diff --git a/pkg/http/http.go b/pkg/http/http.go
index ab8022cc2f..b47d52937d 100644
--- a/pkg/http/http.go
+++ b/pkg/http/http.go
@@ -26,7 +26,7 @@ import (
 )
 
 const (
-	Timeout = time.Second * 3
+	Timeout = time.Second * 10
 )
 
 func NewHTTPClientWithConf(lc fx.Lifecycle, config *config.Config) *http.Client {
diff --git a/pkg/keyvisual/decorator/decorator.go b/pkg/keyvisual/decorator/decorator.go
index a277f82118..b5b9dc3530 100644
--- a/pkg/keyvisual/decorator/decorator.go
+++ b/pkg/keyvisual/decorator/decorator.go
@@ -29,7 +29,10 @@ type LabelKey struct {
 // LabelStrategy requires cross-border determination and key decoration scheme.
 type LabelStrategy interface {
 	ReloadConfig(cfg *config.KeyVisualConfig)
+	// CrossBorder determines whether two keys not belong to the same logical range.
 	CrossBorder(startKey, endKey string) bool
+	// Label returns the Label information of the key.
+	// Note: When the key is "", need to use LabelGlobalStart or LabelGlobalEnd.
 	Label(key string) LabelKey
 	LabelGlobalStart() LabelKey
 	LabelGlobalEnd() LabelKey
diff --git a/pkg/keyvisual/matrix/axis.go b/pkg/keyvisual/matrix/axis.go
index 8346ac6fab..4f5f134fa7 100644
--- a/pkg/keyvisual/matrix/axis.go
+++ b/pkg/keyvisual/matrix/axis.go
@@ -83,7 +83,7 @@ func (axis *Axis) Focus(strategy Strategy, threshold uint64, ratio int, target i
 	}
 
 	baseChunk := createChunk(axis.Keys, axis.ValuesList[0])
-	newChunk := baseChunk.Focus(strategy, threshold, ratio, target)
+	newChunk := baseChunk.Focus(strategy, threshold, ratio, target, MergeColdLogicalRange)
 	valuesListLen := len(axis.ValuesList)
 	newValuesList := make([][]uint64, valuesListLen)
 	newValuesList[0] = newChunk.Values
@@ -102,7 +102,7 @@ func (axis *Axis) Divide(strategy Strategy, target int) Axis {
 	}
 
 	baseChunk := createChunk(axis.Keys, axis.ValuesList[0])
-	newChunk := baseChunk.Divide(strategy, target)
+	newChunk := baseChunk.Divide(strategy, target, MergeColdLogicalRange)
 	valuesListLen := len(axis.ValuesList)
 	newValuesList := make([][]uint64, valuesListLen)
 	newValuesList[0] = newChunk.Values
@@ -113,6 +113,13 @@ func (axis *Axis) Divide(strategy Strategy, target int) Axis {
 	return CreateAxis(newChunk.Keys, newValuesList)
 }
 
+type FocusMode int
+
+const (
+	NotMergeLogicalRange FocusMode = iota
+	MergeColdLogicalRange
+)
+
 type chunk struct {
 	// Keys and ValuesList[i] from Axis
 	Keys   []string
@@ -209,7 +216,7 @@ func (c *chunk) GetFocusRows(threshold uint64) (count int) {
 // Given a `threshold`, merge the rows with less traffic,
 // and merge the most `ratio` rows at a time.
 // `target` is the estimated final number of rows.
-func (c *chunk) Focus(strategy Strategy, threshold uint64, ratio int, target int) chunk {
+func (c *chunk) Focus(strategy Strategy, threshold uint64, ratio int, target int, mode FocusMode) chunk {
 	newKeys := make([]string, 0, target)
 	newValues := make([]uint64, 0, target)
 	newKeys = append(newKeys, c.Keys[0])
@@ -236,11 +243,66 @@ func (c *chunk) Focus(strategy Strategy, threshold uint64, ratio int, target int
 	}
 	generateBucket(len(c.Values))
 
+	newChunk := createChunk(newKeys, newValues)
+	if mode == MergeColdLogicalRange && len(newValues) >= target {
+		newChunk = newChunk.MergeColdLogicalRange(strategy, threshold, target)
+	}
+	return newChunk
+}
+
+func (c *chunk) MergeColdLogicalRange(strategy Strategy, threshold uint64, target int) chunk {
+	threshold /= 4 // TODO: This var can be adjusted
+
+	newKeys := make([]string, 0, target)
+	newValues := make([]uint64, 0, target)
+	newKeys = append(newKeys, c.Keys[0])
+
+	coldStart := 0
+	coldEnd := 0
+	var coldRangeSum uint64 = 0
+	mergeColdRange := func() {
+		if coldEnd <= coldStart {
+			return
+		}
+		newKeys = append(newKeys, c.Keys[coldEnd])
+		newValues = append(newValues, coldRangeSum)
+		coldStart = coldEnd
+		coldRangeSum = 0
+	}
+	generateRange := func(end int) {
+		if end <= coldEnd {
+			return
+		}
+		var rangeSum uint64 = 0
+		for i := coldEnd; i < end; i++ {
+			rangeSum += c.Values[i]
+		}
+		if coldRangeSum > threshold || rangeSum > threshold {
+			mergeColdRange()
+		}
+		if rangeSum > threshold {
+			newKeys = append(newKeys, c.Keys[coldEnd+1:end+1]...)
+			newValues = append(newValues, c.Values[coldEnd:end]...)
+			coldStart = end
+		} else {
+			coldRangeSum += rangeSum
+		}
+		coldEnd = end
+	}
+
+	for i := range c.Values {
+		if strategy.CrossBorder(c.Keys[i], c.Keys[i+1]) {
+			generateRange(i + 1)
+		}
+	}
+	generateRange(len(c.Values))
+	mergeColdRange()
+
 	return createChunk(newKeys, newValues)
 }
 
 // Divide uses binary search to find a suitable threshold, which can reduce the number of buckets of Axis to near the target.
-func (c *chunk) Divide(strategy Strategy, target int) chunk {
+func (c *chunk) Divide(strategy Strategy, target int, mode FocusMode) chunk {
 	if target >= len(c.Values) {
 		return *c
 	}
@@ -264,5 +326,5 @@ func (c *chunk) Divide(strategy Strategy, target int) chunk {
 	threshold := lowerThreshold
 	focusRows := c.GetFocusRows(threshold)
 	ratio := len(c.Values)/(target-focusRows) + 1
-	return c.Focus(strategy, threshold, ratio, target)
+	return c.Focus(strategy, threshold, ratio, target, mode)
 }
diff --git a/pkg/keyvisual/matrix/plane.go b/pkg/keyvisual/matrix/plane.go
index 1e77694352..3e3f2e91cb 100644
--- a/pkg/keyvisual/matrix/plane.go
+++ b/pkg/keyvisual/matrix/plane.go
@@ -75,7 +75,7 @@ func (plane *Plane) Pixel(strategy Strategy, target int, displayTags []string) M
 		chunks[i] = createChunk(axis.Keys, axis.ValuesList[0])
 	}
 	compactChunk, helper := compact(strategy, chunks)
-	baseKeys := compactChunk.Divide(strategy, target).Keys
+	baseKeys := compactChunk.Divide(strategy, target, NotMergeLogicalRange).Keys
 	matrix := CreateMatrix(strategy, plane.Times, baseKeys, valuesListLen)
 
 	var wg sync.WaitGroup