diff --git a/paimon-format/pom.xml b/paimon-format/pom.xml
index e96fddcd8480..5804a704b0cf 100644
--- a/paimon-format/pom.xml
+++ b/paimon-format/pom.xml
@@ -32,13 +32,10 @@ under the License.
     <name>Paimon : Format</name>
 
     <properties>
-        <parquet.version>1.13.1</parquet.version>
-        <orc.version>1.9.2</orc.version>
         <joda-time.version>2.5</joda-time.version>
         <commons.pool.version>1.6</commons.pool.version>
         <commons.lang3.version>3.12.0</commons.lang3.version>
         <storage-api.version>2.8.1</storage-api.version>
-        <protobuf-java.version>3.19.6</protobuf-java.version>
     </properties>
 
     <dependencies>
diff --git a/paimon-spark/paimon-spark-3.2/pom.xml b/paimon-spark/paimon-spark-3.2/pom.xml
index 73e1c2632731..2e7804b63cd4 100644
--- a/paimon-spark/paimon-spark-3.2/pom.xml
+++ b/paimon-spark/paimon-spark-3.2/pom.xml
@@ -42,222 +42,61 @@ under the License.
             <version>${project.version}</version>
         </dependency>
 
-        <dependency>
-            <groupId>org.scala-lang</groupId>
-            <artifactId>scala-library</artifactId>
-            <version>${scala.version}</version>
-        </dependency>
-        <dependency>
-            <groupId>org.scala-lang</groupId>
-            <artifactId>scala-reflect</artifactId>
-            <version>${scala.version}</version>
-        </dependency>
-        <dependency>
-            <groupId>org.scala-lang</groupId>
-            <artifactId>scala-compiler</artifactId>
-            <version>${scala.version}</version>
-        </dependency>
-
         <dependency>
             <groupId>org.apache.spark</groupId>
             <artifactId>spark-sql_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-                <!-- SPARK-40511 upgrades SLF4J2, which is not compatible w/ SLF4J1 -->
-                <exclusion>
-                    <groupId>org.apache.logging.log4j</groupId>
-                    <artifactId>log4j-slf4j2-impl</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-core</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-mapreduce</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.parquet</groupId>
-                    <artifactId>parquet-column</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.parquet</groupId>
-                    <artifactId>parquet-hadoop</artifactId>
-                </exclusion>
-            </exclusions>
         </dependency>
 
         <dependency>
             <groupId>org.apache.spark</groupId>
             <artifactId>spark-core_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-                <!-- SPARK-40511 upgrades SLF4J2, which is not compatible w/ SLF4J1 -->
-                <exclusion>
-                    <groupId>org.apache.logging.log4j</groupId>
-                    <artifactId>log4j-slf4j2-impl</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-core</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-mapreduce</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.parquet</groupId>
-                    <artifactId>parquet-column</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>com.google.protobuf</groupId>
-                    <artifactId>protobuf-java</artifactId>
-                </exclusion>
-            </exclusions>
         </dependency>
 
+        <!-- test -->
+
         <dependency>
             <groupId>org.apache.paimon</groupId>
             <artifactId>paimon-spark-common</artifactId>
             <version>${project.version}</version>
-            <type>test-jar</type>
+            <classifier>tests</classifier>
             <scope>test</scope>
         </dependency>
+
         <dependency>
             <groupId>org.apache.spark</groupId>
             <artifactId>spark-sql_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
             <classifier>tests</classifier>
             <scope>test</scope>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-            </exclusions>
         </dependency>
+
         <dependency>
             <groupId>org.apache.spark</groupId>
-            <artifactId>spark-core_${scala.binary.version}</artifactId>
+            <artifactId>spark-catalyst_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
             <classifier>tests</classifier>
             <scope>test</scope>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.logging.log4j</groupId>
-                    <artifactId>log4j-slf4j2-impl</artifactId>
-                </exclusion>
-            </exclusions>
         </dependency>
+
         <dependency>
             <groupId>org.apache.spark</groupId>
-            <artifactId>spark-catalyst_${scala.binary.version}</artifactId>
+            <artifactId>spark-core_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
             <classifier>tests</classifier>
             <scope>test</scope>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-            </exclusions>
         </dependency>
 
