diff --git a/hudi-spark-datasource/hudi-spark/src/main/scala/org/apache/spark/sql/hudi/command/payload/ExpressionPayload.scala b/hudi-spark-datasource/hudi-spark/src/main/scala/org/apache/spark/sql/hudi/command/payload/ExpressionPayload.scala
index d86cd75315bf3..e0f71217dcb4b 100644
--- a/hudi-spark-datasource/hudi-spark/src/main/scala/org/apache/spark/sql/hudi/command/payload/ExpressionPayload.scala
+++ b/hudi-spark-datasource/hudi-spark/src/main/scala/org/apache/spark/sql/hudi/command/payload/ExpressionPayload.scala
@@ -32,7 +32,7 @@ import org.apache.hudi.sql.IExpressionEvaluator
 import org.apache.spark.sql.avro.{AvroSerializer, SchemaConverters}
 import org.apache.spark.sql.catalyst.expressions.Expression
 import org.apache.spark.sql.hudi.SerDeUtils
-import org.apache.spark.sql.hudi.command.payload.ExpressionPayload.{getEvaluator, getMergedSchema}
+import org.apache.spark.sql.hudi.command.payload.ExpressionPayload.{getEvaluator, setWriteSchema, getMergedSchema}
 import org.apache.spark.sql.types.{StructField, StructType}
 
 import java.util.concurrent.Callable
@@ -215,9 +215,7 @@ class ExpressionPayload(record: GenericRecord,
    */
   private def initWriteSchemaIfNeed(properties: Properties): Unit = {
     if (writeSchema == null) {
-      ValidationUtils.checkArgument(properties.containsKey(HoodieWriteConfig.WRITE_SCHEMA.key),
-        s"Missing ${HoodieWriteConfig.WRITE_SCHEMA.key}")
-      writeSchema = new Schema.Parser().parse(properties.getProperty(HoodieWriteConfig.WRITE_SCHEMA.key))
+      writeSchema = setWriteSchema(properties)
     }
   }
 
@@ -276,6 +274,18 @@ object ExpressionPayload {
     .maximumSize(1024)
     .build[String, Map[IExpressionEvaluator, IExpressionEvaluator]]()
 
+  private val writeSchemaCache = CacheBuilder.newBuilder().build[String, Schema]()
+
+  def setWriteSchema(properties: Properties): Schema = {
+    ValidationUtils.checkArgument(properties.containsKey(HoodieWriteConfig.WRITE_SCHEMA.key),
+      s"Missing ${HoodieWriteConfig.WRITE_SCHEMA.key}")
+    writeSchemaCache.get(properties.getProperty(HoodieWriteConfig.WRITE_SCHEMA.key),
+      new Callable[Schema] {
+        override def call(): Schema =
+          new Schema.Parser().parse(properties.getProperty(HoodieWriteConfig.WRITE_SCHEMA.key))
+    })
+  }
+
   /**
    * Do the CodeGen for each condition and assignment expressions.We will cache it to reduce
    * the compile time for each method call.