diff --git a/arrow-data-source/pom.xml b/arrow-data-source/pom.xml
index 68ecb248d..1077675c7 100644
--- a/arrow-data-source/pom.xml
+++ b/arrow-data-source/pom.xml
@@ -92,6 +92,14 @@
           <groupId>org.apache.arrow</groupId>
           <artifactId>arrow-format</artifactId>
         </exclusion>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
+        <exclusion>
+          <groupId>log4j</groupId>
+          <artifactId>log4j</artifactId>
+        </exclusion>
       </exclusions>
       <scope>provided</scope>
     </dependency>
diff --git a/native-sql-engine/core/pom.xml b/native-sql-engine/core/pom.xml
index c346edde6..f9663eeb7 100644
--- a/native-sql-engine/core/pom.xml
+++ b/native-sql-engine/core/pom.xml
@@ -55,6 +55,16 @@
       <artifactId>spark-core_${scala.binary.version}</artifactId>
       <version>${spark.version}</version>
       <scope>provided</scope>
+      <exclusions>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-log4j12</artifactId>
+        </exclusion>
+        <exclusion>
+          <groupId>log4j</groupId>
+          <artifactId>log4j</artifactId>
+        </exclusion>
+      </exclusions>
     </dependency>
     <dependency>
       <groupId>org.apache.spark</groupId>