diff --git a/common/network-common/pom.xml b/common/network-common/pom.xml
index bfadba306c5e..68caa0155ab0 100644
--- a/common/network-common/pom.xml
+++ b/common/network-common/pom.xml
@@ -42,10 +42,33 @@
     </dependency>
 
     <!-- Core dependencies -->
+    <!-- Netty Begin -->
     <dependency>
       <groupId>io.netty</groupId>
       <artifactId>netty-all</artifactId>
     </dependency>
+    <dependency>
+      <groupId>io.netty</groupId>
+      <artifactId>netty-transport-native-epoll</artifactId>
+      <classifier>linux-x86_64</classifier>
+    </dependency>
+    <dependency>
+      <groupId>io.netty</groupId>
+      <artifactId>netty-transport-native-epoll</artifactId>
+      <classifier>linux-aarch_64</classifier>
+    </dependency>
+    <dependency>
+      <groupId>io.netty</groupId>
+      <artifactId>netty-transport-native-kqueue</artifactId>
+      <classifier>osx-aarch_64</classifier>
+    </dependency>
+    <dependency>
+      <groupId>io.netty</groupId>
+      <artifactId>netty-transport-native-kqueue</artifactId>
+      <classifier>osx-x86_64</classifier>
+    </dependency>
+    <!-- Netty End -->
+
     <dependency>
       <groupId>org.apache.commons</groupId>
       <artifactId>commons-lang3</artifactId>
diff --git a/common/network-common/src/main/java/org/apache/spark/network/util/NettyUtils.java b/common/network-common/src/main/java/org/apache/spark/network/util/NettyUtils.java
index ac61aa39e5f1..cc4657efe39a 100644
--- a/common/network-common/src/main/java/org/apache/spark/network/util/NettyUtils.java
+++ b/common/network-common/src/main/java/org/apache/spark/network/util/NettyUtils.java
@@ -160,6 +160,14 @@ public static PooledByteBufAllocator createPooledByteBufAllocator(
     if (numCores == 0) {
       numCores = Runtime.getRuntime().availableProcessors();
     }
+    // SPARK-38541: After upgrade to Netty 4.1.75, there are 2 behavior changes of this method:
+    // 1. `PooledByteBufAllocator.defaultMaxOrder()` change from 11 to 9, this means the default
+    //    `PooledByteBufAllocator` chunk size reduce from 16 MiB to 4 MiB, we need use
+    //    `-Dio.netty.allocator.maxOrder=11` to keep the chunk size of PooledByteBufAllocator
+    //    to 16m.
+    // 2. `PooledByteBufAllocator.defaultUseCacheForAllThreads()` change from true to false, we need
+    //    to use `-Dio.netty.allocator.useCacheForAllThreads=true` to
+    //    enable `useCacheForAllThreads`.