-        <dependency>
-            <groupId>org.scalatest</groupId>
-            <artifactId>scalatest_${scala.binary.version}</artifactId>
-            <version>3.1.0</version>
-            <scope>test</scope>
-        </dependency>
         <dependency>
             <groupId>org.apache.spark</groupId>
             <artifactId>spark-hive_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
             <scope>test</scope>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>com.google.protobuf</groupId>
-                    <artifactId>protobuf-java</artifactId>
-                </exclusion>
-            </exclusions>
-        </dependency>
-        <dependency>
-            <groupId>org.apache.paimon</groupId>
-            <artifactId>paimon-hive-common</artifactId>
-            <version>${project.version}</version>
-            <scope>test</scope>
-        </dependency>
-        <dependency>
-            <groupId>org.apache.paimon</groupId>
-            <artifactId>paimon-hive-common</artifactId>
-            <version>${project.version}</version>
-            <classifier>tests</classifier>
-            <type>test-jar</type>
-            <scope>test</scope>
         </dependency>
     </dependencies>
 
     <build>
-        <pluginManagement>
-            <plugins>
-                <plugin>
-                    <groupId>net.alchim31.maven</groupId>
-                    <artifactId>scala-maven-plugin</artifactId>
-                    <version>${scala-maven-plugin.version}</version>
-                    <configuration>
-                        <args>
-                            <arg>-nobootcp</arg>
-                            <arg>-target:jvm-${target.java.version}</arg>
-                        </args>
-                        <checkMultipleScalaVersions>false</checkMultipleScalaVersions>
-                    </configuration>
-                </plugin>
-                <plugin>
-                    <groupId>org.apache.maven.plugins</groupId>
-                    <artifactId>maven-compiler-plugin</artifactId>
-                </plugin>
-            </plugins>
-        </pluginManagement>
         <plugins>
             <plugin>
                 <groupId>org.apache.maven.plugins</groupId>
@@ -287,57 +126,6 @@ under the License.
                     </execution>
                 </executions>
             </plugin>
-            <plugin>
-                <groupId>net.alchim31.maven</groupId>
-                <artifactId>scala-maven-plugin</artifactId>
-                <version>${scala-maven-plugin.version}</version>
-                <executions>
-                    <!-- Run scala compiler in the process-resources phase, so that dependencies on
-                        scala classes can be resolved later in the (Java) compile phase -->
-                    <execution>
-                        <id>scala-compile-first</id>
-                        <phase>process-resources</phase>
-                        <goals>
-                            <goal>add-source</goal>
-                            <goal>compile</goal>
-                        </goals>
-                    </execution>
-
-                    <!-- Run scala compiler in the process-test-resources phase, so that dependencies on
-                         scala classes can be resolved later in the (Java) test-compile phase -->
-                    <execution>
-                        <id>scala-test-compile</id>
-                        <phase>process-test-resources</phase>
-                        <goals>
-                            <goal>testCompile</goal>
-                        </goals>
-                    </execution>
-                </executions>
-            </plugin>
-            <plugin>
-                <groupId>org.scalatest</groupId>
-                <artifactId>scalatest-maven-plugin</artifactId>
-                <version>${scalatest-maven-plugin.version}</version>
-                <configuration>
-                    <reportsDirectory>${project.build.directory}/surefire-reports</reportsDirectory>
-                    <junitxml>.</junitxml>
-                    <argLine>-ea -Xmx4g -Xss4m -XX:MaxMetaspaceSize=2g -XX:ReservedCodeCacheSize=${CodeCacheSize} ${extraJavaTestArgs} -Dio.netty.tryReflectionSetAccessible=true</argLine>
-                    <filereports>PaimonTestSuite.txt</filereports>
-                    <!--
-                      the plugin does not support always now, we must be careful w/ singletons.
-                      tracking at: https://github.com/scalatest/scalatest-maven-plugin/issues/99
-                      -->
-                    <forkMode>once</forkMode>
-                </configuration>
-                <executions>
-                    <execution>
-                        <id>test</id>
-                        <goals>
-                            <goal>test</goal>
-                        </goals>
-                    </execution>
-                </executions>
-            </plugin>
         </plugins>
     </build>
 </project>
diff --git a/paimon-spark/paimon-spark-3.3/pom.xml b/paimon-spark/paimon-spark-3.3/pom.xml
index 0e80cbef0a02..6b21ebb53e2b 100644
--- a/paimon-spark/paimon-spark-3.3/pom.xml
+++ b/paimon-spark/paimon-spark-3.3/pom.xml
@@ -42,92 +42,20 @@ under the License.
             <version>${project.version}</version>
         </dependency>
 
