diff --git a/internal/distributed/querynode/client/client.go b/internal/distributed/querynode/client/client.go
index 8f074cf0ce..2ea1f0c6ef 100644
--- a/internal/distributed/querynode/client/client.go
+++ b/internal/distributed/querynode/client/client.go
@@ -34,8 +34,6 @@ import (
 	"github.com/milvus-io/milvus/pkg/util/typeutil"
 )
 
-var Params *paramtable.ComponentParam = paramtable.Get()
-
 // Client is the grpc client of QueryNode.
 type Client struct {
 	grpcClient grpcclient.GrpcClient[querypb.QueryNodeClient]
@@ -47,7 +45,7 @@ func NewClient(ctx context.Context, addr string) (*Client, error) {
 	if addr == "" {
 		return nil, fmt.Errorf("addr is empty")
 	}
-	clientParams := &Params.QueryNodeGrpcClientCfg
+	clientParams := paramtable.Get().QueryNodeGrpcClientCfg
 	client := &Client{
 		addr: addr,
 		grpcClient: &grpcclient.ClientBase[querypb.QueryNodeClient]{
@@ -99,46 +97,38 @@ func (c *Client) getAddr() (string, error) {
 	return c.addr, nil
 }
 
-// GetComponentStates gets the component states of QueryNode.
-func (c *Client) GetComponentStates(ctx context.Context) (*milvuspb.ComponentStates, error) {
+func wrapGrpcCall[T any](ctx context.Context, c *Client, call func(grpcClient querypb.QueryNodeClient) (*T, error)) (*T, error) {
 	ret, err := c.grpcClient.ReCall(ctx, func(client querypb.QueryNodeClient) (any, error) {
 		if !funcutil.CheckCtxValid(ctx) {
 			return nil, ctx.Err()
 		}
-		return client.GetComponentStates(ctx, &milvuspb.GetComponentStatesRequest{})
+		return call(client)
 	})
 	if err != nil || ret == nil {
 		return nil, err
 	}
-	return ret.(*milvuspb.ComponentStates), err
+	return ret.(*T), err
+}
+
+// GetComponentStates gets the component states of QueryNode.
+func (c *Client) GetComponentStates(ctx context.Context) (*milvuspb.ComponentStates, error) {
+	return wrapGrpcCall(ctx, c, func(client querypb.QueryNodeClient) (*milvuspb.ComponentStates, error) {
+		return client.GetComponentStates(ctx, &milvuspb.GetComponentStatesRequest{})
+	})
 }
 
 // GetTimeTickChannel gets the time tick channel of QueryNode.
 func (c *Client) GetTimeTickChannel(ctx context.Context) (*milvuspb.StringResponse, error) {
-	ret, err := c.grpcClient.ReCall(ctx, func(client querypb.QueryNodeClient) (any, error) {
-		if !funcutil.CheckCtxValid(ctx) {
-			return nil, ctx.Err()
-		}
+	return wrapGrpcCall(ctx, c, func(client querypb.QueryNodeClient) (*milvuspb.StringResponse, error) {
 		return client.GetTimeTickChannel(ctx, &internalpb.GetTimeTickChannelRequest{})
 	})
-	if err != nil || ret == nil {
-		return nil, err
-	}
-	return ret.(*milvuspb.StringResponse), err
 }
 
 // GetStatisticsChannel gets the statistics channel of QueryNode.
 func (c *Client) GetStatisticsChannel(ctx context.Context) (*milvuspb.StringResponse, error) {
-	ret, err := c.grpcClient.ReCall(ctx, func(client querypb.QueryNodeClient) (any, error) {
-		if !funcutil.CheckCtxValid(ctx) {
-			return nil, ctx.Err()
-		}
+	return wrapGrpcCall(ctx, c, func(client querypb.QueryNodeClient) (*milvuspb.StringResponse, error) {
 		return client.GetStatisticsChannel(ctx, &internalpb.GetStatisticsChannelRequest{})
 	})
-	if err != nil || ret == nil {
-		return nil, err
-	}
-	return ret.(*milvuspb.StringResponse), err
 }
 
 // WatchDmChannels watches the channels about data manipulation.
@@ -147,16 +137,9 @@ func (c *Client) WatchDmChannels(ctx context.Context, req *querypb.WatchDmChanne
 	commonpbutil.UpdateMsgBase(
 		req.GetBase(),
 		commonpbutil.FillMsgBaseFromClient(paramtable.GetNodeID()))
-	ret, err := c.grpcClient.ReCall(ctx, func(client querypb.QueryNodeClient) (any, error) {
-		if !funcutil.CheckCtxValid(ctx) {
-			return nil, ctx.Err()
-		}
+	return wrapGrpcCall(ctx, c, func(client querypb.QueryNodeClient) (*commonpb.Status, error) {
 		return client.WatchDmChannels(ctx, req)
 	})
-	if err != nil || ret == nil {
-		return nil, err
-	}
-	return ret.(*commonpb.Status), err
 }
 
