diff --git a/LICENSE-binary b/LICENSE-binary
index d363661b1cc7..4df972347ca8 100644
--- a/LICENSE-binary
+++ b/LICENSE-binary
@@ -332,7 +332,6 @@ commons-daemon:commons-daemon
 commons-dbcp:commons-dbcp
 commons-io:commons-io
 commons-lang:commons-lang
-commons-logging:commons-logging
 commons-net:commons-net
 commons-pool:commons-pool
 io.fabric8:zjsonpatch
diff --git a/NOTICE-binary b/NOTICE-binary
index 4ce8bf2f86b2..38e44e4a5a79 100644
--- a/NOTICE-binary
+++ b/NOTICE-binary
@@ -271,14 +271,6 @@ benchmarking framework, which can be obtained at:
   * HOMEPAGE:
     * https://github.com/google/caliper
 
-This product optionally depends on 'Apache Commons Logging', a logging
-framework, which can be obtained at:
-
-  * LICENSE:
-    * license/LICENSE.commons-logging.txt (Apache License 2.0)
-  * HOMEPAGE:
-    * http://commons.apache.org/logging/
-
 This product optionally depends on 'Apache Log4J', a logging framework, which
 can be obtained at:
 
diff --git a/dev/deps/spark-deps-hadoop-2.7-hive-2.3 b/dev/deps/spark-deps-hadoop-2.7-hive-2.3
index bcf05506855c..e000fe8621e8 100644
--- a/dev/deps/spark-deps-hadoop-2.7-hive-2.3
+++ b/dev/deps/spark-deps-hadoop-2.7-hive-2.3
@@ -44,7 +44,6 @@ commons-httpclient/3.1//commons-httpclient-3.1.jar
 commons-io/2.4//commons-io-2.4.jar
 commons-lang/2.6//commons-lang-2.6.jar
 commons-lang3/3.10//commons-lang3-3.10.jar
-commons-logging/1.1.3//commons-logging-1.1.3.jar
 commons-math3/3.4.1//commons-math3-3.4.1.jar
 commons-net/3.1//commons-net-3.1.jar
 commons-pool/1.5.4//commons-pool-1.5.4.jar
diff --git a/dev/deps/spark-deps-hadoop-3.2-hive-2.3 b/dev/deps/spark-deps-hadoop-3.2-hive-2.3
index cd274bef7045..6814073532ac 100644
--- a/dev/deps/spark-deps-hadoop-3.2-hive-2.3
+++ b/dev/deps/spark-deps-hadoop-3.2-hive-2.3
@@ -36,7 +36,6 @@ commons-httpclient/3.1//commons-httpclient-3.1.jar
 commons-io/2.5//commons-io-2.5.jar
 commons-lang/2.6//commons-lang-2.6.jar
 commons-lang3/3.10//commons-lang3-3.10.jar
-commons-logging/1.1.3//commons-logging-1.1.3.jar
 commons-math3/3.4.1//commons-math3-3.4.1.jar
 commons-net/3.1//commons-net-3.1.jar
 commons-pool/1.5.4//commons-pool-1.5.4.jar
diff --git a/pom.xml b/pom.xml
index 0ab5a8c5b3ef..24c0bf7a7950 100644
--- a/pom.xml
+++ b/pom.xml
@@ -570,12 +570,6 @@
         <artifactId>commons-beanutils</artifactId>
         <version>1.9.4</version>
       </dependency>
-      <dependency>
-        <groupId>commons-logging</groupId>
-        <artifactId>commons-logging</artifactId>
-        <!-- Hive uses commons-logging 1.1.3 from 0.13 to 1.2 -->
-        <version>1.1.3</version>
-      </dependency>
       <dependency>
         <groupId>org.apache.ivy</groupId>
         <artifactId>ivy</artifactId>
@@ -590,11 +584,23 @@
         <groupId>commons-httpclient</groupId>
         <artifactId>commons-httpclient</artifactId>
         <version>${httpclient.classic.version}</version>
+        <exclusions>
+          <exclusion>
+            <groupId>commons-logging</groupId>
+            <artifactId>commons-logging</artifactId>
+          </exclusion>
+        </exclusions>
       </dependency>
       <dependency>
         <groupId>org.apache.httpcomponents</groupId>
         <artifactId>httpclient</artifactId>
         <version>${commons.httpclient.version}</version>
+        <exclusions>
+          <exclusion>
+            <groupId>commons-logging</groupId>
+            <artifactId>commons-logging</artifactId>
+          </exclusion>
+        </exclusions>
       </dependency>
       <dependency>
         <groupId>org.apache.httpcomponents</groupId>
@@ -636,6 +642,12 @@
         <artifactId>htmlunit-driver</artifactId>
         <version>${htmlunit.version}</version>
         <scope>test</scope>
+        <exclusions>
+          <exclusion>
+            <groupId>commons-logging</groupId>
+            <artifactId>commons-logging</artifactId>
+          </exclusion>
+        </exclusions>
       </dependency>
       <!-- Update htmlunit dependency that selenium uses for better JS support -->
       <dependency>
@@ -643,6 +655,12 @@
         <artifactId>htmlunit</artifactId>
         <version>${htmlunit.version}</version>
         <scope>test</scope>
+        <exclusions>
+          <exclusion>
+            <groupId>commons-logging</groupId>
+            <artifactId>commons-logging</artifactId>
+          </exclusion>
+        </exclusions>
       </dependency>
       <dependency>
         <groupId>net.sourceforge.htmlunit</groupId>
@@ -1091,6 +1109,12 @@
         <artifactId>hadoop-client-runtime</artifactId>
         <version>${hadoop.version}</version>
         <scope>${hadoop.deps.scope}</scope>
+        <exclusions>
+          <exclusion>
+            <groupId>commons-logging</groupId>
+            <artifactId>commons-logging</artifactId>
+          </exclusion>
+        </exclusions>
       </dependency>
       <dependency>
         <groupId>org.apache.hadoop</groupId>
@@ -2106,6 +2130,10 @@
             <groupId>javax.servlet</groupId>
             <artifactId>servlet-api</artifactId>
           </exclusion>
+          <exclusion>
+            <groupId>commons-logging</groupId>
+            <artifactId>commons-logging</artifactId>
+          </exclusion>
         </exclusions>
       </dependency>