-        <dependency>
-            <groupId>org.scala-lang</groupId>
-            <artifactId>scala-library</artifactId>
-            <version>${scala.version}</version>
-        </dependency>
-        <dependency>
-            <groupId>org.scala-lang</groupId>
-            <artifactId>scala-reflect</artifactId>
-            <version>${scala.version}</version>
-        </dependency>
-        <dependency>
-            <groupId>org.scala-lang</groupId>
-            <artifactId>scala-compiler</artifactId>
-            <version>${scala.version}</version>
-        </dependency>
-
         <dependency>
             <groupId>org.apache.spark</groupId>
             <artifactId>spark-sql_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-                <!-- SPARK-40511 upgrades SLF4J2, which is not compatible w/ SLF4J1 -->
-                <exclusion>
-                    <groupId>org.apache.logging.log4j</groupId>
-                    <artifactId>log4j-slf4j2-impl</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-core</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.parquet</groupId>
-                    <artifactId>parquet-column</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.parquet</groupId>
-                    <artifactId>parquet-hadoop</artifactId>
-                </exclusion>
-            </exclusions>
         </dependency>
 
         <dependency>
             <groupId>org.apache.spark</groupId>
             <artifactId>spark-core_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-                <!-- SPARK-40511 upgrades SLF4J2, which is not compatible w/ SLF4J1 -->
-                <exclusion>
-                    <groupId>org.apache.logging.log4j</groupId>
-                    <artifactId>log4j-slf4j2-impl</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-core</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-mapreduce</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.parquet</groupId>
-                    <artifactId>parquet-column</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>com.google.protobuf</groupId>
-                    <artifactId>protobuf-java</artifactId>
-                </exclusion>
-            </exclusions>
         </dependency>
 
+        <!-- test -->
+
         <dependency>
             <groupId>org.apache.paimon</groupId>
             <artifactId>paimon-spark-common</artifactId>
@@ -135,124 +63,40 @@ under the License.
             <classifier>tests</classifier>
             <scope>test</scope>
         </dependency>
+
         <dependency>
             <groupId>org.apache.spark</groupId>
             <artifactId>spark-sql_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
             <classifier>tests</classifier>
             <scope>test</scope>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-            </exclusions>
         </dependency>
+
         <dependency>
             <groupId>org.apache.spark</groupId>
-            <artifactId>spark-core_${scala.binary.version}</artifactId>
+            <artifactId>spark-catalyst_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
             <classifier>tests</classifier>
             <scope>test</scope>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.logging.log4j</groupId>
-                    <artifactId>log4j-slf4j2-impl</artifactId>
-                </exclusion>
-            </exclusions>
         </dependency>
+
         <dependency>
             <groupId>org.apache.spark</groupId>
-            <artifactId>spark-catalyst_${scala.binary.version}</artifactId>
+            <artifactId>spark-core_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
             <classifier>tests</classifier>
             <scope>test</scope>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-            </exclusions>
-        </dependency>
-        <dependency>
-            <groupId>org.scalatest</groupId>
-            <artifactId>scalatest_${scala.binary.version}</artifactId>
-            <version>3.1.0</version>
-            <scope>test</scope>
         </dependency>
+
         <dependency>
             <groupId>org.apache.spark</groupId>
             <artifactId>spark-hive_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
             <scope>test</scope>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>com.google.protobuf</groupId>
-                    <artifactId>protobuf-java</artifactId>
-                </exclusion>
-            </exclusions>
-        </dependency>
-        <dependency>
-            <groupId>org.apache.paimon</groupId>
-            <artifactId>paimon-hive-common</artifactId>
-            <version>${project.version}</version>
-            <scope>test</scope>
-        </dependency>
-        <dependency>
-            <groupId>org.apache.paimon</groupId>
-            <artifactId>paimon-hive-common</artifactId>
-            <version>${project.version}</version>
-            <classifier>tests</classifier>
-            <type>test-jar</type>
-            <scope>test</scope>
         </dependency>
     </dependencies>
 
