diff --git a/peer.go b/peer.go
index bd268ca4..186a089c 100644
--- a/peer.go
+++ b/peer.go
@@ -21,7 +21,6 @@
 package tchannel
 
 import (
-	"container/heap"
 	"errors"
 	"strings"
 	"sync"
@@ -63,19 +62,21 @@ type Connectable interface {
 type PeerList struct {
 	sync.RWMutex
 
-	parent          *RootPeerList
-	peersByHostPort map[string]*peerScore
-	peerHeap        *peerHeap
-	scoreCalculator ScoreCalculator
-	lastSelected    uint64
+	parent              *RootPeerList
+	peersByHostPort     map[string]*peerScore
+	peerHeap            *peerHeap
+	scoreCalculator     ScoreCalculator
+	peerConnectionCount uint32
+	lastSelected        uint64
 }
 
 func newPeerList(root *RootPeerList) *PeerList {
 	return &PeerList{
-		parent:          root,
-		peersByHostPort: make(map[string]*peerScore),
-		scoreCalculator: newPreferIncomingCalculator(),
-		peerHeap:        newPeerHeap(),
+		parent:              root,
+		peersByHostPort:     make(map[string]*peerScore),
+		scoreCalculator:     newPreferIncomingCalculator(),
+		peerHeap:            newPeerHeap(),
+		peerConnectionCount: 1,
 	}
 }
 
@@ -91,6 +92,20 @@ func (l *PeerList) SetStrategy(sc ScoreCalculator) {
 	}
 }
 
+// SetPeerConnectionCount sets the number of peer connections to be used in
+// combination with the ScoreCalculator to achieve a random load balancing
+// of a single client node to `peerConnectionCount` number of server nodes
+func (l *PeerList) SetPeerConnectionCount(peerConnectionCount uint32) error {
+	l.Lock()
+	defer l.Unlock()
+
+	if peerConnectionCount == 0 {
+		return errors.New("peer connection count must be greater than 0")
+	}
+	l.peerConnectionCount = peerConnectionCount
+	return nil
+}
+
 // Siblings don't share peer lists (though they take care not to double-connect
 // to the same hosts).
 func (l *PeerList) newSibling() *PeerList {
@@ -175,8 +190,8 @@ func (l *PeerList) Remove(hostPort string) error {
 	return nil
 }
 func (l *PeerList) choosePeer(prevSelected map[string]struct{}, avoidHost bool) *Peer {
-	var psPopList []*peerScore
-	var ps *peerScore
+	var chosenPSList = make([]*peerScore, 0, l.peerConnectionCount)
+	var poppedList = make([]*peerScore, 0, l.peerConnectionCount)
 
 	canChoosePeer := func(hostPort string) bool {
 		if _, ok := prevSelected[hostPort]; ok {
@@ -191,29 +206,39 @@ func (l *PeerList) choosePeer(prevSelected map[string]struct{}, avoidHost bool)
 	}
 
 	size := l.peerHeap.Len()
+
+	var connectionCount uint32
 	for i := 0; i < size; i++ {
 		popped := l.peerHeap.popPeer()
+		poppedList = append(poppedList, popped)
 
 		if canChoosePeer(popped.HostPort()) {
-			ps = popped
-			break
+			chosenPSList = append(chosenPSList, popped)
+			connectionCount++
+			if connectionCount >= l.peerConnectionCount {
+				break
+			}
 		}
-		psPopList = append(psPopList, popped)
-	}
 
-	for _, p := range psPopList {
-		heap.Push(l.peerHeap, p)
 	}
 
-	if ps == nil {
+	for _, p := range poppedList {
+		l.peerHeap.pushPeer(p)
+	}
+	if len(chosenPSList) == 0 {
 		return nil
 	}
 
-	l.peerHeap.pushPeer(ps)
+	ps := randomSampling(chosenPSList)
 	ps.chosenCount.Inc()
 	return ps.Peer
 }
 
+func randomSampling(psList []*peerScore) *peerScore {
+	r := peerRng.Intn(len(psList))
+	return psList[r]
+}
+
 // GetOrAdd returns a peer for the given hostPort, creating one if it doesn't yet exist.
 func (l *PeerList) GetOrAdd(hostPort string) *Peer {
 	if ps, ok := l.exists(hostPort); ok {
diff --git a/peer_test.go b/peer_test.go
index e5bc3fcc..9b841666 100644
--- a/peer_test.go
+++ b/peer_test.go
@@ -697,6 +697,98 @@ func TestPeerSelectionRanking(t *testing.T) {
 	}
 }
 