 // UnsubDmChannel unsubscribes the channels about data manipulation.
@@ -165,16 +148,9 @@ func (c *Client) UnsubDmChannel(ctx context.Context, req *querypb.UnsubDmChannel
 	commonpbutil.UpdateMsgBase(
 		req.GetBase(),
 		commonpbutil.FillMsgBaseFromClient(paramtable.GetNodeID()))
-	ret, err := c.grpcClient.ReCall(ctx, func(client querypb.QueryNodeClient) (any, error) {
-		if !funcutil.CheckCtxValid(ctx) {
-			return nil, ctx.Err()
-		}
+	return wrapGrpcCall(ctx, c, func(client querypb.QueryNodeClient) (*commonpb.Status, error) {
 		return client.UnsubDmChannel(ctx, req)
 	})
-	if err != nil || ret == nil {
-		return nil, err
-	}
-	return ret.(*commonpb.Status), err
 }
 
 // LoadSegments loads the segments to search.
@@ -183,16 +159,9 @@ func (c *Client) LoadSegments(ctx context.Context, req *querypb.LoadSegmentsRequ
 	commonpbutil.UpdateMsgBase(
 		req.GetBase(),
 		commonpbutil.FillMsgBaseFromClient(paramtable.GetNodeID()))
-	ret, err := c.grpcClient.ReCall(ctx, func(client querypb.QueryNodeClient) (any, error) {
-		if !funcutil.CheckCtxValid(ctx) {
-			return nil, ctx.Err()
-		}
+	return wrapGrpcCall(ctx, c, func(client querypb.QueryNodeClient) (*commonpb.Status, error) {
 		return client.LoadSegments(ctx, req)
 	})
-	if err != nil || ret == nil {
-		return nil, err
-	}
-	return ret.(*commonpb.Status), err
 }
 
 // ReleaseCollection releases the data of the specified collection in QueryNode.
@@ -201,16 +170,9 @@ func (c *Client) ReleaseCollection(ctx context.Context, req *querypb.ReleaseColl
 	commonpbutil.UpdateMsgBase(
 		req.GetBase(),
 		commonpbutil.FillMsgBaseFromClient(paramtable.GetNodeID()))
-	ret, err := c.grpcClient.ReCall(ctx, func(client querypb.QueryNodeClient) (any, error) {
-		if !funcutil.CheckCtxValid(ctx) {
-			return nil, ctx.Err()
-		}
+	return wrapGrpcCall(ctx, c, func(client querypb.QueryNodeClient) (*commonpb.Status, error) {
 		return client.ReleaseCollection(ctx, req)
 	})
-	if err != nil || ret == nil {
-		return nil, err
-	}
-	return ret.(*commonpb.Status), err
 }
 
 // LoadPartitions updates partitions meta info in QueryNode.
@@ -219,16 +181,9 @@ func (c *Client) LoadPartitions(ctx context.Context, req *querypb.LoadPartitions
 	commonpbutil.UpdateMsgBase(
 		req.GetBase(),
 		commonpbutil.FillMsgBaseFromClient(paramtable.GetNodeID()))
-	ret, err := c.grpcClient.ReCall(ctx, func(client querypb.QueryNodeClient) (any, error) {
-		if !funcutil.CheckCtxValid(ctx) {
-			return nil, ctx.Err()
-		}
+	return wrapGrpcCall(ctx, c, func(client querypb.QueryNodeClient) (*commonpb.Status, error) {
 		return client.LoadPartitions(ctx, req)
 	})
-	if err != nil || ret == nil {
-		return nil, err
-	}
-	return ret.(*commonpb.Status), err
 }
 
 // ReleasePartitions releases the data of the specified partitions in QueryNode.
@@ -237,16 +192,9 @@ func (c *Client) ReleasePartitions(ctx context.Context, req *querypb.ReleasePart
 	commonpbutil.UpdateMsgBase(
 		req.GetBase(),
 		commonpbutil.FillMsgBaseFromClient(paramtable.GetNodeID()))
-	ret, err := c.grpcClient.ReCall(ctx, func(client querypb.QueryNodeClient) (any, error) {
-		if !funcutil.CheckCtxValid(ctx) {
-			return nil, ctx.Err()
-		}
+	return wrapGrpcCall(ctx, c, func(client querypb.QueryNodeClient) (*commonpb.Status, error) {
 		return client.ReleasePartitions(ctx, req)
 	})
-	if err != nil || ret == nil {
-		return nil, err
-	}
-	return ret.(*commonpb.Status), err
 }
 
