diff --git a/flow/connectors/eventhub/eventhub.go b/flow/connectors/eventhub/eventhub.go
index 01fd941a17..6364dd7c66 100644
--- a/flow/connectors/eventhub/eventhub.go
+++ b/flow/connectors/eventhub/eventhub.go
@@ -4,6 +4,7 @@ import (
 	"context"
 	"errors"
 	"fmt"
+	"strings"
 	"sync"
 	"sync/atomic"
 	"time"
@@ -118,28 +119,62 @@ func (c *EventHubConnector) SyncRecords(req *model.SyncRecordsRequest) (*model.S
 			return nil, err
 		}
 
-		// TODO (kaushik): this is a hack to get the table name.
-		topicName := record.GetTableName()
-
-		if _, ok := batchPerTopic[topicName]; !ok {
-			batch, err := c.hubManager.CreateEventDataBatch(topicName)
+		flushBatch := func() error {
+			err := c.sendEventBatch(batchPerTopic, maxParallelism,
+				req.FlowJobName, tableNameRowsMapping)
 			if err != nil {
 				log.WithFields(log.Fields{
 					"flowName": req.FlowJobName,
-				}).Infof("failed to create event data batch: %v", err)
-				return nil, err
+				}).Infof("failed to send event batch: %v", err)
+				return err
 			}
-			batchPerTopic[topicName] = batch
+			batchPerTopic = make(map[string]*azeventhubs.EventDataBatch)
+			return nil
 		}
 
-		opts := &azeventhubs.AddEventDataOptions{}
+		// TODO (kaushik): this is a hack to get the table name.
+		topicName := record.GetTableName()
+
+		addRecord := func() error {
+			if _, ok := batchPerTopic[topicName]; !ok {
+				batch, err := c.hubManager.CreateEventDataBatch(topicName)
+				if err != nil {
+					log.WithFields(log.Fields{
+						"flowName": req.FlowJobName,
+					}).Infof("failed to create event data batch: %v", err)
+					return err
+				}
+				batchPerTopic[topicName] = batch
+			}
+
+			opts := &azeventhubs.AddEventDataOptions{}
+			eventData := eventDataFromString(json)
+			return batchPerTopic[topicName].AddEventData(eventData, opts)
+		}
 
-		err = batchPerTopic[topicName].AddEventData(eventDataFromString(json), opts)
+		err = addRecord()
 		if err != nil {
-			log.WithFields(log.Fields{
-				"flowName": req.FlowJobName,
-			}).Infof("failed to add event data to batch: %v", err)
-			return nil, err
+			// if the error contains `EventData could not be added because it is too large for the batch`
+			// then flush the batch and try again.
+			if strings.Contains(err.Error(), "too large for the batch") {
+				err := flushBatch()
+				if err != nil {
+					return nil, err
+				}
+
+				err = addRecord()
+				if err != nil {
+					log.WithFields(log.Fields{
+						"flowName": req.FlowJobName,
+					}).Infof("failed to add event data to batch (retried): %v", err)
+					return nil, err
+				}
+			} else {
+				log.WithFields(log.Fields{
+					"flowName": req.FlowJobName,
+				}).Infof("failed to add event data to batch: %v", err)
+				return nil, err
+			}
 		}
 
 		if i%eventsPerHeartBeat == 0 {
@@ -147,13 +182,10 @@ func (c *EventHubConnector) SyncRecords(req *model.SyncRecordsRequest) (*model.S
 		}
 
 		if (i+1)%eventsPerBatch == 0 {
-			err := c.sendEventBatch(batchPerTopic, maxParallelism,
-				req.FlowJobName, tableNameRowsMapping)
+			err := flushBatch()
 			if err != nil {
 				return nil, err
 			}
-
-			batchPerTopic = make(map[string]*azeventhubs.EventDataBatch)
 		}
 	}