diff --git a/pkg/network/protocols/http/protocol.go b/pkg/network/protocols/http/protocol.go
index 0c1c4e8b2bc06..aa64c99e16fe3 100644
--- a/pkg/network/protocols/http/protocol.go
+++ b/pkg/network/protocols/http/protocol.go
@@ -225,6 +225,11 @@ func (p *protocol) GetStats() *protocols.ProtocolStats {
 	}
 }
 
+// ReleaseStats release objects back to pool.
+func (p *protocol) ReleaseStats() {
+	p.statkeeper.ReleaseSketches()
+}
+
 // IsBuildModeSupported returns always true, as http module is supported by all modes.
 func (*protocol) IsBuildModeSupported(buildmode.Type) bool {
 	return true
diff --git a/pkg/network/protocols/http/statkeeper.go b/pkg/network/protocols/http/statkeeper.go
index 6cb428c4722bf..28358e637b862 100644
--- a/pkg/network/protocols/http/statkeeper.go
+++ b/pkg/network/protocols/http/statkeeper.go
@@ -15,6 +15,8 @@ import (
 	"github.com/DataDog/datadog-agent/pkg/network/config"
 	"github.com/DataDog/datadog-agent/pkg/network/usm/utils"
 	"github.com/DataDog/datadog-agent/pkg/util/log"
+	ddsync "github.com/DataDog/datadog-agent/pkg/util/sync"
+	"github.com/DataDog/sketches-go/ddsketch"
 )
 
 // StatKeeper is responsible for aggregating HTTP stats.
@@ -34,6 +36,9 @@ type StatKeeper struct {
 	buffer []byte
 
 	oversizedLogLimit *log.Limit
+
+	// pool of 'DDSketch' objects
+	sketches *ddsync.TypedPool[ddsketch.DDSketch]
 }
 
 // NewStatkeeper returns a new StatKeeper.
@@ -59,6 +64,7 @@ func NewStatkeeper(c *config.Config, telemetry *Telemetry, incompleteBuffer Inco
 		buffer:               make([]byte, getPathBufferSize(c)),
 		telemetry:            telemetry,
 		oversizedLogLimit:    log.NewLogLimit(10, time.Minute*10),
+		sketches:             newSketchPool(),
 	}
 }
 
@@ -107,6 +113,7 @@ func (h *StatKeeper) GetAndResetAllStats() (stats map[Key]*RequestStats) {
 // Close closes the stat keeper.
 func (h *StatKeeper) Close() {
 	h.oversizedLogLimit.Close()
+	h.ReleaseSketches()
 }
 
 func (h *StatKeeper) add(tx Transaction) {
@@ -157,6 +164,7 @@ func (h *StatKeeper) add(tx Transaction) {
 		}
 		h.telemetry.aggregations.Add(1)
 		stats = NewRequestStats()
+		stats.Sketches = h.sketches
 		h.stats[key] = stats
 	}
 
@@ -217,3 +225,22 @@ func (h *StatKeeper) clearEphemeralPorts(aggregator *utils.ConnectionAggregator,
 		stats[key] = aggregation
 	}
 }
+
+// newSketchPool creates new pool of 'DDSketch' objects.
+func newSketchPool() *ddsync.TypedPool[ddsketch.DDSketch] {
+	sketchPool := ddsync.NewTypedPool(func() *ddsketch.DDSketch {
+		sketch, err := ddsketch.NewDefaultDDSketch(RelativeAccuracy)
+		if err != nil {
+			log.Debugf("http stats, could not create new ddsketch for pool, error: %v", err)
+		}
+		return sketch
+	})
+	return sketchPool
+}
+
+// ReleaseSketches puts 'DDSketch' objects back to pool.
+func (h *StatKeeper) ReleaseSketches() {
+	for _, stats := range h.stats {
+		stats.PutSketches()
+	}
+}
diff --git a/pkg/network/protocols/http/statkeeper_test.go b/pkg/network/protocols/http/statkeeper_test.go
index 8ae60da8b5859..79e996a46e31c 100644
--- a/pkg/network/protocols/http/statkeeper_test.go
+++ b/pkg/network/protocols/http/statkeeper_test.go
@@ -25,6 +25,9 @@ func TestProcessHTTPTransactions(t *testing.T) {
 	cfg.MaxHTTPStatsBuffered = 1000
 	tel := NewTelemetry("http")
 	sk := NewStatkeeper(cfg, tel, NewIncompleteBuffer(cfg, tel))
+	t.Cleanup(func() {
+		sk.ReleaseSketches()
+	})
 
