Redis In-Memory Replica

A production-ready Go library that implements an in-memory Redis replica with real-time synchronization capabilities. The library follows Go best practices for public packages and supports Redis clients like github.com/redis/go-redis.

Features

• Real-time Replication: Connects to Redis master and maintains synchronized copy in memory
• Streaming Parsers: Memory-efficient RESP and RDB parsing for high-throughput applications
• Redis Compatibility: Works with popular Redis clients for read operations
• Lua Script Execution: Full Redis-compatible Lua scripting with EVAL/EVALSHA support
• Production Ready: Comprehensive error handling, logging, metrics, and graceful shutdown
• High Performance: Optimized for >100k ops/sec with minimal memory overhead
• Flexible Configuration: Extensive configuration options with functional options pattern
• Monitoring: Built-in observability with metrics collection and status reporting

Quick Start

Installation

go get github.com/raniellyferreira/redis-inmemory-replica

Basic Usage

package main

import (
    "context"
    "log"
    "time"

    "github.com/raniellyferreira/redis-inmemory-replica"
    "github.com/redis/go-redis/v9"
)

func main() {
    // Create replica with server auto-start
    replica, err := redisreplica.New(
        redisreplica.WithMaster("localhost:6379"),
        redisreplica.WithReplicaAddr(":6380"), // Server starts automatically
    )
    if err != nil {
        log.Fatal(err)
    }
    defer replica.Close()

    // Start replication
    ctx := context.Background()
    if err := replica.Start(ctx); err != nil {
        log.Fatal(err)
    }

    // Wait for initial sync
    if err := replica.WaitForSync(ctx); err != nil {
        log.Fatal(err)
    }

    // Check sync status
    status := replica.SyncStatus()
    log.Printf("Sync completed: %v", status.InitialSyncCompleted)

    // Access data directly through storage
    storage := replica.Storage()
    if value, exists := storage.Get("mykey"); exists {
        log.Printf("Value: %s", value)
    }

    // Connect Redis client to replica server
    client := redis.NewClient(&redis.Options{
        Addr: "localhost:6380",
    })
    defer client.Close()

    // Use Redis commands on replica
    pong, err := client.Ping(ctx).Result()
    if err != nil {
        log.Fatal(err)
    }
    log.Printf("Ping: %s", pong)

    // Read operations work
    val, err := client.Get(ctx, "mykey").Result()
    if err == redis.Nil {
        log.Println("Key does not exist")
    } else if err != nil {
        log.Fatal(err)
    } else {
        log.Printf("Value: %s", val)
    }

    // Write operations return READONLY error
    err = client.Set(ctx, "newkey", "value", 0).Err()
    if err != nil {
        log.Printf("Write error (expected): %v", err)
    }
}

Redis Server Integration

The library includes a production-ready Redis server that automatically starts when you provide a replica address via WithReplicaAddr(). If no replica address is provided, no server listener is started and the library operates in library-only mode.

Automatic Server Startup

The read-only server starts automatically when an address is defined via WithReplicaAddr(). If not provided, no listener is started.

// Server starts automatically when replica address is provided
replica, err := redisreplica.New(
    redisreplica.WithMaster("redis.example.com:6379"),
    redisreplica.WithReplicaAddr(":6380"), // Server auto-starts on this address
)

// No server when replica address is not provided
replicaLibraryOnly, err := redisreplica.New(
    redisreplica.WithMaster("redis.example.com:6379"),
    // No WithReplicaAddr() = no server listener started
)

Supported Redis Commands

The server implements a comprehensive set of Redis commands optimized for read-only replica operations:

Data Access Commands

• GET key - Retrieve value (returns LOADING before sync completion)
• MGET key1 key2 ... - Retrieve multiple values
• EXISTS key [key...] - Check key existence
• TTL key - Get time to live in seconds
• PTTL key - Get time to live in milliseconds
• TYPE key - Get value type

Key Iteration Commands

• KEYS pattern - Find keys matching pattern (use with caution)
• SCAN cursor [MATCH pattern] [COUNT count] - Iterate keys efficiently
• DBSIZE - Get total number of keys

Server Information Commands

• INFO [section...] - Get server information (server, replication, memory)
• ROLE - Get replication role information
• PING [message] - Test connectivity
• COMMAND - Get command information

Administrative Commands

• SELECT db - Switch database
• READONLY - Acknowledge read-only mode
• QUIT - Close connection

