diff --git a/sql/catalyst/pom.xml b/sql/catalyst/pom.xml
index 54fa96baa1e18..120ee9c886315 100644
--- a/sql/catalyst/pom.xml
+++ b/sql/catalyst/pom.xml
@@ -55,9 +55,14 @@
       <version>${project.version}</version>
     </dependency>
     <dependency>
-      <groupId>com.typesafe</groupId>
-      <artifactId>scalalogging-slf4j_${scala.binary.version}</artifactId>
-      <version>1.0.1</version>
+      <groupId>com.typesafe.scala-logging</groupId>
+      <artifactId>scala-logging-slf4j_${scala.binary.version}</artifactId>
+      <version>2.1.2</version>
+    </dependency>
+    <dependency>
+      <groupId>com.typesafe.scala-logging</groupId>
+      <artifactId>scala-logging-api_${scala.binary.version}</artifactId>
+      <version>2.1.2</version>
     </dependency>
     <dependency>
       <groupId>org.scalatest</groupId>
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/codegen/GenerateOrdering.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/codegen/GenerateOrdering.scala
index 4211998f7511a..9523ba5414c3f 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/codegen/GenerateOrdering.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/codegen/GenerateOrdering.scala
@@ -17,7 +17,7 @@
 
 package org.apache.spark.sql.catalyst.expressions.codegen
 
-import com.typesafe.scalalogging.slf4j.Logging
+import com.typesafe.scalalogging.slf4j.{LazyLogging => Logging}
 import org.apache.spark.sql.catalyst.expressions._
 import org.apache.spark.sql.catalyst.types.{StringType, NumericType}
 
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/package.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/package.scala
index ca9642954eb27..2c5542cfafd1d 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/package.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/package.scala
@@ -25,5 +25,5 @@ package object catalyst {
    */
   protected[catalyst] object ScalaReflectionLock
 
-  protected[catalyst] type Logging = com.typesafe.scalalogging.slf4j.Logging
+  protected[catalyst] type Logging = com.typesafe.scalalogging.slf4j.LazyLogging
 }
diff --git a/sql/core/pom.xml b/sql/core/pom.xml
index c8016e41256d5..4846df99f6b52 100644
--- a/sql/core/pom.xml
+++ b/sql/core/pom.xml
@@ -83,6 +83,16 @@
       <artifactId>scalacheck_${scala.binary.version}</artifactId>
       <scope>test</scope>
     </dependency>
+    <dependency>
+      <groupId>com.typesafe.scala-logging</groupId>
+      <artifactId>scala-logging-slf4j_${scala.binary.version}</artifactId>
+      <version>2.1.2</version>
+    </dependency>
+    <dependency>
+      <groupId>com.typesafe.scala-logging</groupId>
+      <artifactId>scala-logging-api_${scala.binary.version}</artifactId>
+      <version>2.1.2</version>
+    </dependency>
   </dependencies>
   <build>
     <outputDirectory>target/scala-${scala.binary.version}/classes</outputDirectory>
diff --git a/sql/core/src/main/scala/org/apache/spark/sql/package.scala b/sql/core/src/main/scala/org/apache/spark/sql/package.scala
index 0995a4eb6299f..3d386c1ca3656 100644
--- a/sql/core/src/main/scala/org/apache/spark/sql/package.scala
+++ b/sql/core/src/main/scala/org/apache/spark/sql/package.scala
@@ -32,7 +32,7 @@ import org.apache.spark.annotation.DeveloperApi
  */
 package object sql {
 
-  protected[sql] type Logging = com.typesafe.scalalogging.slf4j.Logging
+  protected[sql] type Logging = com.typesafe.scalalogging.slf4j.LazyLogging
 
   /**
    * :: DeveloperApi ::