     <build>
-        <pluginManagement>
-            <plugins>
-                <plugin>
-                    <groupId>net.alchim31.maven</groupId>
-                    <artifactId>scala-maven-plugin</artifactId>
-                    <version>${scala-maven-plugin.version}</version>
-                    <configuration>
-                        <args>
-                            <arg>-nobootcp</arg>
-                            <arg>-target:jvm-${target.java.version}</arg>
-                        </args>
-                        <checkMultipleScalaVersions>false</checkMultipleScalaVersions>
-                    </configuration>
-                </plugin>
-                <plugin>
-                    <groupId>org.apache.maven.plugins</groupId>
-                    <artifactId>maven-compiler-plugin</artifactId>
-                </plugin>
-            </plugins>
-        </pluginManagement>
         <plugins>
             <plugin>
                 <groupId>org.apache.maven.plugins</groupId>
@@ -282,57 +126,6 @@ under the License.
                     </execution>
                 </executions>
             </plugin>
-            <plugin>
-                <groupId>net.alchim31.maven</groupId>
-                <artifactId>scala-maven-plugin</artifactId>
-                <version>${scala-maven-plugin.version}</version>
-                <executions>
-                    <!-- Run scala compiler in the process-resources phase, so that dependencies on
-                        scala classes can be resolved later in the (Java) compile phase -->
-                    <execution>
-                        <id>scala-compile-first</id>
-                        <phase>process-resources</phase>
-                        <goals>
-                            <goal>add-source</goal>
-                            <goal>compile</goal>
-                        </goals>
-                    </execution>
-
-                    <!-- Run scala compiler in the process-test-resources phase, so that dependencies on
-                         scala classes can be resolved later in the (Java) test-compile phase -->
-                    <execution>
-                        <id>scala-test-compile</id>
-                        <phase>process-test-resources</phase>
-                        <goals>
-                            <goal>testCompile</goal>
-                        </goals>
-                    </execution>
-                </executions>
-            </plugin>
-            <plugin>
-                <groupId>org.scalatest</groupId>
-                <artifactId>scalatest-maven-plugin</artifactId>
-                <version>${scalatest-maven-plugin.version}</version>
-                <configuration>
-                    <reportsDirectory>${project.build.directory}/surefire-reports</reportsDirectory>
-                    <junitxml>.</junitxml>
-                    <argLine>-ea -Xmx4g -Xss4m -XX:MaxMetaspaceSize=2g -XX:ReservedCodeCacheSize=${CodeCacheSize} ${extraJavaTestArgs} -Dio.netty.tryReflectionSetAccessible=true</argLine>
-                    <filereports>PaimonTestSuite.txt</filereports>
-                    <!--
-                      the plugin does not support always now, we must be careful w/ singletons.
-                      tracking at: https://github.com/scalatest/scalatest-maven-plugin/issues/99
-                      -->
-                    <forkMode>once</forkMode>
-                </configuration>
-                <executions>
-                    <execution>
-                        <id>test</id>
-                        <goals>
-                            <goal>test</goal>
-                        </goals>
-                    </execution>
-                </executions>
-            </plugin>
         </plugins>
     </build>
 </project>
diff --git a/paimon-spark/paimon-spark-3.4/pom.xml b/paimon-spark/paimon-spark-3.4/pom.xml
index 7c916e014683..9f1b69fce067 100644
--- a/paimon-spark/paimon-spark-3.4/pom.xml
+++ b/paimon-spark/paimon-spark-3.4/pom.xml
@@ -42,92 +42,20 @@ under the License.
             <version>${project.version}</version>
         </dependency>
 
-        <dependency>
-            <groupId>org.scala-lang</groupId>
-            <artifactId>scala-library</artifactId>
-            <version>${scala.version}</version>
-        </dependency>
-        <dependency>
-            <groupId>org.scala-lang</groupId>
-            <artifactId>scala-reflect</artifactId>
-            <version>${scala.version}</version>
-        </dependency>
-        <dependency>
-            <groupId>org.scala-lang</groupId>
-            <artifactId>scala-compiler</artifactId>
-            <version>${scala.version}</version>
-        </dependency>
-
         <dependency>
             <groupId>org.apache.spark</groupId>
             <artifactId>spark-sql_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-                <!-- SPARK-40511 upgrades SLF4J2, which is not compatible w/ SLF4J1 -->
-                <exclusion>
-                    <groupId>org.apache.logging.log4j</groupId>
-                    <artifactId>log4j-slf4j2-impl</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-core</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.parquet</groupId>
-                    <artifactId>parquet-column</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.parquet</groupId>
-                    <artifactId>parquet-hadoop</artifactId>
-                </exclusion>
-            </exclusions>
         </dependency>
 
