Question: What causes Redis latency spikes and how can they be mitigated?


Redis is an in-memory data structure store primarily used as a database, cache, and message broker. Due to its in-memory nature, it's generally high-performance, but you might occasionally experience situations where there are spikes in latency.

Causes of Redis Latency Spikes

  1. High CPU utilization: This can occur due to a heavy load or inefficient script running in your application.
  2. Insufficient memory: If Redis runs out of available memory, it will start swapping data to disk which significantly slows down operations.
  3. Network issues: Latency can spike if there are network problems between the client and the server hosting Redis.
  4. Persistence options: If RDB and AOF persistence options are being used, these can cause latency spikes during disk synchronization.

Mitigating Redis Latency Spikes

To mitigate these spikes, you can try the following:

Monitor System Metrics

Regularly monitor system metrics like CPU utilization, memory usage, I/O operations, etc., using tools like redis-cli, top, and iostat.

Memory Management

Make sure that Redis has enough memory to operate. You can set maxmemory limit in Redis configuration and use an eviction policy (maxmemory-policy) that makes sense for your use case.

# Set max memory limit to 100MB config set maxmemory 100mb # Set eviction policy config set maxmemory-policy allkeys-lru

Network Optimization

Ensure a quality network connection between your application and Redis server. Changing the client or server location to reduce network latency can help.

Review Persistence Configuration

If you're using RDB or AOF, consider adjusting the frequency at which data is written to disk to reduce I/O related latency.

For RDB:

# Save the DB on disk: # after 900 sec (15 min) if at least 1 key changed # after 300 sec (5 min) if at least 10 keys changed # after 60 sec if at least 10000 keys changed save 900 1 save 300 10 save 60 10000

For AOF:

# Append every second appendfsync everysec

Please note that these configurations balance between performance and data safety. Make sure you choose based on your application's requirement.

Was this content helpful?

White Paper

Free System Design on AWS E-Book

Download this early release of O'Reilly's latest cloud infrastructure e-book: System Design on AWS.

Free System Design on AWS E-Book

Start building today

Dragonfly is fully compatible with the Redis ecosystem and requires no code changes to implement.