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What is an In-Memory Database

Every computer has two types of storage:

Storage TypeLocationSpeedVolatile?Size
RAM (Memory)Memory chips on motherboard~100 nanosecondsYes (lost on power off)8 GB – 256 GB
Disk (SSD/HDD)Physical drive~100 microseconds (SSD)No (persistent)256 GB – 16 TB

Analogy: RAM is your desk — fast access, limited space. Disk is your filing cabinet — slow access, unlimited space.

Redis stores all data in RAM. This means:

  • No waiting for disk read/write operations
  • Data access is in nanoseconds to microseconds
  • It is 100x to 1000x faster than disk-based databases

OperationMySQL (disk)Redis (RAM)
Simple key lookup~1–5 ms~0.1 ms
Complex query~10–500 msN/A (not designed for this)
Write throughput~5,000/sec~1,000,000/sec
Read throughput~10,000/sec~1,000,000/sec

flowchart LR
subgraph RAM[RAM — Memory
~100 nanoseconds
Volatile (lost on restart)]
R1["📝 Redis<br/>1M ops/sec
< 0.1ms per lookup"]
end
subgraph Disk[Disk — SSD/HDD
~100 microseconds
Persistent (survives restart)]
D1["🗄️ MySQL / PostgreSQL<br/>~5K ops/sec
~1-5ms per lookup"]
end
RAM -->|100x - 1000x faster ⚡| Speed[Redis wins on speed]
Disk -->|Safe storage ✅| Safety[DB wins on durability]
style RAM fill:#7c3aed,color:#fff
style Disk fill:#3b82f6,color:#fff
style R1 fill:#7c3aed,color:#fff
style D1 fill:#3b82f6,color:#fff
style Speed fill:#059669,color:#fff
style Safety fill:#f59e0b,color:#fff

Analogy: RAM is your desk — fast access, limited space. Disk is your filing cabinet — slow access, unlimited space.


Since Redis stores data in RAM, if the server crashes, the data is lost. Redis solves this with persistence mechanisms (RDB snapshots and AOF logs) discussed in Section 12.

Tip: For use cases like session caching or rate limiting, losing data on restart is acceptable. For critical data, enable persistence or use Redis alongside a durable database.