Files
Trackeep/docs/REDIS_IMPLEMENTATION_GUIDE.md
Tomas Dvorak 083373a24f feat: major feature updates and cleanup
- Add Redis architecture implementation
- Update browser extension functionality
- Clean up deprecated files and documentation
- Enhance backend handlers for auth, messages, search
- Add new configuration options and settings
- Update Docker and deployment configurations
2026-03-03 11:03:37 +01:00

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# Redis Implementation Quick Reference for Trackeep
## Overview
This guide provides practical implementation patterns for integrating Redis into the Trackeep application based on the comprehensive architecture analysis.
## 1. Quick Start Configuration
### 1.1 Add Redis to Docker Compose
```yaml
# docker-compose.yml
services:
redis:
image: redis:7-alpine
restart: unless-stopped
volumes:
- redis_data:/data
command: >
redis-server
--appendonly yes
--appendfsync everysec
--maxmemory 256mb
--maxmemory-policy allkeys-lru
--requirepass ${REDIS_PASSWORD:-changeme}
networks:
- trackeep-network
healthcheck:
test: ["CMD", "redis-cli", "-a", "${REDIS_PASSWORD:-changeme}", "ping"]
interval: 10s
timeout: 5s
retries: 3
ports:
- "127.0.0.1:6379:6379" # Local access only
volumes:
redis_data:
```
### 1.2 Environment Variables (.env)
```bash
# Redis Configuration
REDIS_ADDR=redis:6379
REDIS_PASSWORD=your_secure_password_here
REDIS_DB=0
REDIS_POOL_SIZE=20
REDIS_DIAL_TIMEOUT=5s
REDIS_READ_TIMEOUT=3s
REDIS_WRITE_TIMEOUT=3s
# Feature Flags
REDIS_SESSIONS_ENABLED=true
REDIS_CACHE_ENABLED=true
REDIS_RATELIMIT_ENABLED=true
```
## 2. Core Implementation
### 2.1 Redis Client Setup
```go
// backend/config/redis.go
package config
import (
"context"
"fmt"
"os"
"strconv"
"time"
"github.com/go-redis/redis/v8"
)
var RedisClient *redis.Client
// InitRedis initializes the Redis client
func InitRedis() error {
poolSize, _ := strconv.Atoi(os.Getenv("REDIS_POOL_SIZE"))
if poolSize == 0 {
poolSize = 20
}
dialTimeout, _ := time.ParseDuration(os.Getenv("REDIS_DIAL_TIMEOUT"))
if dialTimeout == 0 {
dialTimeout = 5 * time.Second
}
readTimeout, _ := time.ParseDuration(os.Getenv("REDIS_READ_TIMEOUT"))
if readTimeout == 0 {
readTimeout = 3 * time.Second
}
writeTimeout, _ := time.ParseDuration(os.Getenv("REDIS_WRITE_TIMEOUT"))
if writeTimeout == 0 {
writeTimeout = 3 * time.Second
}
RedisClient = redis.NewClient(&redis.Options{
Addr: os.Getenv("REDIS_ADDR"),
Password: os.Getenv("REDIS_PASSWORD"),
DB: 0,
PoolSize: poolSize,
MinIdleConns: 5,
DialTimeout: dialTimeout,
ReadTimeout: readTimeout,
WriteTimeout: writeTimeout,
MaxConnAge: time.Hour,
PoolTimeout: 5 * time.Second,
IdleTimeout: 10 * time.Minute,
})
// Test connection
ctx, cancel := context.WithTimeout(context.Background(), 5*time.Second)
defer cancel()
if err := RedisClient.Ping(ctx).Err(); err != nil {
return fmt.Errorf("failed to connect to Redis: %w", err)
}
fmt.Println("Redis connected successfully")
return nil
}
// IsRedisEnabled checks if Redis is configured and available
func IsRedisEnabled() bool {
return RedisClient != nil && os.Getenv("REDIS_ADDR") != ""
}
```
### 2.2 Session Store Migration
```go
// backend/middleware/session_redis.go
package middleware
import (
"context"
"encoding/json"
"fmt"
"time"
"github.com/trackeep/backend/config"
)
// RedisSessionStore implements distributed session storage
type RedisSessionStore struct {
fallback *MemorySessionStore
}
// NewRedisSessionStore creates a new Redis-backed session store
func NewRedisSessionStore() SessionStore {
return &RedisSessionStore{
fallback: NewMemorySessionStore(),
}
}
func (r *RedisSessionStore) CreateSession(sessionData *SessionData) error {
sessionData.CreatedAt = time.Now()
sessionData.LastActive = time.Now()
if config.IsRedisEnabled() {
