
Description
Redis observability guidance — which metrics to monitor (memory, connections, hit ratio, ops/sec, rejected connections), which built-in commands to reach for during incident triage (SLOWLOG, INFO, MEMORY DOCTOR, CLIENT LIST, FT.PROFILE), and when to use the Redis Insight GUI. Use when setting up monitoring or alerts for a Redis instance, diagnosing a performance regression, profiling a slow FT.SEARCH query, or wiring Redis metrics into Prometheus, Datadog, or similar.
SKILL.md
Redis Observability
What to watch, what to run, and what to alert on. Covers the metrics every Redis deployment should monitor and the built-in commands for ad-hoc diagnosis.
When to apply
- Setting up monitoring or alerts for a Redis instance.
- Diagnosing a Redis performance regression (high latency, memory pressure, connection storms).
- Profiling a slow
FT.SEARCHor pipeline. - Wiring Redis metrics into Prometheus, Datadog, CloudWatch, or similar.
1. Monitor these metrics
These come from INFO and should be exported to your monitoring system.
| Metric | What it tells you | Alert when |
|---|---|---|
used_memory | Current memory usage | > 80% of maxmemory |
connected_clients | Open connections | Sudden spikes or drops |
blocked_clients | Clients waiting on blocking ops | > 0 sustained |
instantaneous_ops_per_sec | Current throughput | Significant drops |
keyspace_hits / keyspace_misses | Cache hit ratio | Hit ratio < 80% |
rejected_connections | Hit maxclients cap | > 0 |
rdb_last_save_time | Last persistence snapshot | Too old vs. RPO |
info = redis.info()
hit_ratio = info["keyspace_hits"] / max(1, info["keyspace_hits"] + info["keyspace_misses"])
print(f"Memory: {info['used_memory_human']}")
print(f"Clients: {info['connected_clients']}")
print(f"Ops/sec: {info['instantaneous_ops_per_sec']}")
print(f"Hit ratio: {hit_ratio:.1%}")
2. Built-in commands for debugging
Reach for these when something looks off.
| Topic | Command |
|---|---|
| Slow commands | SLOWLOG GET 10 / SLOWLOG LEN / SLOWLOG RESET |
| Server snapshot | INFO all (or INFO memory / INFO stats / INFO clients / INFO replication) |
| Memory diagnostics | MEMORY DOCTOR / MEMORY STATS / MEMORY USAGE <key> |
| Connections | CLIENT LIST / CLIENT INFO |
| RQE / Search | FT.INFO <idx> / FT.PROFILE <idx> SEARCH QUERY "..." |
The two most useful for incident triage:
SLOWLOG GETto find queries that exceeded theslowlog-log-slower-thanthreshold (10ms by default). The output shows the exact command and duration in microseconds.MEMORY DOCTORfor memory pressure — it returns a one-paragraph summary of what's unusual about memory usage right now.
for entry in redis.slowlog_get(10):
print(f"{entry['duration']}μs {entry['command']}")
3. Redis Insight
For interactive use (running queries, browsing keys, profiling indexes), Redis Insight is the official GUI. It surfaces the same SLOWLOG / INFO / FT.PROFILE data visually and includes Redis Copilot for natural-language queries. Useful during development and incident response; not a replacement for exporting metrics to your monitoring system.
References
More skills from the agent-skills repository
View all 8 skillsiris-development
integrate with Redis Iris AI products
May 27AgentsAI InfrastructureBackendMemory +1redis-clustering
configure Redis clustering and replication
May 27ArchitectureDatabaseInfrastructurePerformance +1redis-connections
optimize Redis client connections
May 27BackendCachingPerformanceRedisredis-core
model data with Redis structures
May 27ArchitectureData ModelingDatabaseRedisredis-search
implement Redis Search indexing and queries
Jun 24ArchitectureDatabaseEngineeringRedis +1redis-security
secure Redis instances and clusters
May 27Access ControlAuthenticationComplianceRedis +1
More from Redis
View publisherredis-semantic-cache
implement semantic caching with Redis
agent-skills
May 27AI InfrastructureCachingLLMRedis +1agent-filesystem
manage persistent storage in Redis
agent-filesystem
Apr 10AgentsFile StorageMemoryRediscodex-settings-sync
sync Codex settings across computers
agent-filesystem
Apr 10CodexMemoryMigrationRediscloud-database-provisioning
provision Redis Cloud databases
redisctl
Jun 3CloudDatabaseMCPRediscompare-approaches
prototype Redis data model alternatives
redisctl
May 27Data ModelingDatabasePrototypingRedis