         <dependency>
             <groupId>org.apache.spark</groupId>
             <artifactId>spark-core_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-                <!-- SPARK-40511 upgrades SLF4J2, which is not compatible w/ SLF4J1 -->
-                <exclusion>
-                    <groupId>org.apache.logging.log4j</groupId>
-                    <artifactId>log4j-slf4j2-impl</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-core</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-mapreduce</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.parquet</groupId>
-                    <artifactId>parquet-column</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>com.google.protobuf</groupId>
-                    <artifactId>protobuf-java</artifactId>
-                </exclusion>
-            </exclusions>
         </dependency>
 
+        <!-- test -->
+
         <dependency>
             <groupId>org.apache.paimon</groupId>
             <artifactId>paimon-spark-common</artifactId>
@@ -135,124 +63,40 @@ under the License.
             <classifier>tests</classifier>
             <scope>test</scope>
         </dependency>
+
         <dependency>
             <groupId>org.apache.spark</groupId>
             <artifactId>spark-sql_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
             <classifier>tests</classifier>
             <scope>test</scope>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-            </exclusions>
         </dependency>
+
         <dependency>
             <groupId>org.apache.spark</groupId>
-            <artifactId>spark-core_${scala.binary.version}</artifactId>
+            <artifactId>spark-catalyst_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
             <classifier>tests</classifier>
             <scope>test</scope>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.logging.log4j</groupId>
-                    <artifactId>log4j-slf4j2-impl</artifactId>
-                </exclusion>
-            </exclusions>
         </dependency>
+
         <dependency>
             <groupId>org.apache.spark</groupId>
-            <artifactId>spark-catalyst_${scala.binary.version}</artifactId>
+            <artifactId>spark-core_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
             <classifier>tests</classifier>
             <scope>test</scope>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-            </exclusions>
-        </dependency>
-        <dependency>
-            <groupId>org.scalatest</groupId>
-            <artifactId>scalatest_${scala.binary.version}</artifactId>
-            <version>3.1.0</version>
-            <scope>test</scope>
         </dependency>
+
         <dependency>
             <groupId>org.apache.spark</groupId>
             <artifactId>spark-hive_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
             <scope>test</scope>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>com.google.protobuf</groupId>
-                    <artifactId>protobuf-java</artifactId>
-                </exclusion>
-            </exclusions>
-        </dependency>
-        <dependency>
-            <groupId>org.apache.paimon</groupId>
-            <artifactId>paimon-hive-common</artifactId>
-            <version>${project.version}</version>
-            <scope>test</scope>
-        </dependency>
-        <dependency>
-            <groupId>org.apache.paimon</groupId>
-            <artifactId>paimon-hive-common</artifactId>
-            <version>${project.version}</version>
-            <classifier>tests</classifier>
-            <type>test-jar</type>
-            <scope>test</scope>
         </dependency>
     </dependencies>
 
