diff --git a/internal/querynodev2/segments/pool.go b/internal/querynodev2/segments/pool.go
index 34a96e935796f..29c6c65e56bb2 100644
--- a/internal/querynodev2/segments/pool.go
+++ b/internal/querynodev2/segments/pool.go
@@ -33,10 +33,12 @@ var (
 	// and other operations (insert/delete/statistics/etc.)
 	// since in concurrent situation, there operation may block each other in high payload
 
-	sqp     atomic.Pointer[conc.Pool[any]]
-	sqOnce  sync.Once
-	dp      atomic.Pointer[conc.Pool[any]]
-	dynOnce sync.Once
+	sqp      atomic.Pointer[conc.Pool[any]]
+	sqOnce   sync.Once
+	dp       atomic.Pointer[conc.Pool[any]]
+	dynOnce  sync.Once
+	loadPool atomic.Pointer[conc.Pool[any]]
+	loadOnce sync.Once
 )
 
 // initSQPool initialize
@@ -67,6 +69,19 @@ func initDynamicPool() {
 	})
 }
 
+func initLoadPool() {
+	loadOnce.Do(func() {
+		pool := conc.NewPool[any](
+			hardware.GetCPUNum()*paramtable.Get().CommonCfg.MiddlePriorityThreadCoreCoefficient.GetAsInt(),
+			conc.WithPreAlloc(false),
+			conc.WithDisablePurge(false),
+			conc.WithPreHandler(runtime.LockOSThread), // lock os thread for cgo thread disposal
+		)
+
+		loadPool.Store(pool)
+	})
+}
+
 // GetSQPool returns the singleton pool instance for search/query operations.
 func GetSQPool() *conc.Pool[any] {
 	initSQPool()
@@ -78,3 +93,8 @@ func GetDynamicPool() *conc.Pool[any] {
 	initDynamicPool()
 	return dp.Load()
 }
+
+func GetLoadPool() *conc.Pool[any] {
+	initLoadPool()
+	return loadPool.Load()
+}
diff --git a/internal/querynodev2/segments/segment.go b/internal/querynodev2/segments/segment.go
index 81bd9bcd6082b..4caee7ca58d7e 100644
--- a/internal/querynodev2/segments/segment.go
+++ b/internal/querynodev2/segments/segment.go
@@ -620,7 +620,7 @@ func (s *LocalSegment) LoadMultiFieldData(rowCount int64, fields []*datapb.Field
 	}
 
 	var status C.CStatus
-	GetDynamicPool().Submit(func() (any, error) {
+	GetLoadPool().Submit(func() (any, error) {
 		status = C.LoadFieldData(s.ptr, loadFieldDataInfo.cLoadFieldDataInfo)
 		return nil, nil
 	}).Await()
@@ -672,7 +672,7 @@ func (s *LocalSegment) LoadFieldData(fieldID int64, rowCount int64, field *datap
 	loadFieldDataInfo.appendMMapDirPath(paramtable.Get().QueryNodeCfg.MmapDirPath.GetValue())
 
 	var status C.CStatus
-	GetDynamicPool().Submit(func() (any, error) {
+	GetLoadPool().Submit(func() (any, error) {
 		log.Info("submitted loadFieldData task to dy pool")
 		status = C.LoadFieldData(s.ptr, loadFieldDataInfo.cLoadFieldDataInfo)
 		return nil, nil
@@ -723,7 +723,7 @@ func (s *LocalSegment) AddFieldDataInfo(rowCount int64, fields []*datapb.FieldBi
 	}
 
 	var status C.CStatus
-	GetDynamicPool().Submit(func() (any, error) {
+	GetLoadPool().Submit(func() (any, error) {
 		status = C.AddFieldDataInfoForSealed(s.ptr, loadFieldDataInfo.cLoadFieldDataInfo)
 		return nil, nil
 	}).Await()
@@ -851,7 +851,7 @@ func (s *LocalSegment) LoadIndexInfo(indexInfo *querypb.FieldIndexInfo, info *Lo
 	}
 
 	var status C.CStatus
-	GetDynamicPool().Submit(func() (any, error) {
+	GetLoadPool().Submit(func() (any, error) {
 		status = C.UpdateSealedSegmentIndex(s.ptr, info.cLoadIndexInfo)
 		return nil, nil
 	}).Await()
diff --git a/internal/querynodev2/segments/segment_loader.go b/internal/querynodev2/segments/segment_loader.go
index 45d5e00051f3a..caf337cbd139d 100644
--- a/internal/querynodev2/segments/segment_loader.go
+++ b/internal/querynodev2/segments/segment_loader.go
@@ -83,19 +83,16 @@ type Loader interface {
 type LoadResource struct {
 	MemorySize uint64
 	DiskSize   uint64
-	WorkNum    int
 }
 
 func (r *LoadResource) Add(resource LoadResource) {
 	r.MemorySize += resource.MemorySize
 	r.DiskSize += resource.DiskSize
-	r.WorkNum += resource.WorkNum
 }
 
 func (r *LoadResource) Sub(resource LoadResource) {
 	r.MemorySize -= resource.MemorySize
 	r.DiskSize -= resource.DiskSize
-	r.WorkNum -= resource.WorkNum
 }
 
 func NewLoader(
@@ -365,29 +362,13 @@ func (loader *segmentLoader) requestResource(ctx context.Context, infos ...*quer
 	}
 	diskCap := paramtable.Get().QueryNodeCfg.DiskCapacityLimit.GetAsUint64()
 
-	poolCap := hardware.GetCPUNum() * paramtable.Get().CommonCfg.HighPriorityThreadCoreCoefficient.GetAsInt()
-	if poolCap > 256 {
-		poolCap = 256
-	}
-	if loader.committedResource.WorkNum >= poolCap {
-		return resource, 0, merr.WrapErrServiceRequestLimitExceeded(int32(poolCap))
-	} else if loader.committedResource.MemorySize+memoryUsage >= totalMemory {
+	if loader.committedResource.MemorySize+memoryUsage >= totalMemory {
 		return resource, 0, merr.WrapErrServiceMemoryLimitExceeded(float32(loader.committedResource.MemorySize+memoryUsage), float32(totalMemory))
 	} else if loader.committedResource.DiskSize+uint64(diskUsage) >= diskCap {
 		return resource, 0, merr.WrapErrServiceDiskLimitExceeded(float32(loader.committedResource.DiskSize+uint64(diskUsage)), float32(diskCap))
 	}
 
 	concurrencyLevel := funcutil.Min(hardware.GetCPUNum(), len(infos))
-
-	for _, info := range infos {
-		for _, field := range info.GetBinlogPaths() {
-			resource.WorkNum += len(field.GetBinlogs())
-		}
-		for _, index := range info.GetIndexInfos() {
-			resource.WorkNum += len(index.IndexFilePaths)
-		}
-	}
-
 	for ; concurrencyLevel > 1; concurrencyLevel /= 2 {
 		_, _, err := loader.checkSegmentSize(ctx, infos, concurrencyLevel)
 		if err == nil {
@@ -409,8 +390,6 @@ func (loader *segmentLoader) requestResource(ctx context.Context, infos ...*quer
 	}
 	loader.committedResource.Add(resource)
 	log.Info("request resource for loading segments (unit in MiB)",
-		zap.Int("workerNum", resource.WorkNum),
-		zap.Int("committedWorkerNum", loader.committedResource.WorkNum),
 		zap.Float64("memory", toMB(resource.MemorySize)),
 		zap.Float64("committedMemory", toMB(loader.committedResource.MemorySize)),
 		zap.Float64("disk", toMB(resource.DiskSize)),