ctx := context.Background()
key := fmt.Sprintf("tk:session:%s", sessionData.SessionID)
data, err := json.Marshal(sessionData)
if err != nil {
return err
}
// Store session with 24h TTL
if err := config.RedisClient.Set(ctx, key, data, 24*time.Hour).Err(); err != nil {
// Fallback to memory on Redis error
return r.fallback.CreateSession(sessionData)
}
// Add to user's session set
userKey := fmt.Sprintf("tk:user:sessions:%d", sessionData.UserID)
config.RedisClient.SAdd(ctx, userKey, sessionData.SessionID)
config.RedisClient.Expire(ctx, userKey, 24*time.Hour)
return nil
}
return r.fallback.CreateSession(sessionData)
}
func (r *RedisSessionStore) GetSession(sessionID string) (*SessionData, error) {
if config.IsRedisEnabled() {
ctx := context.Background()
key := fmt.Sprintf("tk:session:%s", sessionID)
data, err := config.RedisClient.Get(ctx, key).Bytes()
if err == nil {
var session SessionData
if err := json.Unmarshal(data, &session); err == nil {
// Update last active
session.LastActive = time.Now()
r.UpdateSession(sessionID, &session)
return &session, nil
}
}
}
return r.fallback.GetSession(sessionID)
}
func (r *RedisSessionStore) UpdateSession(sessionID string, sessionData *SessionData) error {
if config.IsRedisEnabled() {
ctx := context.Background()
key := fmt.Sprintf("tk:session:%s", sessionID)
data, err := json.Marshal(sessionData)
if err != nil {
return err
}
if err := config.RedisClient.Set(ctx, key, data, 24*time.Hour).Err(); err != nil {
return r.fallback.UpdateSession(sessionID, sessionData)
}
return nil
}
return r.fallback.UpdateSession(sessionID, sessionData)
}
func (r *RedisSessionStore) DeleteSession(sessionID string) error {
if config.IsRedisEnabled() {
ctx := context.Background()
key := fmt.Sprintf("tk:session:%s", sessionID)
// Get session to find user ID
data, err := config.RedisClient.Get(ctx, key).Bytes()
if err == nil {
var session SessionData
if err := json.Unmarshal(data, &session); err == nil {
// Remove from user's session set
userKey := fmt.Sprintf("tk:user:sessions:%d", session.UserID)
config.RedisClient.SRem(ctx, userKey, sessionID)
}
}
config.RedisClient.Del(ctx, key)
}
return r.fallback.DeleteSession(sessionID)
}
func (r *RedisSessionStore) CleanupExpiredSessions() error {
// Redis handles expiration automatically via TTL
// Just clean up fallback
return r.fallback.CleanupExpiredSessions()
}
```
### 2.3 Distributed Rate Limiter
```go
// backend/middleware/rate_limiter_redis.go
package middleware
import (
"context"
"fmt"
"net/http"
"strconv"
"time"
"github.com/gin-gonic/gin"
"github.com/trackeep/backend/config"
)
// RedisRateLimiter implements distributed rate limiting
type RedisRateLimiter struct {
limit int
window time.Duration
keyPrefix string
}
// NewRedisRateLimiter creates a new Redis-backed rate limiter
func NewRedisRateLimiter(limit int, window time.Duration, keyPrefix string) *RedisRateLimiter {
return &RedisRateLimiter{
limit: limit,
window: window,
keyPrefix: keyPrefix,
}
}
// SlidingWindowRateLimit uses Redis sorted sets for accurate sliding window
func (rl *RedisRateLimiter) Middleware() gin.HandlerFunc {
return func(c *gin.Context) {
if !config.IsRedisEnabled() {
c.Next()
return
}
clientIP := c.ClientIP()
key := fmt.Sprintf("%s:%s", rl.keyPrefix, clientIP)
ctx := context.Background()
now := time.Now().Unix()
windowStart := now - int64(rl.window.Seconds())
// Remove old entries
config.RedisClient.ZRemRangeByScore(ctx, key, "0", strconv.FormatInt(windowStart, 10))
// Count current requests
count, err := config.RedisClient.ZCard(ctx, key).Result()
if err != nil {
c.Next()
return
}
// Check limit
if int(count) >= rl.limit {
c.Header("X-RateLimit-Limit", fmt.Sprintf("%d", rl.limit))
c.Header("X-RateLimit-Remaining", "0")