     <build>
-        <pluginManagement>
-            <plugins>
-                <plugin>
-                    <groupId>net.alchim31.maven</groupId>
-                    <artifactId>scala-maven-plugin</artifactId>
-                    <version>${scala-maven-plugin.version}</version>
-                    <configuration>
-                        <args>
-                            <arg>-nobootcp</arg>
-                            <arg>-target:jvm-${target.java.version}</arg>
-                        </args>
-                        <checkMultipleScalaVersions>false</checkMultipleScalaVersions>
-                    </configuration>
-                </plugin>
-                <plugin>
-                    <groupId>org.apache.maven.plugins</groupId>
-                    <artifactId>maven-compiler-plugin</artifactId>
-                </plugin>
-            </plugins>
-        </pluginManagement>
         <plugins>
             <plugin>
                 <groupId>org.apache.maven.plugins</groupId>
@@ -282,57 +126,6 @@ under the License.
                     </execution>
                 </executions>
             </plugin>
-            <plugin>
-                <groupId>net.alchim31.maven</groupId>
-                <artifactId>scala-maven-plugin</artifactId>
-                <version>${scala-maven-plugin.version}</version>
-                <executions>
-                    <!-- Run scala compiler in the process-resources phase, so that dependencies on
-                        scala classes can be resolved later in the (Java) compile phase -->
-                    <execution>
-                        <id>scala-compile-first</id>
-                        <phase>process-resources</phase>
-                        <goals>
-                            <goal>add-source</goal>
-                            <goal>compile</goal>
-                        </goals>
-                    </execution>
-
-                    <!-- Run scala compiler in the process-test-resources phase, so that dependencies on
-                         scala classes can be resolved later in the (Java) test-compile phase -->
-                    <execution>
-                        <id>scala-test-compile</id>
-                        <phase>process-test-resources</phase>
-                        <goals>
-                            <goal>testCompile</goal>
-                        </goals>
-                    </execution>
-                </executions>
-            </plugin>
-            <plugin>
-                <groupId>org.scalatest</groupId>
-                <artifactId>scalatest-maven-plugin</artifactId>
-                <version>${scalatest-maven-plugin.version}</version>
-                <configuration>
-                    <reportsDirectory>${project.build.directory}/surefire-reports</reportsDirectory>
-                    <junitxml>.</junitxml>
-                    <argLine>-ea -Xmx4g -Xss4m -XX:MaxMetaspaceSize=2g -XX:ReservedCodeCacheSize=${CodeCacheSize} ${extraJavaTestArgs} -Dio.netty.tryReflectionSetAccessible=true</argLine>
-                    <filereports>PaimonTestSuite.txt</filereports>
-                    <!--
-                      the plugin does not support always now, we must be careful w/ singletons.
-                      tracking at: https://github.com/scalatest/scalatest-maven-plugin/issues/99
-                      -->
-                    <forkMode>once</forkMode>
-                </configuration>
-                <executions>
-                    <execution>
-                        <id>test</id>
-                        <goals>
-                            <goal>test</goal>
-                        </goals>
-                    </execution>
-                </executions>
-            </plugin>
         </plugins>
     </build>
 </project>
diff --git a/paimon-spark/paimon-spark-3.5/pom.xml b/paimon-spark/paimon-spark-3.5/pom.xml
index 75849185a951..9593a1a9d175 100644
--- a/paimon-spark/paimon-spark-3.5/pom.xml
+++ b/paimon-spark/paimon-spark-3.5/pom.xml
@@ -42,88 +42,20 @@ under the License.
             <version>${project.version}</version>
         </dependency>
 
-        <dependency>
-            <groupId>org.scala-lang</groupId>
-            <artifactId>scala-library</artifactId>
-            <version>${scala.version}</version>
-        </dependency>
-        <dependency>
-            <groupId>org.scala-lang</groupId>
-            <artifactId>scala-reflect</artifactId>
-            <version>${scala.version}</version>
-        </dependency>
-        <dependency>
-            <groupId>org.scala-lang</groupId>
-            <artifactId>scala-compiler</artifactId>
-            <version>${scala.version}</version>
-        </dependency>
-
         <dependency>
             <groupId>org.apache.spark</groupId>
             <artifactId>spark-sql_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-                <!-- SPARK-40511 upgrades SLF4J2, which is not compatible w/ SLF4J1 -->
-                <exclusion>
-                    <groupId>org.apache.logging.log4j</groupId>
-                    <artifactId>log4j-slf4j2-impl</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-core</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.parquet</groupId>
-                    <artifactId>parquet-column</artifactId>
-                </exclusion>
-            </exclusions>
         </dependency>
 
         <dependency>
             <groupId>org.apache.spark</groupId>
             <artifactId>spark-core_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-                <!-- SPARK-40511 upgrades SLF4J2, which is not compatible w/ SLF4J1 -->
-                <exclusion>
-                    <groupId>org.apache.logging.log4j</groupId>
-                    <artifactId>log4j-slf4j2-impl</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-core</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-mapreduce</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.parquet</groupId>
-                    <artifactId>parquet-column</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>com.google.protobuf</groupId>
-                    <artifactId>protobuf-java</artifactId>
-                </exclusion>
-            </exclusions>
         </dependency>
 
