diff --git a/client/tso_dispatcher.go b/client/tso_dispatcher.go
index 2fada15809e..43049476d29 100644
--- a/client/tso_dispatcher.go
+++ b/client/tso_dispatcher.go
@@ -20,6 +20,7 @@ import (
 	"math/rand"
 	"runtime/trace"
 	"sync"
+	"sync/atomic"
 	"time"
 
 	"github.com/opentracing/opentracing-go"
@@ -81,7 +82,7 @@ type tsoDispatcher struct {
 	connectionCtxs *sync.Map
 	tsoRequestCh   chan *tsoRequest
 	tsDeadlineCh   chan *deadline
-	lastTSOInfo    *tsoInfo
+	latestTSOInfo  atomic.Pointer[tsoInfo]
 	// For reusing tsoBatchController objects
 	batchBufferPool *sync.Pool
 
@@ -549,6 +550,9 @@ func (td *tsoDispatcher) processRequests(
 		reqKeyspaceGroupID = svcDiscovery.GetKeyspaceGroupID()
 	)
 
+	// Load latest allocated ts for monotonicity assertion.
+	tsoInfoBeforeReq := td.latestTSOInfo.Load()
+
 	cb := func(result tsoRequestResult, reqKeyspaceGroupID uint32, err error) {
 		// As golang doesn't allow double-closing a channel, here is implicitly a check that the callback
 		// is never called twice or called while it's also being cancelled elsewhere.
@@ -571,7 +575,7 @@ func (td *tsoDispatcher) processRequests(
 		// `logical` is the largest ts's logical part here, we need to do the subtracting before we finish each TSO request.
 		firstLogical := tsoutil.AddLogical(result.logical, -int64(result.count)+1, result.suffixBits)
 		// Do the check before releasing the token.
-		td.compareAndSwapTS(curTSOInfo, firstLogical)
+		td.checkMonotonicity(tsoInfoBeforeReq, curTSOInfo, firstLogical)
 		td.doneCollectedRequests(tbc, result.physical, firstLogical, result.suffixBits, stream.streamID)
 	}
 
@@ -597,32 +601,27 @@ func (td *tsoDispatcher) doneCollectedRequests(tbc *tsoBatchController, physical
 	tbc.finishCollectedRequests(physical, firstLogical, suffixBits, streamID, nil)
 }
 
-func (td *tsoDispatcher) compareAndSwapTS(
-	curTSOInfo *tsoInfo, firstLogical int64,
+func (td *tsoDispatcher) checkMonotonicity(
+	lastTSOInfo *tsoInfo, curTSOInfo *tsoInfo, firstLogical int64,
 ) {
-	if td.lastTSOInfo != nil {
-		var (
-			lastTSOInfo = td.lastTSOInfo
-			dc          = td.dc
-			physical    = curTSOInfo.physical
-			keyspaceID  = td.provider.getServiceDiscovery().GetKeyspaceID()
-		)
-		if td.lastTSOInfo.respKeyspaceGroupID != curTSOInfo.respKeyspaceGroupID {
+	keyspaceID := td.provider.getServiceDiscovery().GetKeyspaceID()
+	if lastTSOInfo != nil {
+		if lastTSOInfo.respKeyspaceGroupID != curTSOInfo.respKeyspaceGroupID {
 			log.Info("[tso] keyspace group changed",
-				zap.String("dc-location", dc),
+				zap.String("dc-location", td.dc),
 				zap.Uint32("old-group-id", lastTSOInfo.respKeyspaceGroupID),
 				zap.Uint32("new-group-id", curTSOInfo.respKeyspaceGroupID))
 		}
 		// The TSO we get is a range like [largestLogical-count+1, largestLogical], so we save the last TSO's largest logical
 		// to compare with the new TSO's first logical. For example, if we have a TSO resp with logical 10, count 5, then
-		// all TSOs we get will be [6, 7, 8, 9, 10]. lastTSOInfo.logical stores the logical part of the largest ts returned
+		// all TSOs we get will be [6, 7, 8, 9, 10]. latestTSOInfo.logical stores the logical part of the largest ts returned
 		// last time.
-		if tsoutil.TSLessEqual(physical, firstLogical, lastTSOInfo.physical, lastTSOInfo.logical) {
+		if tsoutil.TSLessEqual(curTSOInfo.physical, firstLogical, lastTSOInfo.physical, lastTSOInfo.logical) {
 			log.Panic("[tso] timestamp fallback",
-				zap.String("dc-location", dc),
+				zap.String("dc-location", td.dc),
 				zap.Uint32("keyspace", keyspaceID),
 				zap.String("last-ts", fmt.Sprintf("(%d, %d)", lastTSOInfo.physical, lastTSOInfo.logical)),
-				zap.String("cur-ts", fmt.Sprintf("(%d, %d)", physical, firstLogical)),
+				zap.String("cur-ts", fmt.Sprintf("(%d, %d)", curTSOInfo.physical, firstLogical)),
 				zap.String("last-tso-server", lastTSOInfo.tsoServer),
 				zap.String("cur-tso-server", curTSOInfo.tsoServer),
 				zap.Uint32("last-keyspace-group-in-request", lastTSOInfo.reqKeyspaceGroupID),
@@ -633,7 +632,24 @@ func (td *tsoDispatcher) compareAndSwapTS(
 				zap.Time("cur-response-received-at", curTSOInfo.respReceivedAt))
 		}
 	}
-	td.lastTSOInfo = curTSOInfo
+
+	if td.latestTSOInfo.CompareAndSwap(nil, curTSOInfo) {
+		// If latestTSOInfo is missing, simply store it and exit.
+		return
+	}
+
+	// Replace if we are holding a larger ts than that has been recorded.
+	for {
+		old := td.latestTSOInfo.Load()
+		if tsoutil.TSLessEqual(curTSOInfo.physical, curTSOInfo.logical, old.physical, old.logical) {
+			// The current one is large enough. Skip.
+			break
+		}
+		if td.latestTSOInfo.CompareAndSwap(old, curTSOInfo) {
+			// Successfully replaced.
+			break
+		}
+	}
 }
 
 // checkTSORPCConcurrency checks configurations about TSO RPC concurrency, and adjust the token count if needed.