diff --git a/common/utils/src/main/scala/org/apache/spark/internal/Logging.scala b/common/utils/src/main/scala/org/apache/spark/internal/Logging.scala
index 1d43bda6e4fc..8eea9b44da26 100644
--- a/common/utils/src/main/scala/org/apache/spark/internal/Logging.scala
+++ b/common/utils/src/main/scala/org/apache/spark/internal/Logging.scala
@@ -99,9 +99,11 @@ case class MessageWithContext(message: String, context: java.util.HashMap[String
  * Companion class for lazy evaluation of the MessageWithContext instance.
  */
 class LogEntry(messageWithContext: => MessageWithContext) {
-  def message: String = messageWithContext.message
+  private lazy val cachedMessageWithContext: MessageWithContext = messageWithContext
 
-  def context: java.util.HashMap[String, String] = messageWithContext.context
+  def message: String = cachedMessageWithContext.message
+
+  def context: java.util.HashMap[String, String] = cachedMessageWithContext.context
 }
 
 /**
diff --git a/common/utils/src/test/scala/org/apache/spark/util/StructuredLoggingSuite.scala b/common/utils/src/test/scala/org/apache/spark/util/StructuredLoggingSuite.scala
index 52380b2edc7c..b3e103f46337 100644
--- a/common/utils/src/test/scala/org/apache/spark/util/StructuredLoggingSuite.scala
+++ b/common/utils/src/test/scala/org/apache/spark/util/StructuredLoggingSuite.scala
@@ -25,7 +25,7 @@ import com.fasterxml.jackson.module.scala.DefaultScalaModule
 import org.apache.logging.log4j.Level
 import org.scalatest.funsuite.AnyFunSuite // scalastyle:ignore funsuite
 
-import org.apache.spark.internal.{LogEntry, Logging, LogKey, LogKeys, MDC}
+import org.apache.spark.internal.{LogEntry, Logging, LogKey, LogKeys, MDC, MessageWithContext}
 
 trait LoggingSuiteBase
     extends AnyFunSuite // scalastyle:ignore funsuite
@@ -228,6 +228,37 @@ trait LoggingSuiteBase
           verifyMsgWithConcat(level, logOutput)
       }
   }
+
+  test("LogEntry should construct MessageWithContext only once") {
+    var constructionCount = 0
+
+    def constructMessageWithContext(): MessageWithContext = {
+      constructionCount += 1
+      log"Lost executor ${MDC(LogKeys.EXECUTOR_ID, "1")}."
+    }
+    logInfo(constructMessageWithContext())
+    assert(constructionCount === 1)
+  }
+
+  test("LogEntry should construct MessageWithContext only once II") {
+    var constructionCount = 0
+    var constructionCount2 = 0
+
+    def executorId(): String = {
+      constructionCount += 1
+      "1"
+    }
+
+    def workerId(): String = {
+      constructionCount2 += 1
+      "2"
+    }
+
+    logInfo(log"Lost executor ${MDC(LogKeys.EXECUTOR_ID, executorId())}." +
+      log"worker id ${MDC(LogKeys.WORKER_ID, workerId())}")
+    assert(constructionCount === 1)
+    assert(constructionCount2 === 1)
+  }
 }
 
 class StructuredLoggingSuite extends LoggingSuiteBase {