     return new PooledByteBufAllocator(
       allowDirectBufs && PlatformDependent.directBufferPreferred(),
       Math.min(PooledByteBufAllocator.defaultNumHeapArena(), numCores),
diff --git a/core/pom.xml b/core/pom.xml
index d5267f3b32d2..13e264560281 100644
--- a/core/pom.xml
+++ b/core/pom.xml
@@ -304,10 +304,32 @@
       <artifactId>jersey-test-framework-provider-simple</artifactId>
       <scope>test</scope>
     </dependency>
+    <!-- Netty Begin -->
     <dependency>
       <groupId>io.netty</groupId>
       <artifactId>netty-all</artifactId>
     </dependency>
+    <dependency>
+      <groupId>io.netty</groupId>
+      <artifactId>netty-transport-native-epoll</artifactId>
+      <classifier>linux-x86_64</classifier>
+    </dependency>
+    <dependency>
+      <groupId>io.netty</groupId>
+      <artifactId>netty-transport-native-epoll</artifactId>
+      <classifier>linux-aarch_64</classifier>
+    </dependency>
+    <dependency>
+      <groupId>io.netty</groupId>
+      <artifactId>netty-transport-native-kqueue</artifactId>
+      <classifier>osx-aarch_64</classifier>
+    </dependency>
+    <dependency>
+      <groupId>io.netty</groupId>
+      <artifactId>netty-transport-native-kqueue</artifactId>
+      <classifier>osx-x86_64</classifier>
+    </dependency>
+    <!-- Netty End -->
     <dependency>
       <groupId>com.clearspring.analytics</groupId>
       <artifactId>stream</artifactId>
diff --git a/dev/deps/spark-deps-hadoop-2-hive-2.3 b/dev/deps/spark-deps-hadoop-2-hive-2.3
index 00a75528fc85..fc1f80b51c9a 100644
--- a/dev/deps/spark-deps-hadoop-2-hive-2.3
+++ b/dev/deps/spark-deps-hadoop-2-hive-2.3
@@ -200,21 +200,20 @@ metrics-jmx/4.2.7//metrics-jmx-4.2.7.jar
 metrics-json/4.2.7//metrics-json-4.2.7.jar
 metrics-jvm/4.2.7//metrics-jvm-4.2.7.jar
 minlog/1.3.0//minlog-1.3.0.jar
-netty-all/4.1.74.Final//netty-all-4.1.74.Final.jar
-netty-buffer/4.1.74.Final//netty-buffer-4.1.74.Final.jar
-netty-codec/4.1.74.Final//netty-codec-4.1.74.Final.jar
-netty-common/4.1.74.Final//netty-common-4.1.74.Final.jar
-netty-handler/4.1.74.Final//netty-handler-4.1.74.Final.jar
-netty-resolver/4.1.74.Final//netty-resolver-4.1.74.Final.jar
-netty-tcnative-classes/2.0.48.Final//netty-tcnative-classes-2.0.48.Final.jar
-netty-transport-classes-epoll/4.1.74.Final//netty-transport-classes-epoll-4.1.74.Final.jar
-netty-transport-classes-kqueue/4.1.74.Final//netty-transport-classes-kqueue-4.1.74.Final.jar
-netty-transport-native-epoll/4.1.74.Final/linux-aarch_64/netty-transport-native-epoll-4.1.74.Final-linux-aarch_64.jar
-netty-transport-native-epoll/4.1.74.Final/linux-x86_64/netty-transport-native-epoll-4.1.74.Final-linux-x86_64.jar
-netty-transport-native-kqueue/4.1.74.Final/osx-aarch_64/netty-transport-native-kqueue-4.1.74.Final-osx-aarch_64.jar
-netty-transport-native-kqueue/4.1.74.Final/osx-x86_64/netty-transport-native-kqueue-4.1.74.Final-osx-x86_64.jar
-netty-transport-native-unix-common/4.1.74.Final//netty-transport-native-unix-common-4.1.74.Final.jar
-netty-transport/4.1.74.Final//netty-transport-4.1.74.Final.jar
+netty-all/4.1.86.Final//netty-all-4.1.86.Final.jar
+netty-buffer/4.1.86.Final//netty-buffer-4.1.86.Final.jar
+netty-codec/4.1.86.Final//netty-codec-4.1.86.Final.jar
+netty-common/4.1.86.Final//netty-common-4.1.86.Final.jar
