessment reveals whether candidates truly understand Redis data structures, persistence models, replication, and high-availability patterns—skills impossible to verify through interviews alone.

What Candidates Will Do

1

Design and implement a caching strategy: identify cacheable data, set appropriate TTLs, implement cache invalidation logic, measure cache hit rates

2

Configure Redis Sentinel for high availability: set up primary-replica replication, configure automatic failover, test failure scenarios

3

Optimize Redis performance: tune memory policies (eviction strategies), implement connection pooling, use appropriate data structures (strings, hashes, sorted sets, HyperLogLog) for different use cases

4

Build a real-time feature: implement a session store, leaderboard with sorted sets, rate limiter using sliding window, or pub/sub messaging

Automated Grading

Grading verifies proper caching implementation (hit rate >70%, appropriate TTLs set, cache invalidation working), functioning high-availability setup (Sentinel configured, failover works within 30 seconds), optimized Redis configuration (proper maxmemory-policy, appropriate data structures used), and working real-time feature. Ansible checks Redis configuration, replication status, tests failover, measures performance metrics, and validates data structures.

Environment

Ubuntu 22.04 VM with Redis 7+ installed. Include sample application (Python Flask or Node.js) with database queries that need caching. For Sentinel setup, use Docker containers to simulate multiple Redis nodes. Pre-install redis-cli, redis-benchmark tools.

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