diff --git a/example/flow/app.go b/example/flow/app.go
index c038379dc38a564be58b5ae3daae47381dd7b845..16f591ba4df18d24e32e24c798aa1811c9472fc7 100644
--- a/example/flow/app.go
+++ b/example/flow/app.go
@@ -10,9 +10,18 @@ import (
 	"github.com/yomorun/yomo/pkg/rx"
 )
 
-// NoiseDataKey represents the Tag of a Y3 encoded data packet
+// NoiseDataKey represents the Tag of a Y3 encoded data packet.
 const NoiseDataKey = 0x10
 
+// ThresholdSingleValue is the threshold of a single value.
+const ThresholdSingleValue = 60
+
+// ThresholdAverageValue is the threshold of the average value after a sliding window.
+const ThresholdAverageValue = 55
+
+// SlidingWindowSeconds is the time in seconds of the sliding window.
+const SlidingWindowSeconds = 30
+
 // NoiseData represents the structure of data
 type NoiseData struct {
 	Noise float32 `y3:"0x11"`
@@ -24,6 +33,11 @@ var printer = func(_ context.Context, i interface{}) (interface{}, error) {
 	value := i.(NoiseData)
 	rightNow := time.Now().UnixNano() / int64(time.Millisecond)
 	fmt.Println(fmt.Sprintf("[%s] %d > value: %f ⚡️=%dms", value.From, value.Time, value.Noise, rightNow-value.Time))
+
+	if value.Noise >= ThresholdSingleValue {
+		fmt.Println(fmt.Sprintf("❗ value: %f reaches the threshold %d!", value.Noise, ThresholdSingleValue))
+	}
+
 	return value.Noise, nil
 }
 
@@ -37,13 +51,29 @@ var callback = func(v []byte) (interface{}, error) {
 	return mold, nil
 }
 
+var slidingWindowHandler = func(i interface{}) error {
+	values, ok := i.([]interface{})
+	if ok {
+		var total float32 = 0
+		for _, value := range values {
+			total += value.(float32)
+		}
+		avg := total / float32(len(values))
+		if avg >= ThresholdAverageValue {
+			fmt.Println(fmt.Sprintf("❗ average value in last %d seconds: %f reaches the threshold %d!", SlidingWindowSeconds, avg, ThresholdAverageValue))
+		}
+	}
+	return nil
+}
+
 // Handler will handle data in Rx way
 func Handler(rxstream rx.RxStream) rx.RxStream {
 	stream := rxstream.
 		Subscribe(NoiseDataKey).
 		OnObserve(callback).
-		Debounce(rxgo.WithDuration(50 * time.Millisecond)).
+		Debounce(rxgo.WithDuration(50*time.Millisecond)).
 		Map(printer).
+		SlidingWindowWithTime(SlidingWindowSeconds*time.Second, 1*time.Second, slidingWindowHandler).
 		StdOut().
 		Encode(0x11)
 
diff --git a/pkg/rx/rxstream.go b/pkg/rx/rxstream.go
index d672010c5ef96abb6460109eb5f35c78e0aec861..9d9b37c4a3e5fdf891b61111e591f648d986dec0 100644
--- a/pkg/rx/rxstream.go
+++ b/pkg/rx/rxstream.go
@@ -92,4 +92,12 @@ type RxStream interface {
 	WindowWithTime(timespan rxgo.Duration, opts ...rxgo.Option) RxStream
 	WindowWithTimeOrCount(timespan rxgo.Duration, count int, opts ...rxgo.Option) RxStream
 	ZipFromIterable(iterable rxgo.Iterable, zipper rxgo.Func2, opts ...rxgo.Option) RxStream
+
+	// SlidingWindowWithCount buffers the data in the specified sliding window size, the buffered data can be processed in the handler func.
+	// It returns the orginal data to RxStream, not the buffered slice.
+	SlidingWindowWithCount(windowSize int, slideSize int, handler Handler, opts ...rxgo.Option) RxStream
+
+	// SlidingWindowWithTime buffers the data in the specified sliding window time, the buffered data can be processed in the handler func.
+	// It returns the orginal data to RxStream, not the buffered slice.
+	SlidingWindowWithTime(windowTimespan time.Duration, slideTimespan time.Duration, handler Handler, opts ...rxgo.Option) RxStream
 }
diff --git a/pkg/rx/rxstream_operator.go b/pkg/rx/rxstream_operator.go
index 3b59c71e713adc70cb9f665d43b98d08ba7d4353..4892fa11cc83e05a42fd8b22f54b3b3d229f8118 100644
--- a/pkg/rx/rxstream_operator.go
+++ b/pkg/rx/rxstream_operator.go
@@ -3,8 +3,10 @@ package rx
 import (
 	"bytes"
 	"context"
+	"errors"
 	"fmt"
 	"io"
+	"sync"
 	"time"
 
 	"github.com/cenkalti/backoff/v4"
@@ -691,6 +693,173 @@ func (s *RxStreamImpl) Encode(key byte, opts ...rxgo.Option) RxStream {
 	return CreateObservable(f, opts...)
 }
 
