diff --git a/go.mod b/go.mod
index ecb1792..95a2128 100644
--- a/go.mod
+++ b/go.mod
@@ -5,6 +5,7 @@ go 1.20
 require (
 	cloud.google.com/go/compute/metadata v0.2.3
 	cloud.google.com/go/secretmanager v1.11.2
+	github.com/alicebob/miniredis/v2 v2.34.0
 	github.com/apex/log v1.9.0
 	github.com/cenkalti/backoff/v4 v4.1.3
 	github.com/go-test/deep v1.0.8
@@ -33,12 +34,14 @@ require (
 )
 
 require (
+	github.com/alicebob/gopher-json v0.0.0-20230218143504-906a9b012302 // indirect
 	github.com/evanphx/json-patch v4.9.0+incompatible // indirect
 	github.com/google/s2a-go v0.1.7 // indirect
 	github.com/googleapis/enterprise-certificate-proxy v0.3.2 // indirect
 	github.com/imdario/mergo v0.3.5 // indirect
 	github.com/rogpeppe/go-internal v1.11.0 // indirect
 	github.com/spf13/pflag v1.0.5 // indirect
+	github.com/yuin/gopher-lua v1.1.1 // indirect
 	golang.org/x/sync v0.4.0 // indirect
 	google.golang.org/genproto/googleapis/api v0.0.0-20231016165738-49dd2c1f3d0b // indirect
 	google.golang.org/genproto/googleapis/rpc v0.0.0-20231016165738-49dd2c1f3d0b // indirect
diff --git a/go.sum b/go.sum
index 8ad23ea..be9c9d1 100644
--- a/go.sum
+++ b/go.sum
@@ -55,6 +55,10 @@ github.com/alecthomas/template v0.0.0-20160405071501-a0175ee3bccc/go.mod h1:LOuy
 github.com/alecthomas/template v0.0.0-20190718012654-fb15b899a751/go.mod h1:LOuyumcjzFXgccqObfd/Ljyb9UuFJ6TxHnclSeseNhc=
 github.com/alecthomas/units v0.0.0-20151022065526-2efee857e7cf/go.mod h1:ybxpYRFXyAe+OPACYpWeL0wqObRcbAqCMya13uyzqw0=
 github.com/alecthomas/units v0.0.0-20190717042225-c3de453c63f4/go.mod h1:ybxpYRFXyAe+OPACYpWeL0wqObRcbAqCMya13uyzqw0=
+github.com/alicebob/gopher-json v0.0.0-20230218143504-906a9b012302 h1:uvdUDbHQHO85qeSydJtItA4T55Pw6BtAejd0APRJOCE=
+github.com/alicebob/gopher-json v0.0.0-20230218143504-906a9b012302/go.mod h1:SGnFV6hVsYE877CKEZ6tDNTjaSXYUk6QqoIK6PrAtcc=
+github.com/alicebob/miniredis/v2 v2.34.0 h1:mBFWMaJSNL9RwdGRyEDoAAv8OQc5UlEhLDQggTglU/0=
+github.com/alicebob/miniredis/v2 v2.34.0/go.mod h1:kWShP4b58T1CW0Y5dViCd5ztzrDqRWqM3nksiyXk5s8=
 github.com/apex/log v1.9.0 h1:FHtw/xuaM8AgmvDDTI9fiwoAL25Sq2cxojnZICUU8l0=
 github.com/apex/log v1.9.0/go.mod h1:m82fZlWIuiWzWP04XCTXmnX0xRkYYbCdYn8jbJeLBEA=
 github.com/apex/logs v1.0.0/go.mod h1:XzxuLZ5myVHDy9SAmYpamKKRNApGj54PfYLcFrXqDwo=
@@ -360,6 +364,8 @@ github.com/tj/go-spin v1.1.0/go.mod h1:Mg1mzmePZm4dva8Qz60H2lHwmJ2loum4VIrLgVnKw
 github.com/yuin/goldmark v1.1.25/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9decYSb74=
 github.com/yuin/goldmark v1.1.27/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9decYSb74=
 github.com/yuin/goldmark v1.2.1/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9decYSb74=
+github.com/yuin/gopher-lua v1.1.1 h1:kYKnWBjvbNP4XLT3+bPEwAXJx262OhaHDWDVOPjL46M=
+github.com/yuin/gopher-lua v1.1.1/go.mod h1:GBR0iDaNXjAgGg9zfCvksxSRnQx76gclCIb7kdAd1Pw=
 go.opencensus.io v0.21.0/go.mod h1:mSImk1erAIZhrmZN+AvHh14ztQfjbGwt4TtuofqLduU=
 go.opencensus.io v0.22.0/go.mod h1:+kGneAE2xo2IficOXnaByMWTGM9T73dGwxeWcUqIpI8=
 go.opencensus.io v0.22.2/go.mod h1:yxeiOL68Rb0Xd1ddK5vPZ/oVn4vY4Ynel7k9FzqtOIw=
diff --git a/sketch/countmin.go b/sketch/countmin.go
new file mode 100644
index 0000000..e25930c
--- /dev/null
+++ b/sketch/countmin.go
@@ -0,0 +1,126 @@
+package sketch
+
+import (
+	"context"
+	"hash/fnv"
+	"strconv"
+	"time"
+
+	"github.com/gomodule/redigo/redis"
+)
+
+// CMSketch implements the Sketch interface using Redis as a backend
+type CMSketch struct {
+	config Config
+	pool   *redis.Pool
+	// nowFunc allows overriding time.Now for testing
+	nowFunc func() time.Time
+}
+
+// New creates a new CMSketch with the given configuration and Redis connection pool.