+        <!-- test -->
+
         <dependency>
             <groupId>org.apache.paimon</groupId>
             <artifactId>paimon-spark-common</artifactId>
@@ -131,144 +63,40 @@ under the License.
             <classifier>tests</classifier>
             <scope>test</scope>
         </dependency>
+
         <dependency>
             <groupId>org.apache.spark</groupId>
             <artifactId>spark-sql_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
             <classifier>tests</classifier>
             <scope>test</scope>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-core</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.parquet</groupId>
-                    <artifactId>parquet-column</artifactId>
-                </exclusion>
-            </exclusions>
         </dependency>
+
         <dependency>
             <groupId>org.apache.spark</groupId>
-            <artifactId>spark-core_${scala.binary.version}</artifactId>
+            <artifactId>spark-catalyst_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
             <classifier>tests</classifier>
             <scope>test</scope>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.logging.log4j</groupId>
-                    <artifactId>log4j-slf4j2-impl</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-core</artifactId>
-                </exclusion>
-            </exclusions>
         </dependency>
+
         <dependency>
             <groupId>org.apache.spark</groupId>
-            <artifactId>spark-catalyst_${scala.binary.version}</artifactId>
+            <artifactId>spark-core_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
             <classifier>tests</classifier>
             <scope>test</scope>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-core</artifactId>
-                </exclusion>
-            </exclusions>
-        </dependency>
-        <dependency>
-            <groupId>org.scalatest</groupId>
-            <artifactId>scalatest_${scala.binary.version}</artifactId>
-            <version>3.1.0</version>
-            <scope>test</scope>
         </dependency>
+
         <dependency>
             <groupId>org.apache.spark</groupId>
             <artifactId>spark-hive_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
             <scope>test</scope>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-core</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>com.google.protobuf</groupId>
-                    <artifactId>protobuf-java</artifactId>
-                </exclusion>
-            </exclusions>
-        </dependency>
-        <dependency>
-            <groupId>org.apache.paimon</groupId>
-            <artifactId>paimon-hive-common</artifactId>
-            <version>${project.version}</version>
-            <scope>test</scope>
-        </dependency>
-        <dependency>
-            <groupId>org.apache.paimon</groupId>
-            <artifactId>paimon-hive-common</artifactId>
-            <version>${project.version}</version>
-            <classifier>tests</classifier>
-            <type>test-jar</type>
-            <scope>test</scope>
         </dependency>
     </dependencies>
 
     <build>
-        <pluginManagement>
-            <plugins>
-                <plugin>
-                    <groupId>net.alchim31.maven</groupId>
-                    <artifactId>scala-maven-plugin</artifactId>
-                    <version>${scala-maven-plugin.version}</version>
-                    <configuration>
-                        <args>
-                            <arg>-nobootcp</arg>
-                            <arg>-target:jvm-${target.java.version}</arg>
-                        </args>
-                        <checkMultipleScalaVersions>false</checkMultipleScalaVersions>
-                    </configuration>
-                </plugin>
-                <plugin>
-                    <groupId>org.apache.maven.plugins</groupId>
-                    <artifactId>maven-compiler-plugin</artifactId>
-                </plugin>
-            </plugins>
-        </pluginManagement>
         <plugins>
             <plugin>
                 <groupId>org.apache.maven.plugins</groupId>
@@ -298,57 +126,6 @@ under the License.
                     </execution>
                 </executions>
             </plugin>
-            <plugin>
-                <groupId>net.alchim31.maven</groupId>
-                <artifactId>scala-maven-plugin</artifactId>
-                <version>${scala-maven-plugin.version}</version>
-                <executions>
-                    <!-- Run scala compiler in the process-resources phase, so that dependencies on
-                        scala classes can be resolved later in the (Java) compile phase -->
-                    <execution>
-                        <id>scala-compile-first</id>
-                        <phase>process-resources</phase>
-                        <goals>
-                            <goal>add-source</goal>
-                            <goal>compile</goal>
-                        </goals>
-                    </execution>
-
-                    <!-- Run scala compiler in the process-test-resources phase, so that dependencies on
-                         scala classes can be resolved later in the (Java) test-compile phase -->
-                    <execution>
-                        <id>scala-test-compile</id>
-                        <phase>process-test-resources</phase>
-                        <goals>
-                            <goal>testCompile</goal>
-                        </goals>
-                    </execution>
-                </executions>
-            </plugin>
-            <plugin>
-                <groupId>org.scalatest</groupId>
-                <artifactId>scalatest-maven-plugin</artifactId>
-                <version>${scalatest-maven-plugin.version}</version>
-                <configuration>
-                    <reportsDirectory>${project.build.directory}/surefire-reports</reportsDirectory>
-                    <junitxml>.</junitxml>
-                    <argLine>-ea -Xmx4g -Xss4m -XX:MaxMetaspaceSize=2g -XX:ReservedCodeCacheSize=${CodeCacheSize} ${extraJavaTestArgs} -Dio.netty.tryReflectionSetAccessible=true</argLine>
-                    <filereports>PaimonTestSuite.txt</filereports>
-                    <!--
-                      the plugin does not support always now, we must be careful w/ singletons.
-                      tracking at: https://github.com/scalatest/scalatest-maven-plugin/issues/99
-                      -->
-                    <forkMode>once</forkMode>
-                </configuration>
-                <executions>
-                    <execution>
-                        <id>test</id>
-                        <goals>
-                            <goal>test</goal>
-                        </goals>
-                    </execution>
-                </executions>
-            </plugin>
         </plugins>
     </build>
 </project>
diff --git a/paimon-spark/paimon-spark-common/pom.xml b/paimon-spark/paimon-spark-common/pom.xml
index 97a926711e5f..05387f2bb0c5 100644
--- a/paimon-spark/paimon-spark-common/pom.xml
+++ b/paimon-spark/paimon-spark-common/pom.xml
@@ -38,249 +38,67 @@ under the License.
     </properties>
 