 	srcString := "1.1.1.1"
 	dstString := "2.2.2.2"
@@ -53,6 +56,7 @@ func TestProcessHTTPTransactions(t *testing.T) {
 		for i := 0; i < 5; i++ {
 			s := stats.Data[uint16((i+1)*100)]
 			require.NotNil(t, s)
+			require.NotNil(t, s.Latencies)
 			assert.Equal(t, 2, s.Count)
 			assert.Equal(t, 2.0, s.Latencies.GetCount())
 
@@ -64,6 +68,7 @@ func TestProcessHTTPTransactions(t *testing.T) {
 			assert.True(t, p50 >= expectedLatency-acceptableError)
 			assert.True(t, p50 <= expectedLatency+acceptableError)
 		}
+		sk.ReleaseSketches()
 	}
 }
 
@@ -322,3 +327,55 @@ func TestHTTPCorrectness(t *testing.T) {
 		require.Len(t, stats, 0)
 	})
 }
+
+func makeStatkeeper() *StatKeeper {
+	cfg := config.New()
+	cfg.MaxHTTPStatsBuffered = 100000
+	tel := NewTelemetry("http")
+	return NewStatkeeper(cfg, tel, NewIncompleteBuffer(cfg, tel))
+}
+
+func benchmarkHTTPStatkeeper(b *testing.B, sk *StatKeeper) {
+	sourceIP := util.AddressFromString("1.1.1.1")
+	sourcePort := 1234
+	destIP := util.AddressFromString("2.2.2.2")
+	destPort := 8080
+
+	const numPaths = 10000
+	const uniqPaths = 50
+	b.ReportAllocs()
+	b.ResetTimer()
+	for i := 0; i < b.N; i++ {
+		sk.GetAndResetAllStats()
+		for p := 0; p < numPaths; p++ {
+			b.StopTimer()
+			//we use subset of unique endpoints, but those will occur over and over again like in regular target application
+			path := "/testpath/blablabla/dsadas/isdaasd/asdasadsadasd" + strconv.Itoa(p%uniqPaths)
+			//we simulate different conn tuples by increasing the port number
+			newSourcePort := sourcePort + (p % 30)
+			statusCode := (i%5 + 1) * 100
+			latency := time.Duration(i%5+1) * time.Millisecond
+			tx := generateIPv4HTTPTransaction(sourceIP, destIP, newSourcePort, destPort, path, statusCode, latency)
+			b.StartTimer()
+			sk.Process(tx)
+		}
+		sk.ReleaseSketches()
+	}
+	b.StopTimer()
+}
+
+// BenchmarkHTTPStatkeeperWithPool benchmark allocations with pool of 'DDSketch' objects
+func BenchmarkHTTPStatkeeperWithPool(b *testing.B) {
+	sk := makeStatkeeper()
+
+	benchmarkHTTPStatkeeper(b, sk)
+}
+
+// BenchmarkHTTPStatkeeperNoPool benchmark allocations without pool of 'DDSketch' objects
+func BenchmarkHTTPStatkeeperNoPool(b *testing.B) {
+	sk := makeStatkeeper()
+	// disable pool of 'DDSketch' objects
+	sk.sketches = nil
+
+	benchmarkHTTPStatkeeper(b, sk)
+}
diff --git a/pkg/network/protocols/http/stats.go b/pkg/network/protocols/http/stats.go
index 43c86354f4bcb..949b69ed7961f 100644
--- a/pkg/network/protocols/http/stats.go
+++ b/pkg/network/protocols/http/stats.go
@@ -6,12 +6,12 @@
 package http
 
 import (
-	"github.com/DataDog/sketches-go/ddsketch"
-
 	"github.com/DataDog/datadog-agent/pkg/network/types"
 	"github.com/DataDog/datadog-agent/pkg/process/util"
 	"github.com/DataDog/datadog-agent/pkg/util/intern"
 	"github.com/DataDog/datadog-agent/pkg/util/log"
+	ddsync "github.com/DataDog/datadog-agent/pkg/util/sync"
+	"github.com/DataDog/sketches-go/ddsketch"
 )
 
