diff --git a/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/DateTimeBenchmark.scala b/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/DateTimeBenchmark.scala
index df0f87e483cd..9cfa9070aca6 100644
--- a/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/DateTimeBenchmark.scala
+++ b/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/DateTimeBenchmark.scala
@@ -20,6 +20,7 @@ package org.apache.spark.sql.execution.benchmark
 import java.sql.Timestamp
 
 import org.apache.spark.benchmark.Benchmark
+import org.apache.spark.sql.SaveMode.Overwrite
 import org.apache.spark.sql.internal.SQLConf
 
 /**
@@ -36,7 +37,12 @@ import org.apache.spark.sql.internal.SQLConf
  */
 object DateTimeBenchmark extends SqlBasedBenchmark {
   private def doBenchmark(cardinality: Int, exprs: String*): Unit = {
-    spark.range(cardinality).selectExpr(exprs: _*).write.format("noop").save()
+    spark.range(cardinality)
+      .selectExpr(exprs: _*)
+      .write
+      .format("noop")
+      .mode(Overwrite)
+      .save()
   }
 
   private def run(cardinality: Int, name: String, exprs: String*): Unit = {
@@ -132,7 +138,10 @@ object DateTimeBenchmark extends SqlBasedBenchmark {
       benchmark.addCase("From java.sql.Timestamp", numIters) { _ =>
         spark.range(rowsNum)
           .map(millis => new Timestamp(millis))
-          .write.format("noop").save()
+          .write
+          .format("noop")
+          .mode(Overwrite)
+          .save()
       }
       benchmark.addCase("Collect longs", numIters) { _ =>
         spark.range(0, rowsNum, 1, 1)
diff --git a/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/ExtractBenchmark.scala b/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/ExtractBenchmark.scala
index a109b11b2d6d..2bd73c1dc14f 100644
--- a/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/ExtractBenchmark.scala
+++ b/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/ExtractBenchmark.scala
@@ -20,6 +20,7 @@ package org.apache.spark.sql.execution.benchmark
 import java.time.Instant
 
 import org.apache.spark.benchmark.Benchmark
+import org.apache.spark.sql.SaveMode.Overwrite
 import org.apache.spark.sql.internal.SQLConf
 
 /**
@@ -44,6 +45,7 @@ object ExtractBenchmark extends SqlBasedBenchmark {
         .selectExpr(exprs: _*)
         .write
         .format("noop")
+        .mode(Overwrite)
         .save()
     }
   }
diff --git a/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/MakeDateTimeBenchmark.scala b/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/MakeDateTimeBenchmark.scala
index 7f7908544693..9e5aca70ac62 100644
--- a/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/MakeDateTimeBenchmark.scala
+++ b/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/MakeDateTimeBenchmark.scala
@@ -18,6 +18,7 @@
 package org.apache.spark.sql.execution.benchmark
 
 import org.apache.spark.benchmark.Benchmark
+import org.apache.spark.sql.SaveMode.Overwrite
 import org.apache.spark.sql.internal.SQLConf
 
 /**
@@ -41,6 +42,7 @@ object MakeDateTimeBenchmark extends SqlBasedBenchmark {
         .selectExpr(exprs: _*)
         .write
         .format("noop")
+        .mode(Overwrite)
         .save()
     }
   }
diff --git a/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/NestedSchemaPruningBenchmark.scala b/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/NestedSchemaPruningBenchmark.scala
index 96f90f29707d..4b6da5a02eac 100644
--- a/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/NestedSchemaPruningBenchmark.scala
+++ b/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/NestedSchemaPruningBenchmark.scala
@@ -18,6 +18,7 @@
 package org.apache.spark.sql.execution.benchmark
 
 import org.apache.spark.benchmark.Benchmark
+import org.apache.spark.sql.SaveMode.Overwrite
 import org.apache.spark.sql.internal.SQLConf
 
 /**
@@ -47,7 +48,11 @@ abstract class NestedSchemaPruningBenchmark extends SqlBasedBenchmark {
 
   private def addCase(benchmark: Benchmark, name: String, sql: String): Unit = {
     benchmark.addCase(name) { _ =>
-      spark.sql(sql).write.format("noop").save()
+      spark.sql(sql)
+        .write
+        .format("noop")
+        .mode(Overwrite)
+        .save()
     }
   }
 
diff --git a/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/UDFBenchmark.scala b/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/UDFBenchmark.scala
index 9cbd6423f667..04c1b5ade12c 100644
--- a/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/UDFBenchmark.scala
+++ b/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/UDFBenchmark.scala
@@ -18,6 +18,7 @@
 package org.apache.spark.sql.execution.benchmark
 
 import org.apache.spark.benchmark.Benchmark
+import org.apache.spark.sql.SaveMode.Overwrite
 import org.apache.spark.sql.catalyst.expressions.Literal
 import org.apache.spark.sql.expressions.UserDefinedFunction
 import org.apache.spark.sql.functions._
@@ -42,8 +43,12 @@ object UDFBenchmark extends SqlBasedBenchmark {
     val nullableIntCol = when(
       idCol % 2 === 0, idCol.cast(IntegerType)).otherwise(Literal(null, IntegerType))
     val stringCol = idCol.cast(StringType)
-    spark.range(cardinality).select(
-      udf(idCol, nullableIntCol, stringCol)).write.format("noop").save()
+    spark.range(cardinality)
+      .select(udf(idCol, nullableIntCol, stringCol))
+      .write
+      .format("noop")
+      .mode(Overwrite)
+      .save()
   }
 
