diff --git a/pkg/ccr/job.go b/pkg/ccr/job.go
index 736fc228..b5c1c975 100644
--- a/pkg/ccr/job.go
+++ b/pkg/ccr/job.go
@@ -1034,7 +1034,13 @@ func (j *Job) handleUpsert(binlog *festruct.TBinlog) error {
 		}
 		log.Debugf("resp: %v", beginTxnResp)
 		if beginTxnResp.GetStatus().GetStatusCode() != tstatus.TStatusCode_OK {
-			return xerror.Errorf(xerror.Normal, "begin txn failed, status: %v", beginTxnResp.GetStatus())
+			if isTableNotFound(beginTxnResp.GetStatus()) {
+				// The IngestBinlog and CommitTxn will rollback and retry, so the "table not found"
+				// error will be triggered at the BeginTxn stage, now force a new snapshot progress.
+				return xerror.Errorf(xerror.Meta, "begin txn failed, table is not found, status: %v", beginTxnResp.GetStatus())
+			} else {
+				return xerror.Errorf(xerror.Normal, "begin txn failed, status: %v", beginTxnResp.GetStatus())
+			}
 		}
 		txnId := beginTxnResp.GetTxnId()
 		log.Debugf("TxnId: %d, DbId: %d", txnId, beginTxnResp.GetDbId())
@@ -2142,13 +2148,7 @@ func (j *Job) Status() *JobStatus {
 }
 
 func isTxnCommitted(status *tstatus.TStatus) bool {
-	errMessages := status.GetErrorMsgs()
-	for _, errMessage := range errMessages {
-		if strings.Contains(errMessage, "is already COMMITTED") {
-			return true
-		}
-	}
-	return false
+	return isStatusContainsAny(status, "is already COMMITTED")
 }
 
 func isTxnNotFound(status *tstatus.TStatus) bool {
@@ -2164,10 +2164,23 @@ func isTxnNotFound(status *tstatus.TStatus) bool {
 }
 
 func isTxnAborted(status *tstatus.TStatus) bool {
+	return isStatusContainsAny(status, "is already aborted")
+}
+
+func isTableNotFound(status *tstatus.TStatus) bool {
+	// 1. FE FrontendServiceImpl.beginTxnImpl
+	// 2. FE FrontendServiceImpl.commitTxnImpl
+	// 3. FE Table.tryWriteLockOrMetaException
+	return isStatusContainsAny(status, "can't find table id:", "table not found", "unknown table")
+}
+
+func isStatusContainsAny(status *tstatus.TStatus, patterns ...string) bool {
 	errMessages := status.GetErrorMsgs()
 	for _, errMessage := range errMessages {
-		if strings.Contains(errMessage, "is already aborted") {
-			return true
+		for _, substr := range patterns {
+			if strings.Contains(errMessage, substr) {
+				return true
+			}
 		}
 	}
 	return false