diff --git a/lib/go/thrift/buf_pool.go b/lib/go/thrift/buf_pool.go
deleted file mode 100644
index 9708ea0..0000000
--- a/lib/go/thrift/buf_pool.go
+++ /dev/null
@@ -1,52 +0,0 @@
-/*
- * Licensed to the Apache Software Foundation (ASF) under one
- * or more contributor license agreements. See the NOTICE file
- * distributed with this work for additional information
- * regarding copyright ownership. The ASF licenses this file
- * to you under the Apache License, Version 2.0 (the
- * "License"); you may not use this file except in compliance
- * with the License. You may obtain a copy of the License at
- *
- *   http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing,
- * software distributed under the License is distributed on an
- * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- * KIND, either express or implied. See the License for the
- * specific language governing permissions and limitations
- * under the License.
- */
-
-package thrift
-
-import (
-	"bytes"
-	"sync"
-)
-
-var bufPool = sync.Pool{
-	New: func() interface{} {
-		return new(bytes.Buffer)
-	},
-}
-
-// getBufFromPool gets a buffer out of the pool and guarantees that it's reset
-// before return.
-func getBufFromPool() *bytes.Buffer {
-	buf := bufPool.Get().(*bytes.Buffer)
-	buf.Reset()
-	return buf
-}
-
-// returnBufToPool returns a buffer to the pool, and sets it to nil to avoid
-// accidental usage after it's returned.
-//
-// You usually want to use it this way:
-//
-//     buf := getBufFromPool()
-//     defer returnBufToPool(&buf)
-//     // use buf
-func returnBufToPool(buf **bytes.Buffer) {
-	bufPool.Put(*buf)
-	*buf = nil
-}
diff --git a/lib/go/thrift/deserializer.go b/lib/go/thrift/deserializer.go
index 2f2468b..0c68d6b 100644
--- a/lib/go/thrift/deserializer.go
+++ b/lib/go/thrift/deserializer.go
@@ -21,7 +21,6 @@
 
 import (
 	"context"
-	"sync"
 )
 
 type TDeserializer struct {
@@ -81,7 +80,7 @@
 // It must be initialized with either NewTDeserializerPool or
 // NewTDeserializerPoolSizeFactory.
 type TDeserializerPool struct {
-	pool sync.Pool
+	pool *pool[TDeserializer]
 }
 
 // NewTDeserializerPool creates a new TDeserializerPool.
@@ -89,11 +88,7 @@
 // NewTDeserializer can be used as the arg here.
 func NewTDeserializerPool(f func() *TDeserializer) *TDeserializerPool {
 	return &TDeserializerPool{
-		pool: sync.Pool{
-			New: func() interface{} {
-				return f()
-			},
-		},
+		pool: newPool(f, nil),
 	}
 }
 
@@ -104,28 +99,26 @@
 // larger than that. It just dictates the initial size.
 func NewTDeserializerPoolSizeFactory(size int, factory TProtocolFactory) *TDeserializerPool {
 	return &TDeserializerPool{
-		pool: sync.Pool{
-			New: func() interface{} {
-				transport := NewTMemoryBufferLen(size)
-				protocol := factory.GetProtocol(transport)
+		pool: newPool(func() *TDeserializer {
+			transport := NewTMemoryBufferLen(size)
+			protocol := factory.GetProtocol(transport)
 
-				return &TDeserializer{
-					Transport: transport,
-					Protocol:  protocol,
-				}
-			},
-		},
+			return &TDeserializer{
+				Transport: transport,
+				Protocol:  protocol,
+			}
+		}, nil),
 	}
 }
 
 func (t *TDeserializerPool) ReadString(ctx context.Context, msg TStruct, s string) error {
-	d := t.pool.Get().(*TDeserializer)
-	defer t.pool.Put(d)
+	d := t.pool.get()
+	defer t.pool.put(&d)
 	return d.ReadString(ctx, msg, s)
 }
 
 func (t *TDeserializerPool) Read(ctx context.Context, msg TStruct, b []byte) error {
-	d := t.pool.Get().(*TDeserializer)
-	defer t.pool.Put(d)
+	d := t.pool.get()
+	defer t.pool.put(&d)
 	return d.Read(ctx, msg, b)
 }
diff --git a/lib/go/thrift/framed_transport.go b/lib/go/thrift/framed_transport.go
index c8bd35e..e3c323a 100644
--- a/lib/go/thrift/framed_transport.go
+++ b/lib/go/thrift/framed_transport.go
@@ -133,7 +133,7 @@
 		// Make sure we return the read buffer back to pool
 		// after we finished reading from it.
 		if p.readBuf != nil && p.readBuf.Len() == 0 {
-			returnBufToPool(&p.readBuf)
+			bufPool.put(&p.readBuf)
 		}
 	}()
 