   private def doRunBenchmarkWithPrimitiveTypes(
@@ -51,7 +56,12 @@ object UDFBenchmark extends SqlBasedBenchmark {
     val idCol = col("id")
     val nullableIntCol = when(
       idCol % 2 === 0, idCol.cast(IntegerType)).otherwise(Literal(null, IntegerType))
-    spark.range(cardinality).select(udf(idCol, nullableIntCol)).write.format("noop").save()
+    spark.range(cardinality)
+      .select(udf(idCol, nullableIntCol))
+      .write
+      .format("noop")
+      .mode(Overwrite)
+      .save()
   }
 
   override def runBenchmarkSuite(mainArgs: Array[String]): Unit = {
@@ -104,16 +114,25 @@ object UDFBenchmark extends SqlBasedBenchmark {
       val benchmark = new Benchmark("UDF identity overhead", cardinality, output = output)
 
       benchmark.addCase(s"Baseline", numIters = 5) { _ =>
-        spark.range(cardinality).select(
-          col("id"), col("id") * 2, col("id") * 3).write.format("noop").save()
+        spark.range(cardinality)
+          .select(col("id"), col("id") * 2, col("id") * 3)
+          .write
+          .format("noop")
+          .mode(Overwrite)
+          .save()
       }
 
       val identityUDF = udf { x: Long => x }
       benchmark.addCase(s"With identity UDF", numIters = 5) { _ =>
-        spark.range(cardinality).select(
-          identityUDF(col("id")),
-          identityUDF(col("id") * 2),
-          identityUDF(col("id") * 3)).write.format("noop").save()
+        spark.range(cardinality)
+          .select(
+            identityUDF(col("id")),
+            identityUDF(col("id") * 2),
+            identityUDF(col("id") * 3))
+          .write
+          .format("noop")
+          .mode(Overwrite)
+          .save()
       }
 
       benchmark.run()
diff --git a/sql/core/src/test/scala/org/apache/spark/sql/execution/datasources/csv/CSVBenchmark.scala b/sql/core/src/test/scala/org/apache/spark/sql/execution/datasources/csv/CSVBenchmark.scala
index e41e81af508f..a4cffedaf82d 100644
--- a/sql/core/src/test/scala/org/apache/spark/sql/execution/datasources/csv/CSVBenchmark.scala
+++ b/sql/core/src/test/scala/org/apache/spark/sql/execution/datasources/csv/CSVBenchmark.scala
@@ -21,6 +21,7 @@ import java.time.{Instant, LocalDate}
 
 import org.apache.spark.benchmark.Benchmark
 import org.apache.spark.sql.{Column, Dataset, Row}
+import org.apache.spark.sql.SaveMode.Overwrite
 import org.apache.spark.sql.execution.benchmark.SqlBasedBenchmark
 import org.apache.spark.sql.functions._
 import org.apache.spark.sql.types._
@@ -42,7 +43,9 @@ import org.apache.spark.sql.types._
 object CSVBenchmark extends SqlBasedBenchmark {
   import spark.implicits._
 
-  private def toNoop(ds: Dataset[_]): Unit = ds.write.format("noop").save()
+  private def toNoop(ds: Dataset[_]): Unit = {
+    ds.write.format("noop").mode(Overwrite).save()
+  }
 
   private def quotedValuesBenchmark(rowsNum: Int, numIters: Int): Unit = {
     val benchmark = new Benchmark(s"Parsing quoted values", rowsNum, output = output)
diff --git a/sql/core/src/test/scala/org/apache/spark/sql/execution/datasources/json/JsonBenchmark.scala b/sql/core/src/test/scala/org/apache/spark/sql/execution/datasources/json/JsonBenchmark.scala
index f486e603e255..83856541618d 100644
--- a/sql/core/src/test/scala/org/apache/spark/sql/execution/datasources/json/JsonBenchmark.scala
+++ b/sql/core/src/test/scala/org/apache/spark/sql/execution/datasources/json/JsonBenchmark.scala
@@ -21,6 +21,7 @@ import java.time.{Instant, LocalDate}
 
 import org.apache.spark.benchmark.Benchmark
 import org.apache.spark.sql.{Dataset, Row}
+import org.apache.spark.sql.SaveMode.Overwrite
 import org.apache.spark.sql.execution.benchmark.SqlBasedBenchmark
 import org.apache.spark.sql.functions._
 import org.apache.spark.sql.types._
@@ -49,7 +50,7 @@ object JSONBenchmark extends SqlBasedBenchmark {
   }
 
   private def run(ds: Dataset[_]): Unit = {
-    ds.write.format("noop").save()
+    ds.write.format("noop").mode(Overwrite).save()
   }
 
   def schemaInferring(rowsNum: Int, numIters: Int): Unit = {