diff --git a/java/flight/flight-sql-jdbc-core/src/main/java/org/apache/arrow/driver/jdbc/ArrowFlightJdbcDriver.java b/java/flight/flight-sql-jdbc-core/src/main/java/org/apache/arrow/driver/jdbc/ArrowFlightJdbcDriver.java
index 183e3d5c7b055..d0daaa8bda155 100644
--- a/java/flight/flight-sql-jdbc-core/src/main/java/org/apache/arrow/driver/jdbc/ArrowFlightJdbcDriver.java
+++ b/java/flight/flight-sql-jdbc-core/src/main/java/org/apache/arrow/driver/jdbc/ArrowFlightJdbcDriver.java
@@ -31,6 +31,7 @@
 import java.util.Objects;
 import java.util.Optional;
 import java.util.Properties;
+import java.util.logging.Logger;
 
 import org.apache.arrow.driver.jdbc.utils.ArrowFlightConnectionConfigImpl.ArrowFlightConnectionProperty;
 import org.apache.arrow.driver.jdbc.utils.UrlParser;
@@ -58,7 +59,7 @@ public class ArrowFlightJdbcDriver extends UnregisteredDriver {
     // Netty requires some extra properties to unlock some native memory management api
     // Setting this property if not already set externally
     // This has to be done before any netty class is being loaded
-    final String key = "cfjd.io.netty.tryReflectionSetAccessible";
+    final String key = "io.netty.tryReflectionSetAccessible";
     final String tryReflectionSetAccessible = System.getProperty(key);
     if (tryReflectionSetAccessible == null) {
       System.setProperty(key, Boolean.TRUE.toString());
@@ -67,6 +68,13 @@ public class ArrowFlightJdbcDriver extends UnregisteredDriver {
     new ArrowFlightJdbcDriver().register();
   }
 
+  @Override
+  public Logger getParentLogger() {
+    // Return the logger associated with the driver package ('org.apache.arrow.driver.jdbc')
+    // When packaged in flight-sql-jdbc-driver, it will also apply to all shaded dependencies
+    return Logger.getLogger(getClass().getPackage().getName());
+  }
+
   @Override
   public ArrowFlightConnection connect(final String url, final Properties info)
       throws SQLException {
diff --git a/java/flight/flight-sql-jdbc-driver/pom.xml b/java/flight/flight-sql-jdbc-driver/pom.xml
index 53d929afa781c..2157c09eaf583 100644
--- a/java/flight/flight-sql-jdbc-driver/pom.xml
+++ b/java/flight/flight-sql-jdbc-driver/pom.xml
@@ -97,6 +97,11 @@
             <artifactId>slf4j-api</artifactId>
             <scope>runtime</scope>
         </dependency>
+        <dependency>
+            <groupId>org.slf4j</groupId>
+            <artifactId>slf4j-jdk14</artifactId>
+            <scope>runtime</scope>
+        </dependency>
 
         <dependency>
             <groupId>io.netty</groupId>
@@ -190,17 +195,16 @@
                             <relocations>
                                 <relocation>
                                     <pattern>com.</pattern>
-                                    <shadedPattern>cfjd.com.</shadedPattern>
+                                    <shadedPattern>org.apache.arrow.driver.jdbc.shaded.com.</shadedPattern>
                                     <excludes>
                                         <exclude>com.sun.**</exclude>
                                     </excludes>
                                 </relocation>
                                 <relocation>
                                     <pattern>org.</pattern>
-                                    <shadedPattern>cfjd.org.</shadedPattern>
+                                    <shadedPattern>org.apache.arrow.driver.jdbc.shaded.org.</shadedPattern>
                                     <excludes>
                                         <exclude>org.apache.arrow.driver.jdbc.**</exclude>
-                                        <exclude>org.slf4j.**</exclude>
                                         <!-- Avoid shading Flight JDBC Properties -->
                                         <exclude>org.apache.arrow.flight.name</exclude>
                                         <exclude>org.apache.arrow.flight.version</exclude>
@@ -210,24 +214,24 @@
                                 </relocation>
                                 <relocation>
                                     <pattern>io.</pattern>
-                                    <shadedPattern>cfjd.io.</shadedPattern>
+                                    <shadedPattern>org.apache.arrow.driver.jdbc.shaded.io.</shadedPattern>
                                 </relocation>
                                 <relocation>
                                     <pattern>net.</pattern>
-                                    <shadedPattern>cfjd.net.</shadedPattern>
+                                    <shadedPattern>org.apache.arrow.driver.jdbc.shaded.net.</shadedPattern>
                                 </relocation>
                                 <relocation>
                                     <pattern>mozilla.</pattern>
-                                    <shadedPattern>cfjd.mozilla.</shadedPattern>
+                                    <shadedPattern>org.apache.arrow.driver.jdbc.shaded.mozilla.</shadedPattern>
                                 </relocation>
                                 <!-- Entries to relocate netty native libraries  -->
                                 <relocation>
                                     <pattern>META-INF.native.libnetty_</pattern>
-                                    <shadedPattern>META-INF.native.libcfjd_netty_</shadedPattern>
+                                    <shadedPattern>META-INF.native.liboaadj_netty_</shadedPattern>
                                 </relocation>
                                 <relocation>
                                     <pattern>META-INF.native.netty_</pattern>
-                                    <shadedPattern>META-INF.native.cfjd_netty_</shadedPattern>
+                                    <shadedPattern>META-INF.native.oaadj_netty_</shadedPattern>
                                 </relocation>
                             </relocations>
                             <transformers>
diff --git a/java/flight/flight-sql-jdbc-driver/src/test/java/org/apache/arrow/driver/jdbc/ITDriverJarValidation.java b/java/flight/flight-sql-jdbc-driver/src/test/java/org/apache/arrow/driver/jdbc/ITDriverJarValidation.java
index fdb580d493abf..0cae2fd5f5cb8 100644
--- a/java/flight/flight-sql-jdbc-driver/src/test/java/org/apache/arrow/driver/jdbc/ITDriverJarValidation.java
+++ b/java/flight/flight-sql-jdbc-driver/src/test/java/org/apache/arrow/driver/jdbc/ITDriverJarValidation.java
@@ -42,8 +42,7 @@
 /**
  * Check the content of the JDBC driver jar
  *
- * After shading everything should be either under org.apache.arrow.driver.jdbc.,
- * org.slf4j., or cfjd. packages
+ * After shading everything should be either under org.apache.arrow.driver.jdbc. package
  */
 public class ITDriverJarValidation {
   /**
@@ -57,8 +56,6 @@ public class ITDriverJarValidation {
    */
   public static final Set<String> ALLOWED_PREFIXES = ImmutableSet.of(
       "org/apache/arrow/driver/jdbc/",
-      "cfjd/",
-      "org/slf4j/",
       "META-INF/");
 
   /**
diff --git a/java/pom.xml b/java/pom.xml
index bdefbea2d8787..8e9ddd5480ea8 100644
--- a/java/pom.xml
+++ b/java/pom.xml
@@ -680,6 +680,11 @@
         <artifactId>slf4j-api</artifactId>
         <version>${dep.slf4j.version}</version>
       </dependency>
+      <dependency>
+        <groupId>org.slf4j</groupId>
+        <artifactId>slf4j-jdk14</artifactId>
+        <version>${dep.slf4j.version}</version>
+      </dependency>
       <dependency>
         <groupId>javax.annotation</groupId>
         <artifactId>javax.annotation-api</artifactId>