c.Header("X-RateLimit-Reset", strconv.FormatInt(now+int64(rl.window.Seconds()), 10))
c.JSON(http.StatusTooManyRequests, gin.H{
"error": "Rate limit exceeded",
"message": fmt.Sprintf("Too many requests. Limit is %d per %v", rl.limit, rl.window),
})
c.Abort()
return
}
// Add current request
config.RedisClient.ZAdd(ctx, key, &redis.Z{
Score: float64(now),
Member: now,
})
config.RedisClient.Expire(ctx, key, rl.window)
// Set headers
remaining := rl.limit - int(count) - 1
c.Header("X-RateLimit-Limit", fmt.Sprintf("%d", rl.limit))
c.Header("X-RateLimit-Remaining", fmt.Sprintf("%d", remaining))
c.Header("X-RateLimit-Reset", strconv.FormatInt(now+int64(rl.window.Seconds()), 10))
c.Next()
}
}
// TokenBucketRateLimit uses token bucket algorithm for burst handling
type TokenBucketRateLimiter struct {
capacity int
refillRate float64 // tokens per second
keyPrefix string
}
func NewTokenBucketRateLimiter(capacity int, refillRate float64, keyPrefix string) *TokenBucketRateLimiter {
return &TokenBucketRateLimiter{
capacity: capacity,
refillRate: refillRate,
keyPrefix: keyPrefix,
}
}
func (rl *TokenBucketRateLimiter) Middleware() gin.HandlerFunc {
return func(c *gin.Context) {
if !config.IsRedisEnabled() {
c.Next()
return
}
clientIP := c.ClientIP()
key := fmt.Sprintf("%s:%s", rl.keyPrefix, clientIP)
ctx := context.Background()
// Lua script for atomic token bucket
script := `
local key = KEYS[1]
local capacity = tonumber(ARGV[1])
local refill_rate = tonumber(ARGV[2])
local now = tonumber(ARGV[3])
local bucket = redis.call('HMGET', key, 'tokens', 'last_refill')
local tokens = tonumber(bucket[1]) or capacity
local last_refill = tonumber(bucket[2]) or now
local delta = math.min(capacity, tokens + (now - last_refill) * refill_rate)
if delta >= 1 then
redis.call('HMSET', key, 'tokens', delta - 1, 'last_refill', now)
redis.call('EXPIRE', key, 3600)
return {1, math.floor(delta - 1)}
else
redis.call('HMSET', key, 'tokens', delta, 'last_refill', now)
redis.call('EXPIRE', key, 3600)
return {0, math.floor(delta)}
end
`
now := float64(time.Now().Unix())
result, err := config.RedisClient.Eval(ctx, script, []string{key},
rl.capacity, rl.refillRate, now).Result()
if err != nil {
c.Next()
return
}
values := result.([]interface{})
allowed := values[0].(int64) == 1
remaining := values[1].(int64)
c.Header("X-RateLimit-Limit", fmt.Sprintf("%d", rl.capacity))
c.Header("X-RateLimit-Remaining", fmt.Sprintf("%d", remaining))
if !allowed {
c.JSON(http.StatusTooManyRequests, gin.H{
"error": "Rate limit exceeded",
"message": "Too many requests. Please slow down.",
})
c.Abort()
return
}
c.Next()
}
}
```
### 2.4 Caching Middleware
```go
// backend/middleware/cache_redis.go
package middleware
import (
"context"
"crypto/md5"
"encoding/json"
"fmt"
"net/http"
"strings"
"time"
"github.com/gin-gonic/gin"
"github.com/trackeep/backend/config"
)
// RedisCacheConfig holds Redis cache configuration
type RedisCacheConfig struct {
Duration time.Duration
KeyPrefix string
Enabled bool
}
// DefaultRedisCacheConfig returns default cache configuration
func DefaultRedisCacheConfig() RedisCacheConfig {
return RedisCacheConfig{
Duration: 5 * time.Minute,
KeyPrefix: "tk:cache:",
Enabled: true,
}
}
// RedisCacheMiddleware creates a Redis-based cache middleware
func RedisCacheMiddleware(config RedisCacheConfig) gin.HandlerFunc {
if !config.Enabled {
return func(c *gin.Context) {
c.Next()
}
}
return func(c *gin.Context) {
// Only cache GET requests
if c.Request.Method != http.MethodGet {
c.Next()
return
}
// Skip if Redis not available
if !config.IsRedisEnabled() {
c.Next()
return
}
// Generate cache key
cacheKey := generateRedisCacheKey(c, config.KeyPrefix)
// Try to get from cache
ctx := context.Background()
