Redis缓存命中率异常告警配置
核心监控指标
Redis命中率 = (get命令命中数 / (get命令命中数 + get命令未命中数)) × 100%
监控配置步骤
- 指标采集
# 使用redis-cli获取统计信息
redis-cli info | grep -E "keyspace|hit|miss"
- 计算命中率
import redis
import time
class RedisMonitor:
def __init__(self, host='localhost', port=6379):
self.r = redis.Redis(host=host, port=port)
def get_hit_rate(self):
info = self.r.info()
keyspace = info.get('keyspace', {})
# 获取命中率
hits = info.get('keyspace_hits', 0)
misses = info.get('keyspace_misses', 0)
total = hits + misses
return (hits / total * 100) if total > 0 else 0
- 告警阈值设置
- 正常范围:85% - 95%
- 告警阈值:命中率 < 70% 或 > 95%
Prometheus监控配置
# prometheus.yml
scrape_configs:
- job_name: 'redis'
static_configs:
- targets: ['localhost:9121']
metrics_path: /metrics
告警规则配置
# alert.rules.yml
- alert: RedisHighMissRate
expr: rate(redis_keyspace_misses_total[5m]) > 0.05
for: 5m
labels:
severity: warning
annotations:
summary: "Redis缓存命中率异常"
description: "当前命中率低于70%"
实施建议
- 建立定期巡检机制
- 配置多级告警(警告、严重)
- 结合业务流量峰值调整阈值

讨论