diff --git a/src/main/java/org/tikv/common/util/ConcreteBackOffer.java b/src/main/java/org/tikv/common/util/ConcreteBackOffer.java
index 722e918873..e4aab3855c 100644
--- a/src/main/java/org/tikv/common/util/ConcreteBackOffer.java
+++ b/src/main/java/org/tikv/common/util/ConcreteBackOffer.java
@@ -26,10 +26,10 @@ import org.apache.log4j.Logger;
 import org.tikv.common.exception.GrpcException;
 
 public class ConcreteBackOffer implements BackOffer {
-  private int maxSleep;
+  private final int maxSleep;
   private int totalSleep;
-  private Map<BackOffFunction.BackOffFuncType, BackOffFunction> backOffFunctionMap;
-  private List<Exception> errors;
+  private final Map<BackOffFunction.BackOffFuncType, BackOffFunction> backOffFunctionMap;
+  private final List<Exception> errors;
   private static final Logger logger = Logger.getLogger(ConcreteBackOffer.class);
 
   public static ConcreteBackOffer newCustomBackOff(int maxSleep) {
@@ -60,6 +60,10 @@ public class ConcreteBackOffer implements BackOffer {
     return new ConcreteBackOffer(tsoMaxBackoff);
   }
 
+  public static ConcreteBackOffer create(BackOffer source) {
+    return new ConcreteBackOffer(((ConcreteBackOffer) source));
+  }
+
   private ConcreteBackOffer(int maxSleep) {
     Preconditions.checkArgument(maxSleep >= 0, "Max sleep time cannot be less than 0.");
     this.maxSleep = maxSleep;
@@ -67,6 +71,13 @@ public class ConcreteBackOffer implements BackOffer {
     this.backOffFunctionMap = new HashMap<>();
   }
 
+  private ConcreteBackOffer(ConcreteBackOffer source) {
+    this.maxSleep = source.maxSleep;
+    this.totalSleep = source.totalSleep;
+    this.errors = source.errors;
+    this.backOffFunctionMap = source.backOffFunctionMap;
+  }
+
   /**
    * Creates a back off func which implements exponential back off with optional jitters according
    * to different back off strategies. See http://www.awsarchitectureblog.com/2015/03/backoff.html
diff --git a/src/main/java/org/tikv/raw/RawKVClient.java b/src/main/java/org/tikv/raw/RawKVClient.java
index 056cf54f47..dc91216444 100644
--- a/src/main/java/org/tikv/raw/RawKVClient.java
+++ b/src/main/java/org/tikv/raw/RawKVClient.java
@@ -270,6 +270,7 @@ public class RawKVClient implements AutoCloseable {
     for (Batch batch : batches) {
       completionService.submit(
           () -> {
+            BackOffer singleBatchBackOffer = ConcreteBackOffer.create(backOffer);
             Pair<TiRegion, Metapb.Store> pair =
                 regionManager.getRegionStorePairByRegionId(batch.regionId);
             RegionStoreClient client = RegionStoreClient.create(pair.first, pair.second, session);
@@ -282,13 +283,13 @@ public class RawKVClient implements AutoCloseable {
                       .build());
             }
             try {
-              client.rawBatchPut(backOffer, kvPairs);
+              client.rawBatchPut(singleBatchBackOffer, kvPairs);
             } catch (final TiKVException e) {
               // TODO: any elegant way to re-split the ranges if fails?
-              backOffer.doBackOff(BackOffFunction.BackOffFuncType.BoRegionMiss, e);
+              singleBatchBackOffer.doBackOff(BackOffFunction.BackOffFuncType.BoRegionMiss, e);
               logger.warn("ReSplitting ranges for BatchPutRequest");
               // recursive calls
-              batchPut(backOffer, batch.keys, batch.values);
+              batchPut(singleBatchBackOffer, batch.keys, batch.values);
             }
             return null;
           });
diff --git a/src/test/java/org/tikv/raw/RawKVClientTest.java b/src/test/java/org/tikv/raw/RawKVClientTest.java
index 66588474db..50fb046ed9 100644
--- a/src/test/java/org/tikv/raw/RawKVClientTest.java
+++ b/src/test/java/org/tikv/raw/RawKVClientTest.java
@@ -1,6 +1,5 @@
 package org.tikv.raw;
 
-
 import com.google.protobuf.ByteString;
 import java.util.*;
 import java.util.concurrent.*;