cached, err := config.RedisClient.Get(ctx, cacheKey).Result()
if err == nil && cached != "" {
c.Header("X-Cache", "HIT")
c.Header("Content-Type", "application/json")
c.String(http.StatusOK, cached)
c.Abort()
return
}
// Cache miss
c.Header("X-Cache", "MISS")
// Capture response
writer := &cachedResponseWriter{
ResponseWriter: c.Writer,
buffer: make([]byte, 0),
}
c.Writer = writer
c.Next()
// Cache the response if successful
if c.Writer.Status() == http.StatusOK && len(writer.buffer) > 0 {
config.RedisClient.Set(ctx, cacheKey, string(writer.buffer), config.Duration)
}
}
}
func generateRedisCacheKey(c *gin.Context, prefix string) string {
keyParts := []string{
prefix,
c.Request.URL.Path,
c.Request.URL.RawQuery,
}
if userID := c.GetString("userID"); userID != "" {
keyParts = append(keyParts, "u:"+userID)
}
key := strings.Join(keyParts, ":")
hash := md5.Sum([]byte(key))
return fmt.Sprintf("%s%x", prefix, hash)
}
// InvalidateUserCache removes all cache entries for a user
func InvalidateUserCache(userID string) error {
if !config.IsRedisEnabled() {
return nil
}
ctx := context.Background()
pattern := fmt.Sprintf("tk:cache:*u:%s*", userID)
keys, err := config.RedisClient.Keys(ctx, pattern).Result()
if err != nil {
return err
}
if len(keys) > 0 {
return config.RedisClient.Del(ctx, keys...).Err()
}
return nil
}
```
## 3. Usage Patterns
### 3.1 Search Result Caching
```go
// backend/handlers/search_enhanced.go
func EnhancedSearch(c *gin.Context) {
var filters SearchFilters
if err := c.ShouldBindJSON(&filters); err != nil {
c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
return
}
userID := c.GetUint("user_id")
// Try cache first
cacheKey := fmt.Sprintf("tk:search:%d:%s", userID, hashFilters(filters))
if config.IsRedisEnabled() {
ctx := context.Background()
cached, err := config.RedisClient.Get(ctx, cacheKey).Result()
if err == nil {
var response SearchResponse
if json.Unmarshal([]byte(cached), &response) == nil {
c.Header("X-Cache", "HIT")
c.JSON(http.StatusOK, response)
return
}
}
}
// Perform search
results := performSearch(filters, userID)
// Cache results
if config.IsRedisEnabled() {
ctx := context.Background()
data, _ := json.Marshal(results)
config.RedisClient.Set(ctx, cacheKey, data, 5*time.Minute)
}
c.JSON(http.StatusOK, results)
}
```
### 3.2 Analytics Aggregation Caching
```go
// backend/services/analytics_cache.go
package services
import (
"context"
"encoding/json"
"fmt"
"time"
"github.com/trackeep/backend/config"
"github.com/trackeep/backend/models"
)
type AnalyticsCache struct {
db *gorm.DB
}
func NewAnalyticsCache(db *gorm.DB) *AnalyticsCache {
return &AnalyticsCache{db: db}
}
func (ac *AnalyticsCache) GetDashboardAnalytics(userID uint, startDate, endDate time.Time) (*DashboardAnalytics, error) {
cacheKey := fmt.Sprintf("tk:analytics:dashboard:%d:%s:%s",
userID, startDate.Format("2006-01-02"), endDate.Format("2006-01-02"))
// Try cache
if config.IsRedisEnabled() {
ctx := context.Background()
cached, err := config.RedisClient.Get(ctx, cacheKey).Result()
if err == nil {
var analytics DashboardAnalytics
if err := json.Unmarshal([]byte(cached), &analytics); err == nil {
return &analytics, nil
}
}
}
// Compute analytics
analytics := ac.computeDashboardAnalytics(userID, startDate, endDate)
// Cache for 15 minutes
if config.IsRedisEnabled() {
ctx := context.Background()
data, _ := json.Marshal(analytics)
config.RedisClient.Set(ctx, cacheKey, data, 15*time.Minute)
}
return analytics, nil
}
func (ac *AnalyticsCache) InvalidateUserAnalytics(userID uint) {
if !config.IsRedisEnabled() {
return
}
ctx := context.Background()
pattern := fmt.Sprintf("tk:analytics:*:%d:*", userID)
keys, _ := config.RedisClient.Keys(ctx, pattern).Result()
if len(keys) > 0 {
config.RedisClient.Del(ctx, keys...)