+netty-handler/4.1.86.Final//netty-handler-4.1.86.Final.jar
+netty-resolver/4.1.86.Final//netty-resolver-4.1.86.Final.jar
+netty-transport-classes-epoll/4.1.86.Final//netty-transport-classes-epoll-4.1.86.Final.jar
+netty-transport-classes-kqueue/4.1.86.Final//netty-transport-classes-kqueue-4.1.86.Final.jar
+netty-transport-native-epoll/4.1.86.Final/linux-aarch_64/netty-transport-native-epoll-4.1.86.Final-linux-aarch_64.jar
+netty-transport-native-epoll/4.1.86.Final/linux-x86_64/netty-transport-native-epoll-4.1.86.Final-linux-x86_64.jar
+netty-transport-native-kqueue/4.1.86.Final/osx-aarch_64/netty-transport-native-kqueue-4.1.86.Final-osx-aarch_64.jar
+netty-transport-native-kqueue/4.1.86.Final/osx-x86_64/netty-transport-native-kqueue-4.1.86.Final-osx-x86_64.jar
+netty-transport-native-unix-common/4.1.86.Final//netty-transport-native-unix-common-4.1.86.Final.jar
+netty-transport/4.1.86.Final//netty-transport-4.1.86.Final.jar
 objenesis/3.2//objenesis-3.2.jar
 okhttp/3.12.12//okhttp-3.12.12.jar
 okio/1.14.0//okio-1.14.0.jar
diff --git a/dev/deps/spark-deps-hadoop-3-hive-2.3 b/dev/deps/spark-deps-hadoop-3-hive-2.3
index 63b7e07af3b4..15cab2ae7606 100644
--- a/dev/deps/spark-deps-hadoop-3-hive-2.3
+++ b/dev/deps/spark-deps-hadoop-3-hive-2.3
@@ -186,21 +186,20 @@ metrics-jmx/4.2.7//metrics-jmx-4.2.7.jar
 metrics-json/4.2.7//metrics-json-4.2.7.jar
 metrics-jvm/4.2.7//metrics-jvm-4.2.7.jar
 minlog/1.3.0//minlog-1.3.0.jar
-netty-all/4.1.74.Final//netty-all-4.1.74.Final.jar
-netty-buffer/4.1.74.Final//netty-buffer-4.1.74.Final.jar
-netty-codec/4.1.74.Final//netty-codec-4.1.74.Final.jar
-netty-common/4.1.74.Final//netty-common-4.1.74.Final.jar
-netty-handler/4.1.74.Final//netty-handler-4.1.74.Final.jar
-netty-resolver/4.1.74.Final//netty-resolver-4.1.74.Final.jar
-netty-tcnative-classes/2.0.48.Final//netty-tcnative-classes-2.0.48.Final.jar
-netty-transport-classes-epoll/4.1.74.Final//netty-transport-classes-epoll-4.1.74.Final.jar
-netty-transport-classes-kqueue/4.1.74.Final//netty-transport-classes-kqueue-4.1.74.Final.jar
-netty-transport-native-epoll/4.1.74.Final/linux-aarch_64/netty-transport-native-epoll-4.1.74.Final-linux-aarch_64.jar
-netty-transport-native-epoll/4.1.74.Final/linux-x86_64/netty-transport-native-epoll-4.1.74.Final-linux-x86_64.jar
-netty-transport-native-kqueue/4.1.74.Final/osx-aarch_64/netty-transport-native-kqueue-4.1.74.Final-osx-aarch_64.jar
-netty-transport-native-kqueue/4.1.74.Final/osx-x86_64/netty-transport-native-kqueue-4.1.74.Final-osx-x86_64.jar
-netty-transport-native-unix-common/4.1.74.Final//netty-transport-native-unix-common-4.1.74.Final.jar
-netty-transport/4.1.74.Final//netty-transport-4.1.74.Final.jar
+netty-all/4.1.86.Final//netty-all-4.1.86.Final.jar
+netty-buffer/4.1.86.Final//netty-buffer-4.1.86.Final.jar
+netty-codec/4.1.86.Final//netty-codec-4.1.86.Final.jar
+netty-common/4.1.86.Final//netty-common-4.1.86.Final.jar
+netty-handler/4.1.86.Final//netty-handler-4.1.86.Final.jar
+netty-resolver/4.1.86.Final//netty-resolver-4.1.86.Final.jar
+netty-transport-classes-epoll/4.1.86.Final//netty-transport-classes-epoll-4.1.86.Final.jar
+netty-transport-classes-kqueue/4.1.86.Final//netty-transport-classes-kqueue-4.1.86.Final.jar
+netty-transport-native-epoll/4.1.86.Final/linux-aarch_64/netty-transport-native-epoll-4.1.86.Final-linux-aarch_64.jar