@@ -175,7 +175,7 @@
 
 func (p *TFramedTransport) ensureWriteBufferBeforeWrite() {
 	if p.writeBuf == nil {
-		p.writeBuf = getBufFromPool()
+		p.writeBuf = bufPool.get()
 	}
 }
 
@@ -196,7 +196,7 @@
 }
 
 func (p *TFramedTransport) Flush(ctx context.Context) error {
-	defer returnBufToPool(&p.writeBuf)
+	defer bufPool.put(&p.writeBuf)
 	size := p.writeBuf.Len()
 	buf := p.buffer[:4]
 	binary.BigEndian.PutUint32(buf, uint32(size))
@@ -215,9 +215,9 @@
 
 func (p *TFramedTransport) readFrame() error {
 	if p.readBuf != nil {
-		returnBufToPool(&p.readBuf)
+		bufPool.put(&p.readBuf)
 	}
-	p.readBuf = getBufFromPool()
+	p.readBuf = bufPool.get()
 
 	buf := p.buffer[:4]
 	if _, err := io.ReadFull(p.reader, buf); err != nil {
diff --git a/lib/go/thrift/header_transport.go b/lib/go/thrift/header_transport.go
index 5ec0454..3aea5a9 100644
--- a/lib/go/thrift/header_transport.go
+++ b/lib/go/thrift/header_transport.go
@@ -370,7 +370,7 @@
 
 	// Read the frame fully into frameBuffer.
 	if t.frameBuffer == nil {
-		t.frameBuffer = getBufFromPool()
+		t.frameBuffer = bufPool.get()
 	}
 	_, err = io.CopyN(t.frameBuffer, t.reader, int64(frameSize))
 	if err != nil {
@@ -407,7 +407,7 @@
 // It closes frameReader, and also resets frame related states.
 func (t *THeaderTransport) endOfFrame() error {
 	defer func() {
-		returnBufToPool(&t.frameBuffer)
+		bufPool.put(&t.frameBuffer)
 		t.frameReader = nil
 	}()
 	return t.frameReader.Close()
@@ -572,7 +572,7 @@
 // You need to call Flush to actually write them to the transport.
 func (t *THeaderTransport) Write(p []byte) (int, error) {
 	if t.writeBuffer == nil {
-		t.writeBuffer = getBufFromPool()
+		t.writeBuffer = bufPool.get()
 	}
 	return t.writeBuffer.Write(p)
 }
@@ -583,7 +583,7 @@
 		return nil
 	}
 
-	defer returnBufToPool(&t.writeBuffer)
+	defer bufPool.put(&t.writeBuffer)
 
 	switch t.clientType {
 	default:
@@ -633,8 +633,8 @@
 			}
 		}
 
-		payload := getBufFromPool()
-		defer returnBufToPool(&payload)
+		payload := bufPool.get()
+		defer bufPool.put(&payload)
 		meta := headerMeta{
 			MagicFlags:   THeaderHeaderMagic + t.Flags&THeaderFlagsMask,
 			SequenceID:   t.SequenceID,
diff --git a/lib/go/thrift/http_client.go b/lib/go/thrift/http_client.go
index ce62c96..a0f2066 100644
--- a/lib/go/thrift/http_client.go
+++ b/lib/go/thrift/http_client.go
@@ -24,7 +24,6 @@
 	"context"
 	"errors"
 	"io"
-	"io/ioutil"
 	"net/http"
 	"net/url"
 	"strconv"
@@ -136,7 +135,7 @@
 		// reused. Errors are being ignored here because if the connection is invalid
 		// and this fails for some reason, the Close() method will do any remaining
 		// cleanup.
-		io.Copy(ioutil.Discard, p.response.Body)
+		io.Copy(io.Discard, p.response.Body)
 
 		err = p.response.Body.Close()
 	}
diff --git a/lib/go/thrift/http_transport.go b/lib/go/thrift/http_transport.go
index bc69227..c84aba9 100644
--- a/lib/go/thrift/http_transport.go
+++ b/lib/go/thrift/http_transport.go
@@ -24,7 +24,6 @@
 	"io"
 	"net/http"
 	"strings"
-	"sync"
 )
 