 // Interner is used to intern strings to save memory allocations.
@@ -138,7 +138,8 @@ func (r *RequestStat) initSketch() (err error) {
 
 // RequestStats stores HTTP request statistics.
 type RequestStats struct {
-	Data map[uint16]*RequestStat
+	Data     map[uint16]*RequestStat
+	Sketches *ddsync.TypedPool[ddsketch.DDSketch]
 }
 
 // NewRequestStats creates a new RequestStats object.
@@ -221,7 +222,9 @@ func (r *RequestStats) AddRequest(statusCode uint16, latency float64, staticTags
 	}
 
 	if stats.Latencies == nil {
-		if err := stats.initSketch(); err != nil {
+		if r.Sketches != nil {
+			stats.Latencies = r.Sketches.Get()
+		} else if err := stats.initSketch(); err != nil {
 			return
 		}
 
@@ -245,3 +248,13 @@ func (r *RequestStats) HalfAllCounts() {
 		}
 	}
 }
+
+// PutSketches returns all obtained 'DDSketch' objects to the pool.
+func (r *RequestStats) PutSketches() {
+	if r.Sketches != nil {
+		for _, stats := range r.Data {
+			r.Sketches.Put(stats.Latencies)
+			stats.Latencies = nil
+		}
+	}
+}
diff --git a/pkg/network/protocols/http2/protocol.go b/pkg/network/protocols/http2/protocol.go
index 433f55e15715e..a8fd1375a480b 100644
--- a/pkg/network/protocols/http2/protocol.go
+++ b/pkg/network/protocols/http2/protocol.go
@@ -431,6 +431,11 @@ func (p *Protocol) GetStats() *protocols.ProtocolStats {
 	}
 }
 
+// ReleaseStats release objects back to pool, not implemented yet, to satisfy protocol.
+func (p *Protocol) ReleaseStats() {
+	return
+}
+
 // IsBuildModeSupported returns always true, as http2 module is supported by all modes.
 func (*Protocol) IsBuildModeSupported(buildmode.Type) bool {
 	return true
diff --git a/pkg/network/protocols/kafka/protocol.go b/pkg/network/protocols/kafka/protocol.go
index 54bcb67ff5fdf..772af679ae1ac 100644
--- a/pkg/network/protocols/kafka/protocol.go
+++ b/pkg/network/protocols/kafka/protocol.go
@@ -361,6 +361,11 @@ func (p *protocol) GetStats() *protocols.ProtocolStats {
 	}
 }
 
+// ReleaseStats release objects back to pool, not implemented yet, to satisfy protocol.
+func (p *protocol) ReleaseStats() {
+	return
+}
+
 // IsBuildModeSupported returns always true, as kafka module is supported by all modes.
 func (*protocol) IsBuildModeSupported(buildmode.Type) bool {
 	return true
diff --git a/pkg/network/protocols/postgres/protocol.go b/pkg/network/protocols/postgres/protocol.go
index c0d7aa37a6747..2d850e9b99714 100644
--- a/pkg/network/protocols/postgres/protocol.go
+++ b/pkg/network/protocols/postgres/protocol.go
@@ -239,6 +239,11 @@ func (p *protocol) GetStats() *protocols.ProtocolStats {
 	}
 }
 
+// ReleaseStats release objects back to pool, not implemented yet, to satisfy protocol.
+func (p *protocol) ReleaseStats() {
+	return
+}
+
 // IsBuildModeSupported returns always true, as postgres module is supported by all modes.
 func (*protocol) IsBuildModeSupported(buildmode.Type) bool {
 	return true
diff --git a/pkg/network/protocols/protocols.go b/pkg/network/protocols/protocols.go
index acec71ad05d33..50dc7bc420d1d 100644
--- a/pkg/network/protocols/protocols.go
+++ b/pkg/network/protocols/protocols.go
@@ -61,6 +61,9 @@ type Protocol interface {
 	// implementation.
 	GetStats() *ProtocolStats
 
+	// ReleaseStats puts back stats related objects to pool.
+	ReleaseStats()
+
 	// IsBuildModeSupported return true is the given build mode is supported by this protocol.
 	IsBuildModeSupported(buildmode.Type) bool
 }
diff --git a/pkg/network/protocols/redis/protocol.go b/pkg/network/protocols/redis/protocol.go
index 831d019b30416..47456184d970a 100644
--- a/pkg/network/protocols/redis/protocol.go
+++ b/pkg/network/protocols/redis/protocol.go
@@ -155,6 +155,11 @@ func (p *protocol) GetStats() *protocols.ProtocolStats {
 	}
 }
 