+netty-transport-native-epoll/4.1.86.Final/linux-x86_64/netty-transport-native-epoll-4.1.86.Final-linux-x86_64.jar
+netty-transport-native-kqueue/4.1.86.Final/osx-aarch_64/netty-transport-native-kqueue-4.1.86.Final-osx-aarch_64.jar
+netty-transport-native-kqueue/4.1.86.Final/osx-x86_64/netty-transport-native-kqueue-4.1.86.Final-osx-x86_64.jar
+netty-transport-native-unix-common/4.1.86.Final//netty-transport-native-unix-common-4.1.86.Final.jar
+netty-transport/4.1.86.Final//netty-transport-4.1.86.Final.jar
 objenesis/3.2//objenesis-3.2.jar
 okhttp/3.12.12//okhttp-3.12.12.jar
 okio/1.14.0//okio-1.14.0.jar
diff --git a/pom.xml b/pom.xml
index edca7df7004c..ee6f95bce8cf 100644
--- a/pom.xml
+++ b/pom.xml
@@ -202,6 +202,7 @@
     <commons-cli.version>1.5.0</commons-cli.version>
     <bouncycastle.version>1.60</bouncycastle.version>
     <tink.version>1.6.1</tink.version>
+    <netty.version>4.1.86.Final</netty.version>
     <!--
     If you are changing Arrow version specification, please check
     ./python/pyspark/sql/pandas/utils.py, and ./python/setup.py too.
@@ -817,10 +818,12 @@
         <artifactId>RoaringBitmap</artifactId>
         <version>0.9.25</version>
       </dependency>
+
+      <!-- Netty Begin -->
       <dependency>
         <groupId>io.netty</groupId>
         <artifactId>netty-all</artifactId>
-        <version>4.1.74.Final</version>
+        <version>${netty.version}</version>
         <exclusions>
           <exclusion>
             <groupId>io.netty</groupId>
@@ -894,8 +897,45 @@
             <groupId>io.netty</groupId>
             <artifactId>netty-transport-udt</artifactId>
           </exclusion>
+          <exclusion>
+            <groupId>io.netty</groupId>
+            <artifactId>netty-handler-ssl-ocsp</artifactId>
+          </exclusion>
+          <exclusion>
+            <groupId>org.jctools</groupId>
+            <artifactId>jctools-core</artifactId>
+          </exclusion>
         </exclusions>
       </dependency>
+      <!-- SPARK-38885: After Netty 4.1.76, add the following `Netty` dependencies explicitly
+           to ensure `./dev/test-dependencies.sh` produce the same results on Linux and MacOS.
+      -->
+      <dependency>
+        <groupId>io.netty</groupId>
+        <artifactId>netty-transport-native-epoll</artifactId>
+        <version>${netty.version}</version>
+        <classifier>linux-x86_64</classifier>
+      </dependency>
+      <dependency>
+        <groupId>io.netty</groupId>
+        <artifactId>netty-transport-native-epoll</artifactId>
+        <version>${netty.version}</version>
+        <classifier>linux-aarch_64</classifier>
+      </dependency>
+      <dependency>
+        <groupId>io.netty</groupId>
+        <artifactId>netty-transport-native-kqueue</artifactId>
+        <version>${netty.version}</version>
+        <classifier>osx-aarch_64</classifier>
+      </dependency>
+      <dependency>
+        <groupId>io.netty</groupId>
+        <artifactId>netty-transport-native-kqueue</artifactId>
+        <version>${netty.version}</version>
+        <classifier>osx-x86_64</classifier>
+      </dependency>
+      <!-- Netty End -->
+
       <dependency>
         <groupId>org.apache.derby</groupId>
         <artifactId>derby</artifactId>