 // NewThriftHandlerFunc is a function that create a ready to use Apache Thrift Handler function
@@ -41,11 +40,9 @@
 
 // gz transparently compresses the HTTP response if the client supports it.
 func gz(handler http.HandlerFunc) http.HandlerFunc {
-	sp := &sync.Pool{
-		New: func() interface{} {
-			return gzip.NewWriter(nil)
-		},
-	}
+	sp := newPool(func() *gzip.Writer {
+		return gzip.NewWriter(nil)
+	}, nil)
 
 	return func(w http.ResponseWriter, r *http.Request) {
 		if !strings.Contains(r.Header.Get("Accept-Encoding"), "gzip") {
@@ -53,11 +50,11 @@
 			return
 		}
 		w.Header().Set("Content-Encoding", "gzip")
-		gz := sp.Get().(*gzip.Writer)
+		gz := sp.get()
 		gz.Reset(w)
 		defer func() {
-			_ = gz.Close()
-			sp.Put(gz)
+			gz.Close()
+			sp.put(&gz)
 		}()
 		gzw := gzipResponseWriter{Writer: gz, ResponseWriter: w}
 		handler(gzw, r)
diff --git a/lib/go/thrift/pool.go b/lib/go/thrift/pool.go
new file mode 100644
index 0000000..1d623d4
--- /dev/null
+++ b/lib/go/thrift/pool.go
@@ -0,0 +1,69 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements. See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership. The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License. You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied. See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package thrift
+
+import (
+	"bytes"
+	"sync"
+)
+
+// pool is a generic sync.Pool wrapper with bells and whistles.
+type pool[T any] struct {
+	pool  sync.Pool
+	reset func(*T)
+}
+
+// newPool creates a new pool.
+//
+// Both generate and reset are optional.
+// Default generate is just new(T),
+// When reset is nil we don't do any additional resetting when calling get.
+func newPool[T any](generate func() *T, reset func(*T)) *pool[T] {
+	if generate == nil {
+		generate = func() *T {
+			return new(T)
+		}
+	}
+	return &pool[T]{
+		pool: sync.Pool{
+			New: func() interface{} {
+				return generate()
+			},
+		},
+		reset: reset,
+	}
+}
+
+func (p *pool[T]) get() *T {
+	r := p.pool.Get().(*T)
+	if p.reset != nil {
+		p.reset(r)
+	}
+	return r
+}
+
+func (p *pool[T]) put(r **T) {
+	p.pool.Put(*r)
+	*r = nil
+}
+
+var bufPool = newPool(nil, func(buf *bytes.Buffer) {
+	buf.Reset()
+})
diff --git a/lib/go/thrift/pool_test.go b/lib/go/thrift/pool_test.go
new file mode 100644
index 0000000..c717e1d
--- /dev/null
+++ b/lib/go/thrift/pool_test.go
@@ -0,0 +1,51 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements. See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership. The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License. You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied. See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package thrift
+
+import (
+	"testing"
+	"testing/quick"
+)
+
+type poolTest int
+
+func TestPoolReset(t *testing.T) {
+	p := newPool(nil, func(elem *poolTest) {
+		*elem = 0
+	})
+	f := func(i int) (passed bool) {
+		pt := p.get()
+		defer func() {
+			p.put(&pt)
+			if pt != nil {
+				t.Errorf("Expected pt to be nil after put, got %#v", pt)
+				passed = false
+			}
+		}()
+		if *pt != 0 {
+			t.Errorf("Expected *pt to be reset to 0 after get, got %d", *pt)
+		}
+		*pt = poolTest(i)
+		return !t.Failed()
+	}
+	if err := quick.Check(f, nil); err != nil {
+		t.Error(err)
+	}
+}
diff --git a/lib/go/thrift/protocol_test.go b/lib/go/thrift/protocol_test.go
index caac78e..d66dc65 100644
--- a/lib/go/thrift/protocol_test.go
+++ b/lib/go/thrift/protocol_test.go
@@ -22,7 +22,7 @@
 import (
 	"bytes"
 	"context"
-	"io/ioutil"
+	"io"
 	"math"
 	"net"
 	"net/http"
@@ -60,7 +60,7 @@
 type HTTPHeaderEchoServer struct{}
 
 func (p *HTTPEchoServer) ServeHTTP(w http.ResponseWriter, req *http.Request) {
-	buf, err := ioutil.ReadAll(req.Body)
+	buf, err := io.ReadAll(req.Body)
 	if err != nil {
 		w.WriteHeader(http.StatusBadRequest)
 		w.Write(buf)
@@ -71,7 +71,7 @@
 }
 