+func New(config Config, pool *redis.Pool) *CMSketch {
+	return &CMSketch{
+		config: config,
+		pool:   pool,
+	}
+}
+
+// hash generates k different hash values for the given item.
+// To generate the different hash values (one per row), we apply the FNV-1a hash
+// function, chosen for its balance of speed and collision resistance in
+// non-cryptographic applications.
+func (s *CMSketch) hash(item string) []uint64 {
+	hashes := make([]uint64, s.config.Depth)
+	h := fnv.New64a()
+
+	for i := 0; i < s.config.Depth; i++ {
+		h.Reset()
+		h.Write([]byte(item))
+		h.Write([]byte{byte(i)}) // Add salt for different hashes
+		hashes[i] = h.Sum64() % uint64(s.config.Width)
+	}
+
+	return hashes
+}
+
+func (s *CMSketch) Increment(ctx context.Context, item string) error {
+	// Get current time window key
+	windowKey := s.getCurrentWindowKey()
+
+	// Get hash values for item
+	hashes := s.hash(item)
+
+	// Get connection from pool
+	conn := s.pool.Get()
+	defer conn.Close()
+
+	// Send all commands to pipeline
+	for i, hash := range hashes {
+		key := s.getCounterKey(windowKey, i)
+		hashStr := strconv.FormatUint(hash, 10)
+
+		conn.Send("HINCRBY", key, hashStr, 1)
+		conn.Send("EXPIRE", key, int(s.config.Window.Seconds()*2))
+	}
+
+	// Execute pipeline
+	return conn.Flush()
+}
+
+// Count returns the minimum estimated count for the given item.
+func (s *CMSketch) Count(ctx context.Context, item string) (int, error) {
+	windowKey := s.getCurrentWindowKey()
+	hashes := s.hash(item)
+
+	conn := s.pool.Get()
+	defer conn.Close()
+
+	var minCount int = -1
+
+	// Send all HGET commands to pipeline
+	for i, hash := range hashes {
+		key := s.getCounterKey(windowKey, i)
+		hashStr := strconv.FormatUint(hash, 10)
+		conn.Send("HGET", key, hashStr)
+	}
+
+	// Execute pipeline
+	if err := conn.Flush(); err != nil {
+		return 0, err
+	}
+
+	// Receive all responses
+	for range hashes {
+		value, err := redis.Int(conn.Receive())
+		if err == redis.ErrNil {
+			value = 0
+		} else if err != nil {
+			return 0, err
+		}
+
+		if minCount == -1 || value < minCount {
+			minCount = value
+		}
+	}
+
+	if minCount == -1 {
+		minCount = 0
+	}
+
+	return minCount, nil
+}
+
+// Helper methods for key management
+// getCurrentWindowKey returns the key for the current time window.
+func (s *CMSketch) getCurrentWindowKey() string {
+	now := time.Now().UTC()
+	if s.nowFunc != nil {
+		now = s.nowFunc()
+	}
+	return now.Format("2006-01-02T15:04")
+}
+
+// getCounterKey returns the key for the counter at the given depth for the given window.
