diff --git a/pom.xml b/pom.xml
index 5f524079495c..6bbc1be78b98 100644
--- a/pom.xml
+++ b/pom.xml
@@ -2340,6 +2340,7 @@
               <include>org.eclipse.jetty:jetty-util</include>
               <include>org.eclipse.jetty:jetty-server</include>
               <include>com.google.guava:guava</include>
+              <include>org.jpmml:*</include>
             </includes>
           </artifactSet>
           <relocations>
@@ -2354,6 +2355,14 @@
               <pattern>com.google.common</pattern>
               <shadedPattern>${spark.shade.packageName}.guava</shadedPattern>
             </relocation>
+            <relocation>
+              <pattern>org.dmg.pmml</pattern>
+              <shadedPattern>${spark.shade.packageName}.dmg.pmml</shadedPattern>
+            </relocation>
+            <relocation>
+              <pattern>org.jpmml</pattern>
+              <shadedPattern>${spark.shade.packageName}.jpmml</shadedPattern>
+            </relocation>
           </relocations>
         </configuration>
         <executions>