+func TestZeroPeerConnectionCount(t *testing.T) {
+	ch := testutils.NewClient(t, nil)
+	defer ch.Close()
+	err := ch.Peers().SetPeerConnectionCount(0)
+	require.Error(t, err, "peerConnectionCount should not accept 0")
+}
+
+func TestPeerRandomSampling(t *testing.T) {
+	const numIterations = 1000
+
+	testCases := []struct {
+		numPeers            int
+		peerConnectionCount uint32
+		distMin             float64
+		distMax             float64
+	}{
+		// the higher `peerConnectionCount` is, the smoother the impact of uneven scores
+		// become as we are random sampling among `peerConnectionCount` peers
+		{numPeers: 10, peerConnectionCount: 1, distMin: 1000, distMax: 1000},
+		{numPeers: 10, peerConnectionCount: 2, distMin: 470, distMax: 530},
+		{numPeers: 10, peerConnectionCount: 5, distMin: 160, distMax: 240},
+		{numPeers: 10, peerConnectionCount: 10, distMin: 50, distMax: 150},
+		{numPeers: 10, peerConnectionCount: 15, distMin: 50, distMax: 150},
+	}
+
+	for _, tc := range testCases {
+		// Selected is a map from rank -> [peer, count]
+		// It tracks how often a peer gets selected at a specific rank.
+		selected := make([]map[string]int, tc.numPeers)
+		for i := 0; i < tc.numPeers; i++ {
+			selected[i] = make(map[string]int)
+		}
+
+		for i := 0; i < numIterations; i++ {
+			ch := testutils.NewClient(t, nil)
+			defer ch.Close()
+			ch.SetRandomSeed(int64(i * 100))
+			// Using a strategy that has uneven scores
+			strategy, _ := createScoreStrategy(0, 1)
+			ch.Peers().SetStrategy(strategy)
+			ch.Peers().SetPeerConnectionCount(tc.peerConnectionCount)
+
+			for i := 0; i < tc.numPeers; i++ {
+				hp := fmt.Sprintf("127.0.0.1:60%v", i)
+				ch.Peers().Add(hp)
+			}
+
+			for i := 0; i < tc.numPeers; i++ {
+				peer, err := ch.Peers().Get(nil)
+				require.NoError(t, err, "Peers.Get failed")
+				selected[i][peer.HostPort()]++
+			}
+		}
+
+		for _, m := range selected {
+			testDistribution(t, m, tc.distMin, tc.distMax)
+		}
+	}
+
+}
+
+func BenchmarkGetPeerWithPeerConnectionCount1(b *testing.B) {
+	doBenchmarkGetPeerWithPeerConnectionCount(b, 10, uint32(1))
+}
+
+func BenchmarkGetPeerWithPeerConnectionCount10(b *testing.B) {
+	doBenchmarkGetPeerWithPeerConnectionCount(b, 10, uint32(10))
+}
+
+func doBenchmarkGetPeerWithPeerConnectionCount(b *testing.B, numPeers int, peerConnectionCount uint32) {
+	ch := testutils.NewClient(b, nil)
+	defer ch.Close()
+	ch.SetRandomSeed(int64(100))
+	// Using a strategy that has uneven scores
+	strategy, _ := createScoreStrategy(0, 1)
+	ch.Peers().SetStrategy(strategy)
+	ch.Peers().SetPeerConnectionCount(peerConnectionCount)
+
+	for i := 0; i < numPeers; i++ {
+		hp := fmt.Sprintf("127.0.0.1:60%v", i)
+		ch.Peers().Add(hp)
+	}
+	b.ResetTimer()
+
+	for i := 0; i < b.N; i++ {
+		peer, _ := ch.Peers().Get(nil)
+		if peer == nil {
+			b.Fatal("Just a dummy check to guard against compiler optimization")
+		}
+	}
+}
+
 func createScoreStrategy(initial, delta int64) (calc ScoreCalculator, retCount *atomic.Uint64) {
 	var (
 		count atomic.Uint64