diff --git a/internal/proxy/task_policies.go b/internal/proxy/task_policies.go
index 0c4bece237..f420f1c145 100644
--- a/internal/proxy/task_policies.go
+++ b/internal/proxy/task_policies.go
@@ -4,6 +4,7 @@ import (
 	"context"
 	"errors"
 	"fmt"
+	"strings"
 	"sync"
 
 	"github.com/milvus-io/milvus/internal/log"
@@ -31,6 +32,19 @@ func updateShardsWithRoundRobin(shardsLeaders map[string][]nodeInfo) {
 	}
 }
 
+// mergeErrSet merges all errors in ErrSet
+func mergeErrSet(errSet map[string]error) error {
+	var builder strings.Builder
+	for channel, err := range errSet {
+		if err == nil {
+			continue
+		}
+
+		builder.WriteString(fmt.Sprintf("Channel: %s returns err: %s", channel, err.Error()))
+	}
+	return errors.New(builder.String())
+}
+
 // group dml shard leader with same nodeID
 func groupShardleadersWithSameQueryNode(
 	ctx context.Context,
@@ -43,8 +57,8 @@ func groupShardleadersWithSameQueryNode(
 			log.Ctx(ctx).Warn("no shard leaders were available",
 				zap.String("channel", dml),
 				zap.String("leaders", fmt.Sprintf("%v", shard2leaders[dml])))
-			if e, ok := errSet[dml]; ok {
-				return nil, nil, e // return last error recorded
+			if _, ok := errSet[dml]; ok {
+				return nil, nil, mergeErrSet(errSet) // return merged last error recorded
 			}
 			return nil, nil, fmt.Errorf("no available shard leader")
 		}
diff --git a/internal/proxy/task_policies_test.go b/internal/proxy/task_policies_test.go
index 66c5bf0497..9bf120ac95 100644
--- a/internal/proxy/task_policies_test.go
+++ b/internal/proxy/task_policies_test.go
@@ -4,6 +4,7 @@ import (
 	"context"
 	"fmt"
 	"sort"
+	"strings"
 	"sync"
 	"testing"
 
@@ -109,7 +110,7 @@ func TestGroupShardLeadersWithSameQueryNode(t *testing.T) {
 
 	nexts["c0"] = 3
 	_, _, err = groupShardleadersWithSameQueryNode(ctx, shard2leaders, nexts, errSet, mgr)
-	assert.Equal(t, err, errSet["c0"])
+	assert.True(t, strings.Contains(err.Error(), errSet["c0"].Error()))
 
 	nexts["c0"] = 2
 	nexts["c1"] = 3
@@ -155,7 +156,7 @@ func TestMergeRoundRobinPolicy(t *testing.T) {
 	querier.failset[2] = mockerr
 	querier.failset[3] = mockerr
 	err = mergeRoundRobinPolicy(ctx, mgr, querier.query, shard2leaders)
-	assert.Equal(t, err, mockerr)
+	assert.True(t, strings.Contains(err.Error(), mockerr.Error()))
 }
 
 func mockQueryNodeCreator(ctx context.Context, address string) (types.QueryNode, error) {
diff --git a/internal/proxy/task_query_test.go b/internal/proxy/task_query_test.go
index fff72ae487..707c8bd657 100644
--- a/internal/proxy/task_query_test.go
+++ b/internal/proxy/task_query_test.go
@@ -3,6 +3,7 @@ package proxy
 import (
 	"context"
 	"fmt"
+	"strings"
 	"testing"
 	"time"
 
@@ -183,7 +184,8 @@ func TestQueryTask_all(t *testing.T) {
 			ErrorCode: commonpb.ErrorCode_NotShardLeader,
 		},
 	}
-	assert.Equal(t, task.Execute(ctx), errInvalidShardLeaders)
+	err = task.Execute(ctx)
+	assert.True(t, strings.Contains(err.Error(), errInvalidShardLeaders.Error()))
 
 	qn.withQueryResult = &internalpb.RetrieveResults{
 		Status: &commonpb.Status{
diff --git a/internal/proxy/task_search_test.go b/internal/proxy/task_search_test.go
index c7c6c81b61..5eb94c9f4a 100644
--- a/internal/proxy/task_search_test.go
+++ b/internal/proxy/task_search_test.go
@@ -6,6 +6,7 @@ import (
 	"errors"
 	"fmt"
 	"strconv"
+	"strings"
 	"testing"
 	"time"
 
@@ -1771,7 +1772,8 @@ func TestSearchTask_ErrExecute(t *testing.T) {
 			ErrorCode: commonpb.ErrorCode_NotShardLeader,
 		},
 	}
-	assert.Equal(t, task.Execute(ctx), errInvalidShardLeaders)
+	err = task.Execute(ctx)
+	assert.True(t, strings.Contains(err.Error(), errInvalidShardLeaders.Error()))
 
 	qn.withSearchResult = &internalpb.SearchResults{
 		Status: &commonpb.Status{