+// ReleaseStats release objects back to pool, not implemented yet, to satisfy protocol.
+func (p *protocol) ReleaseStats() {
+	return
+}
+
 // IsBuildModeSupported returns always true, as Redis module is supported by all modes.
 func (*protocol) IsBuildModeSupported(buildmode.Type) bool {
 	return true
diff --git a/pkg/network/tracer/tracer.go b/pkg/network/tracer/tracer.go
index 20e97a49ac3e6..e75c6b9b3a123 100644
--- a/pkg/network/tracer/tracer.go
+++ b/pkg/network/tracer/tracer.go
@@ -426,6 +426,9 @@ func (t *Tracer) GetActiveConnections(clientID string) (*network.Connections, er
 
 	delta := t.state.GetDelta(clientID, latestTime, active, t.reverseDNS.GetDNSStats(), t.usmMonitor.GetProtocolStats())
 
+	// release stats objects back to pool
+	t.usmMonitor.ReleaseStats()
+
 	ips := make(map[util.Address]struct{}, len(delta.Conns)/2)
 	var udpConns, tcpConns int
 	for i := range delta.Conns {
diff --git a/pkg/network/usm/ebpf_gotls.go b/pkg/network/usm/ebpf_gotls.go
index e12871aa619bf..fcf7c02691f7d 100644
--- a/pkg/network/usm/ebpf_gotls.go
+++ b/pkg/network/usm/ebpf_gotls.go
@@ -290,6 +290,11 @@ func (p *goTLSProgram) GetStats() *protocols.ProtocolStats {
 	return nil
 }
 
+// ReleaseStats is a no-op.
+func (p *goTLSProgram) ReleaseStats() {
+	return
+}
+
 // Stop terminates goTLS main goroutine.
 func (p *goTLSProgram) Stop(*manager.Manager) {
 	close(p.done)
diff --git a/pkg/network/usm/ebpf_main.go b/pkg/network/usm/ebpf_main.go
index 85f9f7123a593..4ff4221d7790d 100644
--- a/pkg/network/usm/ebpf_main.go
+++ b/pkg/network/usm/ebpf_main.go
@@ -544,6 +544,12 @@ func (e *ebpfProgram) getProtocolStats() map[protocols.ProtocolType]interface{}
 	return ret
 }
 
+func (e *ebpfProgram) releaseStats() {
+	for _, protocol := range e.enabledProtocols {
+		protocol.Instance.ReleaseStats()
+	}
+}
+
 // executePerProtocol runs the given callback (`cb`) for every protocol in the given list (`protocolList`).
 // If the callback failed, then we call the error callback (`errorCb`). Eventually returning a list of protocols which
 // successfully executed the callback.
diff --git a/pkg/network/usm/ebpf_ssl.go b/pkg/network/usm/ebpf_ssl.go
index af4fa84364568..1939e05839772 100644
--- a/pkg/network/usm/ebpf_ssl.go
+++ b/pkg/network/usm/ebpf_ssl.go
@@ -564,6 +564,11 @@ func (o *sslProgram) GetStats() *protocols.ProtocolStats {
 	return nil
 }
 
+// ReleaseStats is a no-op.
+func (p *sslProgram) ReleaseStats() {
+	return
+}
+
 const (
 	// Defined in https://man7.org/linux/man-pages/man5/proc.5.html.
 	taskCommLen = 16
diff --git a/pkg/network/usm/monitor.go b/pkg/network/usm/monitor.go
index 4ee3d2e535d68..2602ed9408f43 100644
--- a/pkg/network/usm/monitor.go
+++ b/pkg/network/usm/monitor.go
@@ -196,6 +196,11 @@ func (m *Monitor) GetProtocolStats() map[protocols.ProtocolType]interface{} {
 	return m.ebpfProgram.getProtocolStats()
 }
 
+// ReleaseStats puts back stats related objects to pool.
+func (m *Monitor) ReleaseStats() {
+	m.ebpfProgram.releaseStats()
+}
+
 // Stop HTTP monitoring
 func (m *Monitor) Stop() {
 	if m == nil {