 func (p *HTTPHeaderEchoServer) ServeHTTP(w http.ResponseWriter, req *http.Request) {
-	buf, err := ioutil.ReadAll(req.Body)
+	buf, err := io.ReadAll(req.Body)
 	if err != nil {
 		w.WriteHeader(http.StatusBadRequest)
 		w.Write(buf)
diff --git a/lib/go/thrift/serializer.go b/lib/go/thrift/serializer.go
index f4d9201..53a674e 100644
--- a/lib/go/thrift/serializer.go
+++ b/lib/go/thrift/serializer.go
@@ -21,7 +21,6 @@
 
 import (
 	"context"
-	"sync"
 )
 
 type TSerializer struct {
@@ -92,7 +91,7 @@
 // It must be initialized with either NewTSerializerPool or
 // NewTSerializerPoolSizeFactory.
 type TSerializerPool struct {
-	pool sync.Pool
+	pool *pool[TSerializer]
 }
 
 // NewTSerializerPool creates a new TSerializerPool.
@@ -100,11 +99,7 @@
 // NewTSerializer can be used as the arg here.
 func NewTSerializerPool(f func() *TSerializer) *TSerializerPool {
 	return &TSerializerPool{
-		pool: sync.Pool{
-			New: func() interface{} {
-				return f()
-			},
-		},
+		pool: newPool(f, nil),
 	}
 }
 
@@ -115,28 +110,26 @@
 // larger than that. It just dictates the initial size.
 func NewTSerializerPoolSizeFactory(size int, factory TProtocolFactory) *TSerializerPool {
 	return &TSerializerPool{
-		pool: sync.Pool{
-			New: func() interface{} {
-				transport := NewTMemoryBufferLen(size)
-				protocol := factory.GetProtocol(transport)
+		pool: newPool(func() *TSerializer {
+			transport := NewTMemoryBufferLen(size)
+			protocol := factory.GetProtocol(transport)
 
-				return &TSerializer{
-					Transport: transport,
-					Protocol:  protocol,
-				}
-			},
-		},
+			return &TSerializer{
+				Transport: transport,
+				Protocol:  protocol,
+			}
+		}, nil),
 	}
 }
 
 func (t *TSerializerPool) WriteString(ctx context.Context, msg TStruct) (string, error) {
-	s := t.pool.Get().(*TSerializer)
-	defer t.pool.Put(s)
+	s := t.pool.get()
+	defer t.pool.put(&s)
 	return s.WriteString(ctx, msg)
 }
 
 func (t *TSerializerPool) Write(ctx context.Context, msg TStruct) ([]byte, error) {
-	s := t.pool.Get().(*TSerializer)
-	defer t.pool.Put(s)
+	s := t.pool.get()
+	defer t.pool.put(&s)
 	return s.Write(ctx, msg)
 }
diff --git a/lib/go/thrift/simple_server_test.go b/lib/go/thrift/simple_server_test.go
index e0cf151..f3a59ee 100644
--- a/lib/go/thrift/simple_server_test.go
+++ b/lib/go/thrift/simple_server_test.go
@@ -201,11 +201,11 @@
 
 	netConn, err := net.Dial("tcp", ln.Addr().String())
 	if err != nil || netConn == nil {
-		t.Fatal("error when dial server")
+		t.Fatalf("error when dial server: %v", err)
 	}
 	time.Sleep(networkWaitDuration)
 
-	serverStopTimeout := 50 * time.Millisecond
+	const serverStopTimeout = 50 * time.Millisecond
 	backupServerStopTimeout := ServerStopTimeout
 	t.Cleanup(func() {
 		ServerStopTimeout = backupServerStopTimeout
@@ -213,13 +213,12 @@
 	ServerStopTimeout = serverStopTimeout
 
 	st := time.Now()
-	err = serv.Stop()
-	if err != nil {
+	if err := serv.Stop(); err != nil {
 		t.Errorf("error when stop server:%v", err)
 	}
 
 	if elapsed := time.Since(st); elapsed < serverStopTimeout {
-		t.Errorf("stop cost less time than server stop timeout, server stop timeout:%v,cost time:%v", ServerStopTimeout, elapsed)
+		t.Errorf("stop cost less time than server stop timeout, server stop timeout:%v,cost time:%v", serverStopTimeout, elapsed)
 	}
 }