Lua Scripting Commands

• EVAL script numkeys key1 ... arg1 ... - Execute Lua script
• EVALSHA sha1 numkeys key1 ... arg1 ... - Execute cached script
• SCRIPT LOAD script - Cache script
• SCRIPT EXISTS sha1 [sha1 ...] - Check script existence
• SCRIPT FLUSH - Clear script cache

Read-Only Behavior

Write operations return appropriate Redis-compatible errors:

client := redis.NewClient(&redis.Options{Addr: ":6380"})

// This will return: "READONLY You can't write against a read only replica"
err := client.Set(ctx, "key", "value", 0).Err()
// err.Error() contains "READONLY"

err = client.Del(ctx, "key").Err()
// err.Error() contains "READONLY"

Write Command Redirection

Optionally, you can enable write command redirection to forward write operations to the master instead of returning READONLY errors:

// Default behavior: return READONLY errors for writes
replica, err := redisreplica.New(
    redisreplica.WithMaster("localhost:6379"),
    redisreplica.WithReplicaAddr(":6380"),
    // WithWriteRedirection defaults to false
)

// Enable write redirection to master
replica, err := redisreplica.New(
    redisreplica.WithMaster("localhost:6379"),
    redisreplica.WithReplicaAddr(":6380"),
    redisreplica.WithWriteRedirection(true), // Forward writes to master
)

When enabled, write commands are automatically forwarded to the master with proper authentication, and responses are proxied back to clients:

client := redis.NewClient(&redis.Options{Addr: ":6380"})

// With redirection enabled, this will succeed by forwarding to master
err := client.Set(ctx, "key", "value", 0).Err()
if err != nil {
    log.Printf("Set failed: %v", err) // Only fails if master is unreachable
} else {
    log.Println("Write successfully forwarded to master")
}

// Read operations continue to work normally from replica
val, err := client.Get(ctx, "key").Result()

Note: Write redirection requires the master to be accessible and may introduce additional latency. Use this feature when you need seamless read/write access through the replica.

Loading State

Before initial synchronization completes, read operations return LOADING errors:

// Before sync completion
val, err := client.Get(ctx, "key").Result()
// err.Error() contains "LOADING Redis is loading the dataset in memory"

Example: Full Integration

package main

import (
    "context"
    "log"
    "time"

    "github.com/raniellyferreira/redis-inmemory-replica"
    "github.com/redis/go-redis/v9"
)

func main() {
    // Create replica with Redis server
    replica, err := redisreplica.New(
        redisreplica.WithMaster("localhost:6379"),
        redisreplica.WithReplicaAddr(":6380"),
    )
    if err != nil {
        log.Fatal(err)
    }
    defer replica.Close()

    // Start replication and server
    ctx := context.Background()
    if err := replica.Start(ctx); err != nil {
        log.Fatal(err)
    }

    // Connect Redis client
    client := redis.NewClient(&redis.Options{
        Addr: "localhost:6380",
    })
    defer client.Close()

    // Test connectivity
    pong, err := client.Ping(ctx).Result()
    if err != nil {
        log.Fatal(err)
    }
    log.Printf("Connected: %s", pong)

    // Wait for sync to complete
    if err := replica.WaitForSync(ctx); err != nil {
        log.Fatal(err)
    }

    // Now read operations work normally
    keys, err := client.Keys(ctx, "*").Result()
    if err != nil {
        log.Fatal(err)
    }
    log.Printf("Keys: %v", keys)

    // Get replication information
    info, err := client.Info(ctx, "replication").Result()
    if err != nil {
        log.Fatal(err)
    }
    log.Printf("Replication info:\n%s", info)

    // Get role information
    role, err := client.Do(ctx, "ROLE").Result()
    if err != nil {
        log.Fatal(err)
    }
    log.Printf("Role: %v", role)
}

Lua Script Execution

The library provides comprehensive Redis-compatible Lua script execution, enabling atomic operations and complex data processing.

