Interview Databases & Caching

What is Redis, and what core data types does it support?

Databases & Caching · Intermediate level

Answer

Redis is an in-memory data structure server used for caching, counters, queues, rate limits, sessions, and coordination. Core types include strings, hashes, lists, sets, sorted sets, streams, bitmaps, HyperLogLog, and geospatial indexes.

Technical explanation

Managed cache still requires correct key design, TTLs, invalidation, memory sizing, security, and fallback behavior.

Redis/Valkey is better for counters, rate limits, sorted sets, locks, streams, and HA patterns; Memcached is good for simple ephemeral object cache.

The cache should not become a hidden source of truth unless durability, backup, and failover are deliberately designed.

Hands-on example

Cache-aside example:

GET product:v1:123

If hit, return cached value.

If miss, query RDS, then SETEX product:v1:123 300 <json>.

Redis data type examples:

INCR api:tenant:42:requests

HSET user:123 tier premium

ZADD leaderboard 9100 user:123

XADD orders:events * order_id 1001 status created

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