+func (s *CMSketch) getCounterKey(windowKey string, depth int) string {
+	return s.config.RedisKeyPrefix + ":" + windowKey + ":" + strconv.Itoa(depth)
+}
diff --git a/sketch/countmin_test.go b/sketch/countmin_test.go
new file mode 100644
index 0000000..5ae7695
--- /dev/null
+++ b/sketch/countmin_test.go
@@ -0,0 +1,170 @@
+package sketch
+
+import (
+	"context"
+	"testing"
+	"time"
+
+	"github.com/alicebob/miniredis/v2"
+	"github.com/gomodule/redigo/redis"
+)
+
+func setupTestRedis(t *testing.T) (*redis.Pool, func()) {
+	mr, err := miniredis.Run()
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	pool := &redis.Pool{
+		MaxIdle:     1,
+		IdleTimeout: 10 * time.Second,
+		Dial: func() (redis.Conn, error) {
+			return redis.Dial("tcp", mr.Addr())
+		},
+	}
+
+	return pool, func() {
+		pool.Close()
+		mr.Close()
+	}
+}
+
+func TestCMSketch_SingleItem(t *testing.T) {
+	ctx := context.Background()
+	client, cleanup := setupTestRedis(t)
+	defer cleanup()
+
+	config := Config{
+		Width:          1000,
+		Depth:          3,
+		Window:         time.Minute,
+		RedisKeyPrefix: "test",
+	}
+
+	sketch := New(config, client)
+
+	// Test single increment and count
+	err := sketch.Increment(ctx, "item1")
+	if err != nil {
+		t.Fatalf("Failed to increment: %v", err)
+	}
+
+	count, err := sketch.Count(ctx, "item1")
+	if err != nil {
+		t.Fatalf("Failed to count: %v", err)
+	}
+
+	if count != 1 {
+		t.Errorf("Expected count 1, got %d", count)
+	}
+}
+
+func TestCMSketch_MultipleIncrements(t *testing.T) {
+	ctx := context.Background()
+	client, cleanup := setupTestRedis(t)
+	defer cleanup()
+
+	config := Config{
+		Width:          1000,
+		Depth:          3,
+		Window:         time.Minute,
+		RedisKeyPrefix: "test",
+	}
+
+	sketch := New(config, client)
+
+	// Increment same item multiple times
+	expectedCount := 5
+	for i := 0; i < expectedCount; i++ {
+		err := sketch.Increment(ctx, "item1")
+		if err != nil {
+			t.Fatalf("Failed to increment on iteration %d: %v", i, err)
+		}
+	}
+
+	// Verify count
+	count, err := sketch.Count(ctx, "item1")
+	if err != nil {
+		t.Fatalf("Failed to count: %v", err)
+	}
+
+	if count != expectedCount {
+		t.Errorf("Expected count %d, got %d", expectedCount, count)
+	}
+}
+
+func TestCMSketch_TimeWindow(t *testing.T) {
+	ctx := context.Background()
+	client, cleanup := setupTestRedis(t)
+	defer cleanup()
+
+	baseTime := time.Now().UTC()
+	config := Config{
+		Width:          1000,
+		Depth:          3,
+		Window:         time.Minute,
+		RedisKeyPrefix: "test",
+	}
+
+	sketch := New(config, client)
+
+	// Increment in current window
+	err := sketch.Increment(ctx, "item1")
+	if err != nil {
+		t.Fatalf("Failed to increment: %v", err)
+	}
+
+	// Verify count in current window
+	count, err := sketch.Count(ctx, "item1")
+	if err != nil {
+		t.Fatalf("Failed to count: %v", err)
+	}
+
+	if count != 1 {
+		t.Errorf("Expected count 1 in current window, got %d", count)
+	}
+
+	// Move to next time window
+	sketch.nowFunc = func() time.Time {
+		return baseTime.Add(time.Minute)
+	}
+
+	// Count should be 0 in new window
+	count, err = sketch.Count(ctx, "item1")
+	if err != nil {
+		t.Fatalf("Failed to count in second window: %v", err)
+	}
+	if count != 0 {
+		t.Errorf("Expected count 0 in new window, got %d", count)
+	}
+}
+
+func TestCMSketch_RedisErrors(t *testing.T) {
+	ctx := context.Background()
+	pool, cleanup := setupTestRedis(t)
+	defer cleanup()
+
+	config := Config{
+		Width:          1000,
+		Depth:          3,
+		Window:         time.Minute,
+		RedisKeyPrefix: "test",
+	}
+
+	sketch := New(config, pool)
+
+	// Force Redis connection failure by closing the pool.
+	cleanup()
+
+	// Test Increment with broken Redis
+	err := sketch.Increment(ctx, "item1")
+	if err == nil {
+		t.Error("Expected error on Increment with broken Redis connection, got nil")
+	}
+
+	// Test Count with broken Redis
+	_, err = sketch.Count(ctx, "item1")
+	if err == nil {
+		t.Error("Expected error on Count with broken Redis connection, got nil")
+	}
+}
diff --git a/sketch/interface.go b/sketch/interface.go
new file mode 100644
index 0000000..ac86858
--- /dev/null
+++ b/sketch/interface.go
@@ -0,0 +1,30 @@
+package sketch
+
+import (
+	"context"
+	"time"
+)
+
+// Sketch represents a Redis-backed Count-Min Sketch for counting events
+type Sketch interface {
+	// Increment adds 1 to the counters for the given item.
+	Increment(ctx context.Context, item string) error
+
+	// Count returns the estimated count for the given item.
+	Count(ctx context.Context, item string) (int, error)
+}
+
+// Config holds configuration for the Count-Min Sketch
+type Config struct {
+	// Width is the number of counters per hash function
+	Width int
+
+	// Depth is the number of hash functions
+	Depth int
+
+	// Window is the duration of the counting window
+	Window time.Duration
+
+	// RedisKeyPrefix is the prefix for all Redis keys used by this sketch
+	RedisKeyPrefix string
+}