+// SlidingWindowWithCount buffers the data in the specified sliding window size, the buffered data can be processed in the handler func.
+// It returns the orginal data to RxStream, not the buffered slice.
+func (s *RxStreamImpl) SlidingWindowWithCount(windowSize int, slideSize int, handler Handler, opts ...rxgo.Option) RxStream {
+	if windowSize <= 0 {
+		return s.thrown(errors.New("windowSize must be positive"))
+	}
+	if slideSize <= 0 {
+		return s.thrown(errors.New("slideSize must be positive"))
+	}
+
+	f := func(ctx context.Context, next chan rxgo.Item) {
+		defer close(next)
+		observe := s.Observe()
+
+		windowCount := 0
+		currentSlideCount := 0
+		buf := make([]interface{}, windowSize)
+		firstTimeSend := true
+		mutex := sync.Mutex{}
+
+		for {
+			select {
+			case <-ctx.Done():
+				return
+			case item, ok := <-observe:
+				if !ok {
+					return
+				}
+				if item.Error() {
+					return
+				}
+
+				mutex.Lock()
+				if windowCount < windowSize {
+					buf[windowCount] = item.V
+					windowCount++
+				}
+
+				if windowCount == windowSize {
+					// start sliding
+					currentSlideCount++
+
+					// append slide item to buffer
+					if !firstTimeSend {
+						buf = append(buf[1:windowSize], item.V)
+					}
+
+					// reach slide size
+					if currentSlideCount%slideSize == 0 {
+						err := handler(buf)
+						firstTimeSend = false
+						if err != nil {
+							rxgo.Error(err).SendContext(ctx, next)
+							return
+						}
+					}
+				}
+				mutex.Unlock()
+				// immediately send the original item to downstream
+				Of(item.V).SendContext(ctx, next)
+			}
+		}
+	}
+	return CreateObservable(f, opts...)
+}
+
+// SlidingWindowWithTime buffers the data in the specified sliding window time, the buffered data can be processed in the handler func.
+// It returns the orginal data to RxStream, not the buffered slice.
+func (s *RxStreamImpl) SlidingWindowWithTime(windowTimespan time.Duration, slideTimespan time.Duration, handler Handler, opts ...rxgo.Option) RxStream {
+	f := func(ctx context.Context, next chan rxgo.Item) {
+		observe := s.Observe()
+		buf := make([]slidingWithTimeItem, 0)
+		stop := make(chan struct{})
+		firstTimeSend := true
+		mutex := sync.Mutex{}
+
+		checkBuffer := func() {
+			mutex.Lock()
+			// filter items by item
+			updatedBuf := make([]slidingWithTimeItem, 0)
+			availableItems := make([]interface{}, 0)
+			t := time.Now().Add(-windowTimespan)
+			for _, item := range buf {
+				if item.timestamp.After(t) || item.timestamp.Equal(t) {
+					updatedBuf = append(updatedBuf, item)
+					availableItems = append(availableItems, item.data)
+				}
+			}
+			buf = updatedBuf
+
+			// apply and send items
+			if len(availableItems) != 0 {
+				err := handler(availableItems)
+				if err != nil {
+					rxgo.Error(err).SendContext(ctx, next)
+					return
+				}
+			}
+			firstTimeSend = false
+			mutex.Unlock()
+		}
+
+		go func() {
+			defer close(next)
+			for {
+				select {
+				case <-stop:
+					checkBuffer()
+					return
+				case <-ctx.Done():
+					return
+				case <-time.After(windowTimespan):
+					if firstTimeSend {
+						checkBuffer()
+					}
+				case <-time.After(slideTimespan):
+					checkBuffer()
+				}
+			}
+		}()
+
+		for {
+			select {
+			case <-ctx.Done():
+				close(stop)
+				return
+			case item, ok := <-observe:
+				if !ok {
+					close(stop)
+					return
+				}
+				if item.Error() {
+					item.SendContext(ctx, next)
+					close(stop)
+					return
+				} else {
+					mutex.Lock()
+					// buffer data
+					buf = append(buf, slidingWithTimeItem{
+						timestamp: time.Now(),
+						data:      item.V,
+					})
+					mutex.Unlock()
+				}
+				// immediately send the original item to downstream
+				Of(item.V).SendContext(ctx, next)
+			}
+		}
+	}
+	return CreateObservable(f, opts...)
+}
+
+type slidingWithTimeItem struct {
+	timestamp time.Time
+	data      interface{}
+}
+
+// Handler defines a function that handle the input value.
+type Handler func(interface{}) error
+
+func (s *RxStreamImpl) thrown(err error) RxStream {
+	next := make(chan rxgo.Item, 1)
+	next <- rxgo.Error(err)
+	defer close(next)
+	return &RxStreamImpl{observable: rxgo.FromChannel(next)}
+}
+
 func CreateObservable(f func(ctx context.Context, next chan rxgo.Item), opts ...rxgo.Option) RxStream {
 	next := make(chan rxgo.Item)
 	ctx := context.Background()