 // ReleaseSegments releases the data of the specified segments in QueryNode.
@@ -255,44 +203,23 @@ func (c *Client) ReleaseSegments(ctx context.Context, req *querypb.ReleaseSegmen
 	commonpbutil.UpdateMsgBase(
 		req.GetBase(),
 		commonpbutil.FillMsgBaseFromClient(paramtable.GetNodeID()))
-	ret, err := c.grpcClient.ReCall(ctx, func(client querypb.QueryNodeClient) (any, error) {
-		if !funcutil.CheckCtxValid(ctx) {
-			return nil, ctx.Err()
-		}
+	return wrapGrpcCall(ctx, c, func(client querypb.QueryNodeClient) (*commonpb.Status, error) {
 		return client.ReleaseSegments(ctx, req)
 	})
-	if err != nil || ret == nil {
-		return nil, err
-	}
-	return ret.(*commonpb.Status), err
 }
 
 // Search performs replica search tasks in QueryNode.
 func (c *Client) Search(ctx context.Context, req *querypb.SearchRequest) (*internalpb.SearchResults, error) {
-	ret, err := c.grpcClient.Call(ctx, func(client querypb.QueryNodeClient) (any, error) {
-		if !funcutil.CheckCtxValid(ctx) {
-			return nil, ctx.Err()
-		}
+	return wrapGrpcCall(ctx, c, func(client querypb.QueryNodeClient) (*internalpb.SearchResults, error) {
 		return client.Search(ctx, req)
 	})
-	if err != nil || ret == nil {
-		return nil, err
-	}
-	return ret.(*internalpb.SearchResults), err
 }
 
 // Query performs replica query tasks in QueryNode.
 func (c *Client) Query(ctx context.Context, req *querypb.QueryRequest) (*internalpb.RetrieveResults, error) {
-	ret, err := c.grpcClient.Call(ctx, func(client querypb.QueryNodeClient) (any, error) {
-		if !funcutil.CheckCtxValid(ctx) {
-			return nil, ctx.Err()
-		}
+	return wrapGrpcCall(ctx, c, func(client querypb.QueryNodeClient) (*internalpb.RetrieveResults, error) {
 		return client.Query(ctx, req)
 	})
-	if err != nil || ret == nil {
-		return nil, err
-	}
-	return ret.(*internalpb.RetrieveResults), err
 }
 
 // GetSegmentInfo gets the information of the specified segments in QueryNode.
@@ -301,16 +228,9 @@ func (c *Client) GetSegmentInfo(ctx context.Context, req *querypb.GetSegmentInfo
 	commonpbutil.UpdateMsgBase(
 		req.GetBase(),
 		commonpbutil.FillMsgBaseFromClient(paramtable.GetNodeID()))
-	ret, err := c.grpcClient.ReCall(ctx, func(client querypb.QueryNodeClient) (any, error) {
-		if !funcutil.CheckCtxValid(ctx) {
-			return nil, ctx.Err()
-		}
+	return wrapGrpcCall(ctx, c, func(client querypb.QueryNodeClient) (*querypb.GetSegmentInfoResponse, error) {
 		return client.GetSegmentInfo(ctx, req)
 	})
-	if err != nil || ret == nil {
-		return nil, err
-	}
-	return ret.(*querypb.GetSegmentInfoResponse), err
 }
 
 // SyncReplicaSegments syncs replica node segments information to shard leaders.
@@ -319,16 +239,9 @@ func (c *Client) SyncReplicaSegments(ctx context.Context, req *querypb.SyncRepli
 	commonpbutil.UpdateMsgBase(
 		req.GetBase(),
 		commonpbutil.FillMsgBaseFromClient(paramtable.GetNodeID()))
-	ret, err := c.grpcClient.ReCall(ctx, func(client querypb.QueryNodeClient) (any, error) {
-		if !funcutil.CheckCtxValid(ctx) {
-			return nil, ctx.Err()
-		}
+	return wrapGrpcCall(ctx, c, func(client querypb.QueryNodeClient) (*commonpb.Status, error) {
 		return client.SyncReplicaSegments(ctx, req)
 	})
-	if err != nil || ret == nil {
-		return nil, err
-	}
-	return ret.(*commonpb.Status), err
 }
 
 // ShowConfigurations gets specified configurations para of QueryNode
@@ -337,17 +250,9 @@ func (c *Client) ShowConfigurations(ctx context.Context, req *internalpb.ShowCon
 	commonpbutil.UpdateMsgBase(
 		req.GetBase(),
 		commonpbutil.FillMsgBaseFromClient(paramtable.GetNodeID()))
-	ret, err := c.grpcClient.ReCall(ctx, func(client querypb.QueryNodeClient) (any, error) {
-		if !funcutil.CheckCtxValid(ctx) {
-			return nil, ctx.Err()
-		}
+	return wrapGrpcCall(ctx, c, func(client querypb.QueryNodeClient) (*internalpb.ShowConfigurationsResponse, error) {
 		return client.ShowConfigurations(ctx, req)
 	})
-	if err != nil || ret == nil {
-		return nil, err
-	}
-
-	return ret.(*internalpb.ShowConfigurationsResponse), err
 }
 