Supported Commands

• EVAL script numkeys key1 ... arg1 ... - Execute Lua script
• EVALSHA sha1 numkeys key1 ... arg1 ... - Execute cached script
• SCRIPT LOAD script - Cache script and return SHA1
• SCRIPT EXISTS sha1 [sha1 ...] - Check if scripts exist
• SCRIPT FLUSH - Remove all cached scripts

Basic Lua Scripting

package main

import (
    "fmt"
    "log"
    
    "github.com/raniellyferreira/redis-inmemory-replica/lua"
    "github.com/raniellyferreira/redis-inmemory-replica/storage"
)

func main() {
    // Create storage and Lua engine
    stor := storage.NewMemory()
    engine := lua.NewEngine(stor)

    // Simple script execution
    result, err := engine.Eval("return 'Hello from Lua!'", []string{}, []string{})
    if err != nil {
        log.Fatal(err)
    }
    fmt.Printf("Result: %v\n", result)

    // Using KEYS and ARGV
    script := "return KEYS[1] .. ':' .. ARGV[1]"
    result, err = engine.Eval(script, []string{"user"}, []string{"123"})
    if err != nil {
        log.Fatal(err)
    }
    fmt.Printf("Result: %v\n", result) // Output: "user:123"
}

Redis Commands in Lua

Scripts can execute Redis commands using redis.call() and redis.pcall():

// Redis commands in Lua scripts
script := `
    redis.call('SET', KEYS[1], ARGV[1])
    local value = redis.call('GET', KEYS[1])
    return 'Stored and retrieved: ' .. value
`
result, err := engine.Eval(script, []string{"mykey"}, []string{"myvalue"})
// Result: "Stored and retrieved: myvalue"

// Error handling with redis.pcall()
script = `
    local result = redis.pcall('GET', 'nonexistent')
    if type(result) == 'table' and result.err then
        return 'Error: ' .. result.err
    else
        return 'Success: ' .. tostring(result)
    end
`
result, err = engine.Eval(script, []string{}, []string{})

Script Caching

Use script caching for better performance with frequently executed scripts:

// Load and cache a script
script := "return 'This is a cached script with arg: ' .. (ARGV[1] or 'none')"
sha := engine.LoadScript(script)
fmt.Printf("Script SHA1: %s\n", sha)

// Execute cached script by SHA1
result, err := engine.EvalSHA(sha, []string{}, []string{"hello"})
if err != nil {
    log.Fatal(err)
}
fmt.Printf("Result: %v\n", result)

// Check if scripts exist
exists := engine.ScriptExists([]string{sha})
fmt.Printf("Script exists: %v\n", exists[0])

// Flush all cached scripts
engine.FlushScripts()

Complex Script Example

// Complex script with loops and multiple Redis operations
script := `
    local results = {}
    for i = 1, #KEYS do
        local key = KEYS[i]
        local val = ARGV[i] or 'default'
        redis.call('SET', key, val)
        results[i] = key .. '=' .. redis.call('GET', key)
    end
    return results
`

keys := []string{"key1", "key2", "key3"}
args := []string{"val1", "val2", "val3"}
result, err := engine.Eval(script, keys, args)
// Result: ["key1=val1", "key2=val2", "key3=val3"]

Integration with Redis Clients

The Lua execution engine integrates seamlessly with Redis clients:

// Using with github.com/redis/go-redis
client := redis.NewClient(&redis.Options{
    Addr: "replica:6380", // Your replica server address
})

script := "return redis.call('SET', KEYS[1], ARGV[1])"
result := client.Eval(ctx, script, []string{"mykey"}, "myvalue")

// Using EVALSHA for cached scripts
sha := client.ScriptLoad(ctx, script).Val()
result = client.EvalSHA(ctx, sha, []string{"mykey"}, "myvalue")

Performance

The Lua execution engine is optimized for high performance:

• Simple scripts: ~85μs per execution
• Redis commands: ~97μs per execution
• Cached scripts (EVALSHA): ~85μs per execution
• Memory efficient: ~220KB per execution with minimal allocations

Data Type Conversion

The engine provides seamless conversion between Lua and Redis data types:

Lua Type	Redis Type	Notes
nil	Null bulk string	Represents Redis NULL
false	Null bulk string	Redis treats false as NULL
string	Bulk string	Direct conversion
number	Integer/Bulk string	Integers vs floats handled appropriately
table (array)	Array	Lua arrays become Redis arrays
table (hash)	Array of key-value pairs	Lua hashes flattened to arrays

Configuration Options

The library supports extensive configuration through functional options:

replica, err := redisreplica.New(
    // Master connection
    redisreplica.WithMaster("redis.example.com:6379"),
    redisreplica.WithMasterAuth(os.Getenv("REDIS_PASSWORD")), // Use environment variable
    redisreplica.WithTLS(&tls.Config{...}),
    
    // Local server (starts automatically when address is provided)
    redisreplica.WithReplicaAddr(":6380"),
    
    // Timeouts and limits
    redisreplica.WithSyncTimeout(30*time.Second),
    redisreplica.WithMaxMemory(1024*1024*1024), // 1GB
    
