diff --git a/pulsar/producer_partition.go b/pulsar/producer_partition.go
index 6bd90818e2..d9502b7f14 100644
--- a/pulsar/producer_partition.go
+++ b/pulsar/producer_partition.go
@@ -100,29 +100,24 @@ type partitionProducer struct {
 }
 
 type schemaCache struct {
-	lock    sync.RWMutex
-	schemas map[uint64][]byte
+	schemas sync.Map
 }
 
 func newSchemaCache() *schemaCache {
-	return &schemaCache{
-		schemas: make(map[uint64][]byte),
-	}
+	return &schemaCache{}
 }
 
 func (s *schemaCache) Put(schema *SchemaInfo, schemaVersion []byte) {
-	s.lock.Lock()
-	defer s.lock.Unlock()
-
 	key := schema.hash()
-	s.schemas[key] = schemaVersion
+	s.schemas.Store(key, schemaVersion)
 }
 
 func (s *schemaCache) Get(schema *SchemaInfo) (schemaVersion []byte) {
-	s.lock.RLock()
-	defer s.lock.RUnlock()
-
-	return s.schemas[schema.hash()]
+	val, ok := s.schemas.Load(schema.hash())
+	if !ok {
+		return nil
+	}
+	return val.([]byte)
 }
 
 func newPartitionProducer(client *client, topic string, options *ProducerOptions, partitionIdx int,
@@ -1102,7 +1097,7 @@ func (p *partitionProducer) SendAsync(ctx context.Context, msg *ProducerMessage,
 
 func (p *partitionProducer) internalSendAsync(ctx context.Context, msg *ProducerMessage,
 	callback func(MessageID, *ProducerMessage, error), flushImmediately bool) {
-	//Register transaction operation to transaction and the transaction coordinator.
+	// Register transaction operation to transaction and the transaction coordinator.
 	var newCallback func(MessageID, *ProducerMessage, error)
 	if msg.Transaction != nil {
 		transactionImpl := (msg.Transaction).(*transaction)
diff --git a/pulsar/schema.go b/pulsar/schema.go
index 0b413d40a6..95e045de73 100644
--- a/pulsar/schema.go
+++ b/pulsar/schema.go
@@ -23,6 +23,7 @@ import (
 	"fmt"
 	"hash/maphash"
 	"reflect"
+	"sync/atomic"
 	"unsafe"
 
 	log "github.com/sirupsen/logrus"
@@ -37,27 +38,27 @@ import (
 type SchemaType int
 
 const (
-	NONE        SchemaType = iota //No schema defined
-	STRING                        //Simple String encoding with UTF-8
-	JSON                          //JSON object encoding and validation
-	PROTOBUF                      //Protobuf message encoding and decoding
-	AVRO                          //Serialize and deserialize via Avro
+	NONE        SchemaType = iota // No schema defined
+	STRING                        // Simple String encoding with UTF-8
+	JSON                          // JSON object encoding and validation
+	PROTOBUF                      // Protobuf message encoding and decoding
+	AVRO                          // Serialize and deserialize via Avro
 	BOOLEAN                       //
-	INT8                          //A 8-byte integer.
-	INT16                         //A 16-byte integer.
-	INT32                         //A 32-byte integer.
-	INT64                         //A 64-byte integer.
-	FLOAT                         //A float number.
-	DOUBLE                        //A double number
+	INT8                          // A 8-byte integer.
+	INT16                         // A 16-byte integer.
+	INT32                         // A 32-byte integer.
+	INT64                         // A 64-byte integer.
+	FLOAT                         // A float number.
+	DOUBLE                        // A double number
 	_                             //
 	_                             //
 	_                             //
-	KeyValue                      //A Schema that contains Key Schema and Value Schema.
-	BYTES       = -1              //A bytes array.
+	KeyValue                      // A Schema that contains Key Schema and Value Schema.
+	BYTES       = -1              // A bytes array.
 	AUTO        = -2              //
-	AutoConsume = -3              //Auto Consume Type.
+	AutoConsume = -3              // Auto Consume Type.
 	AutoPublish = -4              // Auto Publish Type.
-	ProtoNative = 20              //Protobuf native message encoding and decoding
+	ProtoNative = 20              // Protobuf native message encoding and decoding
 )
 
 // Encapsulates data around the schema definition
@@ -66,13 +67,21 @@ type SchemaInfo struct {
 	Schema     string
 	Type       SchemaType
 	Properties map[string]string
+	hashVal    atomic.Uint64
 }
 
 func (s SchemaInfo) hash() uint64 {
+	oldHash := s.hashVal.Load()
+	if oldHash != 0 {
+		return oldHash
+	}
+
 	h := maphash.Hash{}
 	h.SetSeed(seed)
 	h.Write([]byte(s.Schema))
-	return h.Sum64()
+	newHash := h.Sum64()
+	s.hashVal.CompareAndSwap(oldHash, newHash)
+	return newHash
 }
 
 type Schema interface {