}
}
```
### 3.3 Leaderboard with Sorted Sets
```go
// backend/services/leaderboard.go
package services
import (
"context"
"fmt"
"time"
"github.com/go-redis/redis/v8"
"github.com/trackeep/backend/config"
)
type Leaderboard struct {
key string
}
func NewLeaderboard(challengeID uint) *Leaderboard {
return &Leaderboard{
key: fmt.Sprintf("tk:challenge:%d:leaderboard", challengeID),
}
}
// AddScore adds or updates a user's score
func (lb *Leaderboard) AddScore(userID uint, score float64) error {
if !config.IsRedisEnabled() {
return nil
}
ctx := context.Background()
member := fmt.Sprintf("%d", userID)
return config.RedisClient.ZAdd(ctx, lb.key, &redis.Z{
Score: score,
Member: member,
}).Err()
}
// GetTopN returns top N participants
func (lb *Leaderboard) GetTopN(n int64) ([]LeaderboardEntry, error) {
if !config.IsRedisEnabled() {
return nil, nil
}
ctx := context.Background()
results, err := config.RedisClient.ZRevRangeWithScores(ctx, lb.key, 0, n-1).Result()
if err != nil {
return nil, err
}
entries := make([]LeaderboardEntry, len(results))
for i, result := range results {
userID := parseUint(result.Member.(string))
entries[i] = LeaderboardEntry{
UserID: userID,
Score: result.Score,
Rank: i + 1,
}
}
return entries, nil
}
// GetUserRank returns a specific user's rank and score
func (lb *Leaderboard) GetUserRank(userID uint) (int64, float64, error) {
if !config.IsRedisEnabled() {
return 0, 0, nil
}
ctx := context.Background()
member := fmt.Sprintf("%d", userID)
rank, err := config.RedisClient.ZRevRank(ctx, lb.key, member).Result()
if err != nil {
return 0, 0, err
}
score, err := config.RedisClient.ZScore(ctx, lb.key, member).Result()
if err != nil {
return 0, 0, err
}
return rank + 1, score, nil // Rank is 0-indexed
}
type LeaderboardEntry struct {
UserID uint
Score float64
Rank int
}
```
## 4. Pub/Sub for Real-Time Features
```go
// backend/services/pubsub.go
package services
import (
"context"
"encoding/json"
"fmt"
"github.com/trackeep/backend/config"
)
type PubSub struct {
ctx context.Context
}
func NewPubSub() *PubSub {
return &PubSub{
ctx: context.Background(),
}
}
// PublishMessage publishes a message to a conversation channel
func (ps *PubSub) PublishMessage(conversationID uint, message interface{}) error {
if !config.IsRedisEnabled() {
return nil
}
channel := fmt.Sprintf("tk:messages:%d", conversationID)
data, _ := json.Marshal(message)
return config.RedisClient.Publish(ps.ctx, channel, data).Err()
}
// SubscribeToMessages subscribes to conversation messages
func (ps *PubSub) SubscribeToMessages(conversationID uint, handler func(message []byte)) {
if !config.IsRedisEnabled() {
return
}
channel := fmt.Sprintf("tk:messages:%d", conversationID)
pubsub := config.RedisClient.Subscribe(ps.ctx, channel)
defer pubsub.Close()
ch := pubsub.Channel()
for msg := range ch {
handler([]byte(msg.Payload))
}
}
// PublishNotification publishes a user notification
func (ps *PubSub) PublishNotification(userID uint, notification interface{}) error {
if !config.IsRedisEnabled() {
return nil
}
channel := fmt.Sprintf("tk:notifications:%d", userID)
data, _ := json.Marshal(notification)
return config.RedisClient.Publish(ps.ctx, channel, data).Err()
}
```
## 5. Testing and Monitoring
### 5.1 Health Check Endpoint
```go
// backend/handlers/health.go addition
func HealthCheck(c *gin.Context) {
status := map[string]interface{}{
"status": "ok",
"version": "1.0.0",
}
// Check Redis
if config.IsRedisEnabled() {
ctx, cancel := context.WithTimeout(context.Background(), 2*time.Second)
defer cancel()
if err := config.RedisClient.Ping(ctx).Err(); err != nil {
status["redis"] = "unhealthy"
status["status"] = "degraded"
} else {
poolStats := config.RedisClient.PoolStats()
status["redis"] = map[string]interface{}{
"status": "healthy",