 // GetMetrics gets the metrics information of QueryNode.
@@ -356,29 +261,15 @@ func (c *Client) GetMetrics(ctx context.Context, req *milvuspb.GetMetricsRequest
 	commonpbutil.UpdateMsgBase(
 		req.GetBase(),
 		commonpbutil.FillMsgBaseFromClient(paramtable.GetNodeID()))
-	ret, err := c.grpcClient.ReCall(ctx, func(client querypb.QueryNodeClient) (any, error) {
-		if !funcutil.CheckCtxValid(ctx) {
-			return nil, ctx.Err()
-		}
+	return wrapGrpcCall(ctx, c, func(client querypb.QueryNodeClient) (*milvuspb.GetMetricsResponse, error) {
 		return client.GetMetrics(ctx, req)
 	})
-	if err != nil || ret == nil {
-		return nil, err
-	}
-	return ret.(*milvuspb.GetMetricsResponse), err
 }
 
 func (c *Client) GetStatistics(ctx context.Context, request *querypb.GetStatisticsRequest) (*internalpb.GetStatisticsResponse, error) {
-	ret, err := c.grpcClient.Call(ctx, func(client querypb.QueryNodeClient) (any, error) {
-		if !funcutil.CheckCtxValid(ctx) {
-			return nil, ctx.Err()
-		}
+	return wrapGrpcCall(ctx, c, func(client querypb.QueryNodeClient) (*internalpb.GetStatisticsResponse, error) {
 		return client.GetStatistics(ctx, request)
 	})
-	if err != nil || ret == nil {
-		return nil, err
-	}
-	return ret.(*internalpb.GetStatisticsResponse), err
 }
 
 func (c *Client) GetDataDistribution(ctx context.Context, req *querypb.GetDataDistributionRequest) (*querypb.GetDataDistributionResponse, error) {
@@ -386,16 +277,9 @@ func (c *Client) GetDataDistribution(ctx context.Context, req *querypb.GetDataDi
 	commonpbutil.UpdateMsgBase(
 		req.GetBase(),
 		commonpbutil.FillMsgBaseFromClient(paramtable.GetNodeID()))
-	ret, err := c.grpcClient.Call(ctx, func(client querypb.QueryNodeClient) (any, error) {
-		if !funcutil.CheckCtxValid(ctx) {
-			return nil, ctx.Err()
-		}
+	return wrapGrpcCall(ctx, c, func(client querypb.QueryNodeClient) (*querypb.GetDataDistributionResponse, error) {
 		return client.GetDataDistribution(ctx, req)
 	})
-	if err != nil || ret == nil {
-		return nil, err
-	}
-	return ret.(*querypb.GetDataDistributionResponse), err
 }
 
 func (c *Client) SyncDistribution(ctx context.Context, req *querypb.SyncDistributionRequest) (*commonpb.Status, error) {
@@ -403,16 +287,9 @@ func (c *Client) SyncDistribution(ctx context.Context, req *querypb.SyncDistribu
 	commonpbutil.UpdateMsgBase(
 		req.GetBase(),
 		commonpbutil.FillMsgBaseFromClient(paramtable.GetNodeID()))
-	ret, err := c.grpcClient.Call(ctx, func(client querypb.QueryNodeClient) (any, error) {
-		if !funcutil.CheckCtxValid(ctx) {
-			return nil, ctx.Err()
-		}
+	return wrapGrpcCall(ctx, c, func(client querypb.QueryNodeClient) (*commonpb.Status, error) {
 		return client.SyncDistribution(ctx, req)
 	})
-	if err != nil || ret == nil {
-		return nil, err
-	}
-	return ret.(*commonpb.Status), err
 }
 
 // Delete is used to forward delete message between delegator and workers.
@@ -422,15 +299,7 @@ func (c *Client) Delete(ctx context.Context, req *querypb.DeleteRequest) (*commo
 		req.GetBase(),
 		commonpbutil.FillMsgBaseFromClient(paramtable.GetNodeID()),
 	)
-	ret, err := c.grpcClient.Call(ctx, func(client querypb.QueryNodeClient) (any, error) {
-		if !funcutil.CheckCtxValid(ctx) {
-			return nil, ctx.Err()
-		}
+	return wrapGrpcCall(ctx, c, func(client querypb.QueryNodeClient) (*commonpb.Status, error) {
 		return client.Delete(ctx, req)
 	})
-
-	if err != nil || ret == nil {
-		return nil, err
-	}
-	return ret.(*commonpb.Status), err
 }