diff --git a/core/src/main/scala/org/apache/spark/status/AppStatusStore.scala b/core/src/main/scala/org/apache/spark/status/AppStatusStore.scala
index 312bcccb1cca..0487f2f07c09 100644
--- a/core/src/main/scala/org/apache/spark/status/AppStatusStore.scala
+++ b/core/src/main/scala/org/apache/spark/status/AppStatusStore.scala
@@ -20,6 +20,7 @@ package org.apache.spark.status
 import java.util.{List => JList}
 
 import scala.collection.JavaConverters._
+import scala.collection.mutable.HashMap
 
 import org.apache.spark.{JobExecutionStatus, SparkConf}
 import org.apache.spark.status.api.v1
@@ -386,10 +387,9 @@ private[spark] class AppStatusStore(
 
   def taskList(stageId: Int, stageAttemptId: Int, maxTasks: Int): Seq[v1.TaskData] = {
     val stageKey = Array(stageId, stageAttemptId)
-    store.view(classOf[TaskDataWrapper]).index("stage").first(stageKey).last(stageKey).reverse()
-      .max(maxTasks).asScala.map { taskDataWrapper =>
-      constructTaskData(taskDataWrapper)
-    }.toSeq.reverse
+    val taskDataWrapperIter = store.view(classOf[TaskDataWrapper]).index("stage")
+      .first(stageKey).last(stageKey).reverse().max(maxTasks).asScala
+    constructTaskDataList(taskDataWrapperIter).reverse
   }
 
   def taskList(
@@ -428,9 +428,8 @@ private[spark] class AppStatusStore(
     }
 
     val ordered = if (ascending) indexed else indexed.reverse()
-    ordered.skip(offset).max(length).asScala.map { taskDataWrapper =>
-      constructTaskData(taskDataWrapper)
-    }.toSeq
+    val taskDataWrapperIter = ordered.skip(offset).max(length).asScala
+    constructTaskDataList(taskDataWrapperIter)
   }
 
   def executorSummary(stageId: Int, attemptId: Int): Map[String, v1.ExecutorStageSummary] = {
@@ -536,24 +535,29 @@ private[spark] class AppStatusStore(
     store.close()
   }
 
-  def constructTaskData(taskDataWrapper: TaskDataWrapper) : v1.TaskData = {
-    val taskDataOld: v1.TaskData = taskDataWrapper.toApi
-    val executorLogs: Option[Map[String, String]] = try {
-      Some(executorSummary(taskDataOld.executorId).executorLogs)
-    } catch {
-      case e: NoSuchElementException => e.getMessage
-        None
-    }
-    new v1.TaskData(taskDataOld.taskId, taskDataOld.index,
-      taskDataOld.attempt, taskDataOld.launchTime, taskDataOld.resultFetchStart,
-      taskDataOld.duration, taskDataOld.executorId, taskDataOld.host, taskDataOld.status,
-      taskDataOld.taskLocality, taskDataOld.speculative, taskDataOld.accumulatorUpdates,
-      taskDataOld.errorMessage, taskDataOld.taskMetrics,
-      executorLogs.getOrElse(Map[String, String]()),
-      AppStatusUtils.schedulerDelay(taskDataOld),
-      AppStatusUtils.gettingResultTime(taskDataOld))
+  def constructTaskDataList(taskDataWrapperIter: Iterable[TaskDataWrapper]): Seq[v1.TaskData] = {
+    val executorIdToLogs = new HashMap[String, Map[String, String]]()
+    taskDataWrapperIter.map { taskDataWrapper =>
+      val taskDataOld: v1.TaskData = taskDataWrapper.toApi
+      val executorLogs = executorIdToLogs.getOrElseUpdate(taskDataOld.executorId, {
+        try {
+          executorSummary(taskDataOld.executorId).executorLogs
+        } catch {
+          case e: NoSuchElementException =>
+            Map.empty
+        }
+      })
+
+      new v1.TaskData(taskDataOld.taskId, taskDataOld.index,
+        taskDataOld.attempt, taskDataOld.launchTime, taskDataOld.resultFetchStart,
+        taskDataOld.duration, taskDataOld.executorId, taskDataOld.host, taskDataOld.status,
+        taskDataOld.taskLocality, taskDataOld.speculative, taskDataOld.accumulatorUpdates,
+        taskDataOld.errorMessage, taskDataOld.taskMetrics,
+        executorLogs,
+        AppStatusUtils.schedulerDelay(taskDataOld),
+        AppStatusUtils.gettingResultTime(taskDataOld))
+    }.toSeq
   }
-
 }
 
 private[spark] object AppStatusStore {