    // Observability
    redisreplica.WithLogger(customLogger),
    redisreplica.WithMetrics(metricsCollector),
    
    // Behavioral options
    redisreplica.WithCommandFilters([]string{"SET", "DEL"}),
    redisreplica.WithWriteRedirection(true), // Forward writes to master instead of READONLY errors
)

Storage Cleanup Configurations

The library includes an optimized incremental cleanup system that mirrors Redis native behavior. Six predefined cleanup configurations are available for different use cases:

Predefined Configurations

import "github.com/raniellyferreira/redis-inmemory-replica/storage"

// For most use cases (default)
replica.Storage().SetCleanupConfig(storage.CleanupConfigDefault)

// Optimized for specific dataset sizes
replica.Storage().SetCleanupConfig(storage.CleanupConfigSmallDataset)    // < 10,000 keys
replica.Storage().SetCleanupConfig(storage.CleanupConfigMediumDataset)   // 10,000-100,000 keys  
replica.Storage().SetCleanupConfig(storage.CleanupConfigLargeDataset)    // > 100,000 keys

// Performance-focused configurations
replica.Storage().SetCleanupConfig(storage.CleanupConfigBestPerformance) // Maximum cleanup throughput
replica.Storage().SetCleanupConfig(storage.CleanupConfigLowLatency)      // Minimal impact on response times

Configuration Details

Configuration	Sample Size	Max Rounds	Batch Size	Expired Threshold	Use Case
CleanupConfigDefault	20	4	10	25%	Balanced performance for most applications
CleanupConfigSmallDataset	10	2	5	50%	Datasets with < 10,000 keys
CleanupConfigMediumDataset	25	5	12	30%	Datasets with 10,000-100,000 keys
CleanupConfigLargeDataset	50	8	25	15%	Datasets with > 100,000 keys
CleanupConfigBestPerformance	100	10	50	10%	Maximum cleanup throughput
CleanupConfigLowLatency	15	3	8	40%	Latency-sensitive applications

Custom Configuration

For specific requirements, you can create custom cleanup configurations:

import "github.com/raniellyferreira/redis-inmemory-replica/storage"

customConfig := storage.CleanupConfig{
    SampleSize:       30,    // Keys sampled per round
    MaxRounds:        6,     // Max cleanup rounds per cycle  
    BatchSize:        15,    // Keys deleted per batch
    ExpiredThreshold: 0.2,   // Continue if ≥20% sampled keys expired
}

replica.Storage().SetCleanupConfig(customConfig)

Security

This library includes comprehensive security features for production deployments:

TLS Configuration

Use secure TLS with proper certificate validation:

// Option 1: Custom TLS configuration
tlsConfig := &tls.Config{
    ServerName:         "redis.example.com",
    InsecureSkipVerify: false, // Always verify certificates in production
    MinVersion:         tls.VersionTLS12,
}

replica, err := redisreplica.New(
    redisreplica.WithMaster("redis.example.com:6380"),
    redisreplica.WithTLS(tlsConfig),
)

// Option 2: Secure TLS with defaults (recommended)
replica, err := redisreplica.New(
    redisreplica.WithMaster("redis.example.com:6380"),
    redisreplica.WithSecureTLS("redis.example.com"), // Secure defaults
)

Authentication & Authorization

Configure strong authentication using environment variables:

replica, err := redisreplica.New(
    redisreplica.WithMaster("redis.example.com:6379"),
    redisreplica.WithMasterAuth(os.Getenv("REDIS_MASTER_PASSWORD")), // Never hardcode
    redisreplica.WithReplicaAuth(os.Getenv("REDIS_REPLICA_PASSWORD")), // For replica server
    redisreplica.WithReadOnly(true), // Enforce read-only mode
)

Security Note: Always use environment variables or secure configuration management for credentials. Never hardcode passwords in source code.

Network Security

Configure proper timeouts and limits:

replica, err := redisreplica.New(
    redisreplica.WithConnectTimeout(10*time.Second),
    redisreplica.WithReadTimeout(30*time.Second),
    redisreplica.WithWriteTimeout(10*time.Second),
    redisreplica.WithMaxMemory(100*1024*1024), // 100MB limit
)

Database Filtering

Limit replication to specific databases:

replica, err := redisreplica.New(
    redisreplica.WithDatabases([]int{0, 1}), // Only replicate databases 0 and 1
)

Security Auditing

The library includes comprehensive security scanning that filters out false positives:

# Run comprehensive security audit
make security-audit

# Install security tools
make security-install

# Run vulnerability scan
make security-scan

# Run static security analysis
make security-static

Enhanced Security Features:

• Smart Secret Detection: Distinguishes between actual hardcoded secrets and legitimate variable names
• Test File Exclusion: Security scans automatically ignore test files and examples
• Safe Operation Marking: Use // safe: reason comments for intentional unsafe operations
• CI/CD Integration: Automated security checks in GitHub Actions prevent security issues

Security Best Practices

1. Always use TLS in production environments
2. Configure strong authentication for both master and replica
3. Set appropriate timeouts to prevent hanging connections
4. Use memory limits to prevent DoS attacks
5. Filter databases to limit exposure
6. Monitor and log security events
7. Keep dependencies updated and scan for vulnerabilities

For detailed security guidelines, see SECURITY.md.

Examples

Basic Example

See examples/basic/main.go for a complete basic usage example.

# Run basic example (requires Redis on localhost:6379)
make examples

Lua Scripting Examples

See examples/lua-demo/main.go for standalone Lua scripting examples.

See examples/replica-lua-demo/main.go for Lua scripting integrated with replication.

# Run Lua demo examples
cd examples/lua-demo && go run main.go
cd examples/replica-lua-demo && go run main.go

Monitoring Example

See examples/monitoring/main.go for monitoring and observability features.

Cluster Example

See examples/cluster/main.go for managing multiple replicas.

API Reference

Core Types

Replica

The main replica instance:

type Replica struct {
    Stats ReplicationStats // Exported for monitoring
}

// Create new replica
func New(opts ...Option) (*Replica, error)

// Lifecycle management
func (r *Replica) Start(ctx context.Context) error
func (r *Replica) Close() error

// Synchronization
func (r *Replica) WaitForSync(ctx context.Context) error
func (r *Replica) SyncStatus() SyncStatus
func (r *Replica) OnSyncComplete(fn func())

// Data access
func (r *Replica) Storage() storage.Storage
func (r *Replica) IsConnected() bool
func (r *Replica) GetInfo() map[string]interface{}

SyncStatus

Provides detailed synchronization status:

type SyncStatus struct {
    InitialSyncCompleted bool
    InitialSyncProgress  float64 // 0.0 to 1.0
    Connected           bool
    MasterHost          string
    ReplicationOffset   int64
    LastSyncTime        time.Time
    BytesReceived       int64
    CommandsProcessed   int64
}

Storage Interface

Direct access to the underlying storage:

type Storage interface {
    // String operations
    Get(key string) ([]byte, bool)
    Set(key string, value []byte, expiry *time.Time) error
    Del(keys ...string) int64
    Exists(keys ...string) int64
    
    // Key operations
    Keys() []string
    KeyCount() int64
    Scan(cursor int64, match string, count int64) (int64, []string)
    
    // Database operations
    SelectDB(db int) error
    FlushAll() error
    
    // Metadata
    Info() map[string]interface{}
    MemoryUsage() int64
    Close() error
}

Performance

The library is optimized for high performance:

• Throughput: >100k operations/second
• Memory Overhead: <20% compared to data size
• Sync Speed: 1GB RDB sync in <30 seconds
• GC Pressure: Minimal through object pooling

Benchmarks

# Run standard benchmarks
make benchmark

# Run comprehensive benchmark suite with standardized configuration
make bench-all

# Generate CPU profile for a specific benchmark
make profile pkg=./storage bench=BenchmarkStorageGet type=cpu

# Compare two benchmark runs
make bench-compare base=baseline.txt head=current.txt

Example results:

BenchmarkRESPParser-8    	 1000000	      1200 ns/op	     256 B/op	       4 allocs/op
BenchmarkStorageGet-8    	 5000000	       300 ns/op	       0 B/op	       0 allocs/op
BenchmarkStorageSet-8    	 2000000	       800 ns/op	     128 B/op	       2 allocs/op

Performance Audit

For detailed performance analysis and optimization guidance, see the Performance Audit Guide. This guide provides:

• Comprehensive benchmarking methodology with standardized flags and environment setup
• CPU, memory, and allocation profiling using pprof
• Statistical comparison of benchmark results with benchstat
• Subsystem-specific analysis checklists for RESP parser, RDB ingest, storage, pattern matching, expiration cleanup, and Lua engine
• Common optimization patterns and best practices
• Automated scripts for repeatable performance testing

The performance audit infrastructure includes:

• scripts/perf/bench.sh - Execute benchmarks across all packages
• scripts/perf/profile.sh - Generate CPU/memory/allocation profiles
• scripts/perf/compare.sh - Statistical comparison with benchstat
• Comprehensive benchmark coverage for all critical paths

Performance Roadmap

See ROADMAP.md for the detailed performance optimization roadmap. This document outlines:

• Structured optimization plan organized in phases with defined metrics
• Target improvements for allocations (30-50% reduction) and latency (10-25% improvement)
• Baseline metrics for all critical paths
• Tactical interventions for RESP parser, storage, RDB ingest, and Lua engine
• Risk assessment and mitigation strategies
• Acceptance criteria for each optimization phase

The roadmap provides a systematic approach to achieving performance comparable to or exceeding reference implementations like rueidis.

• CI/CD integration for continuous performance monitoring

Architecture

Components

• Protocol Package: Streaming RESP parser and writer
• Storage Package: In-memory storage with Redis data types
• Replication Package: Redis replication protocol implementation
• Lua Package: Redis-compatible Lua script execution engine
• Server Package: Redis protocol server with command processing
• Main Package: High-level API and configuration

Data Flow

Redis Master → RESP Protocol → RDB Parser → Storage Layer → Application
                              ↓
                         Command Stream → Command Processor → Storage Updates
                              ↓
                         Lua Engine → Script Execution → Redis Commands

Compatibility

• Redis Versions: 5.0+ replication protocol, Enhanced Redis 7.x support
• Go Versions: 1.24.5+
• Redis Clients: Compatible with github.com/redis/go-redis and others
• Platforms: Linux, macOS, Windows

Development

Setup

# Clone repository
git clone https://github.com/raniellyferreira/redis-inmemory-replica.git
cd redis-inmemory-replica

# Set up development environment
make dev-setup

# Run tests
make test

# Run linter
make lint

Project Structure

redis-inmemory-replica/
├── doc.go              # Package documentation
├── replica.go          # Main API
├── options.go          # Configuration options
├── errors.go           # Custom errors
├── version.go          # Version information
├── protocol/           # RESP protocol implementation
├── storage/            # Storage interfaces and implementation
├── replication/        # Replication client and sync logic
├── lua/                # Lua script execution engine
├── server/             # Redis protocol server
├── examples/           # Usage examples
│   ├── basic/          # Basic replication example
│   ├── lua-demo/       # Lua scripting examples
│   ├── replica-lua-demo/ # Integrated Lua + replication
│   ├── monitoring/     # Monitoring and metrics
│   └── cluster/        # Multiple replica management
├── Makefile           # Build automation
└── README.md          # This file

Testing

# Run all tests
make test

# Run tests with coverage
make coverage

# Run benchmarks
make benchmark

# Run linter
make lint

Contributing

1. Fork the repository
2. Create a feature branch (git checkout -b feature/amazing-feature)
3. Commit your changes (git commit -m 'Add amazing feature')
4. Push to the branch (git push origin feature/amazing-feature)
5. Open a Pull Request

Code Style

• Follow standard Go conventions
• Add tests for new functionality
• Update documentation as needed
• Run make check before submitting

Monitoring and Observability

Custom Logger

Implement the Logger interface for custom logging:

type CustomLogger struct{}

func (l *CustomLogger) Debug(msg string, fields ...Field) {
    // Your debug logging
}

func (l *CustomLogger) Info(msg string, fields ...Field) {
    // Your info logging  
}

func (l *CustomLogger) Error(msg string, fields ...Field) {
    // Your error logging
}

Metrics Collection

Implement the MetricsCollector interface:

type CustomMetrics struct{}

func (m *CustomMetrics) RecordSyncDuration(duration time.Duration) {
    // Record sync duration
}

func (m *CustomMetrics) RecordCommandProcessed(cmd string, duration time.Duration) {
    // Record command processing metrics
}

// ... other methods

Troubleshooting

Common Issues

1. Connection Refused

   • Ensure Redis master is running and accessible
   • Check firewall settings and network connectivity

2. Authentication Failed

   • Verify Redis AUTH password
   • Check Redis configuration for authentication requirements

3. Sync Timeout

   • Increase sync timeout for large datasets
   • Check network bandwidth and Redis performance

4. Memory Issues

   • Set appropriate memory limits with WithMaxMemory
   • Monitor memory usage with GetInfo()

License

This project is licensed under the MIT License - see the LICENSE file for details.

Acknowledgments

• Redis team for the excellent protocol documentation
• Go community for best practices and patterns
• Contributors and users of this library

---

For more information, visit the documentation or check out the examples.