"hits": poolStats.Hits,
"misses": poolStats.Misses,
"total_conns": poolStats.TotalConns,
"idle_conns": poolStats.IdleConns,
}
}
}
c.JSON(http.StatusOK, status)
}
```
### 5.2 Cache Metrics Collection
```go
// backend/middleware/metrics.go addition
func RecordCacheMetrics() {
if !config.IsRedisEnabled() {
return
}
ctx := context.Background()
info := config.RedisClient.Info(ctx, "stats").Val()
// Parse key metrics
hits := parseRedisInfoValue(info, "keyspace_hits")
misses := parseRedisInfoValue(info, "keyspace_misses")
hitRate := float64(hits) / float64(hits+misses) * 100
// Log or export metrics
log.Printf("Cache Hit Rate: %.2f%% (Hits: %d, Misses: %d)", hitRate, hits, misses)
}
```
## 6. Migration Checklist
### Phase 1: Infrastructure (Day 1)
- [ ] Add Redis to Docker Compose
- [ ] Add Redis configuration to `.env.example`
- [ ] Implement `config/redis.go` client setup
- [ ] Add Redis health check to main.go initialization
- [ ] Test connection and basic operations
### Phase 2: Session Storage (Days 2-3)
- [ ] Implement `RedisSessionStore`
- [ ] Add feature flag `REDIS_SESSIONS_ENABLED`
- [ ] Test session persistence across restarts
- [ ] Verify session cleanup works correctly
- [ ] Monitor memory usage
### Phase 3: Rate Limiting (Days 4-5)
- [ ] Implement `RedisRateLimiter` with sliding window
- [ ] Add token bucket variant for burst handling
- [ ] Configure different limits per endpoint
- [ ] Test rate limiting across multiple requests
- [ ] Verify headers are set correctly
### Phase 4: Caching (Week 2)
- [ ] Implement `RedisCacheMiddleware`
- [ ] Add search result caching
- [ ] Add analytics dashboard caching
- [ ] Implement cache invalidation on data changes
- [ ] Configure TTL strategy per content type
### Phase 5: Advanced Features (Week 3)
- [ ] Implement leaderboards with Sorted Sets
- [ ] Add Pub/Sub for real-time messaging
- [ ] Implement distributed locking if needed
- [ ] Add cache warming for hot data
- [ ] Performance benchmarking
### Phase 6: Production Readiness (Week 4)
- [ ] Add Redis Sentinel configuration
- [ ] Configure persistence (AOF + RDB)
- [ ] Set up monitoring and alerting
- [ ] Document operational procedures
- [ ] Load testing and optimization
## 7. Troubleshooting
### Common Issues
**Connection Refused**
```
Error: dial tcp: connect: connection refused
```
- Check Redis container is running: `docker-compose ps`
- Verify network configuration in docker-compose.yml
- Check firewall rules
**Authentication Failed**
```
Error: NOAUTH Authentication required
```
- Verify REDIS_PASSWORD matches docker-compose configuration
- Check for special characters in password
**Memory Limit Reached**
```
Error: OOM command not allowed when used memory > 'maxmemory'
```
- Increase maxmemory in Redis configuration
- Review eviction policy
- Check for memory leaks in cache keys
**High Connection Count**
```
Error: ERR max number of clients reached
```
- Increase maxclients in Redis configuration
- Review connection pool settings
- Check for connection leaks
### Debug Commands
```bash
# Check Redis connection
docker-compose exec redis redis-cli ping
# Monitor Redis commands in real-time
docker-compose exec redis redis-cli monitor
# Check memory usage
docker-compose exec redis redis-cli info memory
# List all keys (use sparingly)
docker-compose exec redis redis-cli keys "*"
# Get specific key info
docker-compose exec redis redis-cli ttl "tk:session:abc123"
docker-compose exec redis redis-cli type "tk:session:abc123"
# Clear all data (WARNING: Destructive)
docker-compose exec redis redis-cli flushall
```
---
**Note:** This guide is a companion to the full architecture analysis document. Refer to `REDIS_ARCHITECTURE_ANALYSIS.md` for detailed rationale and design decisions.