     <dependencies>
-        <dependency>
-            <groupId>org.scala-lang</groupId>
-            <artifactId>scala-library</artifactId>
-            <version>${scala.version}</version>
-        </dependency>
-        <dependency>
-            <groupId>org.scala-lang</groupId>
-            <artifactId>scala-reflect</artifactId>
-            <version>${scala.version}</version>
-        </dependency>
-        <dependency>
-            <groupId>org.scala-lang</groupId>
-            <artifactId>scala-compiler</artifactId>
-            <version>${scala.version}</version>
-        </dependency>
-
-        <dependency>
-            <groupId>org.apache.spark</groupId>
-            <artifactId>spark-avro_${scala.binary.version}</artifactId>
-            <version>${spark.version}</version>
-            <scope>test</scope>
-        </dependency>
-
         <dependency>
             <groupId>org.apache.spark</groupId>
             <artifactId>spark-sql_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-                <!-- SPARK-40511 upgrades SLF4J2, which is not compatible w/ SLF4J1 -->
-                <exclusion>
-                    <groupId>org.apache.logging.log4j</groupId>
-                    <artifactId>log4j-slf4j2-impl</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-core</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-mapreduce</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.parquet</groupId>
-                    <artifactId>parquet-column</artifactId>
-                </exclusion>
-            </exclusions>
         </dependency>
 
         <dependency>
             <groupId>org.apache.spark</groupId>
             <artifactId>spark-core_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-                <!-- SPARK-40511 upgrades SLF4J2, which is not compatible w/ SLF4J1 -->
-                <exclusion>
-                    <groupId>org.apache.logging.log4j</groupId>
-                    <artifactId>log4j-slf4j2-impl</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-core</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-mapreduce</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.parquet</groupId>
-                    <artifactId>parquet-column</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>com.google.protobuf</groupId>
-                    <artifactId>protobuf-java</artifactId>
-                </exclusion>
-            </exclusions>
         </dependency>
 
         <dependency>
-            <groupId>org.apache.spark</groupId>
-            <artifactId>spark-hive_${scala.binary.version}</artifactId>
-            <version>${spark.version}</version>
-            <scope>test</scope>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>com.google.protobuf</groupId>
-                    <artifactId>protobuf-java</artifactId>
-                </exclusion>
-            </exclusions>
+            <groupId>org.antlr</groupId>
+            <artifactId>antlr4-runtime</artifactId>
+            <version>${antlr4.version}</version>
         </dependency>
 
+       <!-- test -->
+
         <dependency>
             <groupId>org.apache.spark</groupId>
             <artifactId>spark-sql_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
             <classifier>tests</classifier>
             <scope>test</scope>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-            </exclusions>
         </dependency>
+
         <dependency>
             <groupId>org.apache.spark</groupId>
-            <artifactId>spark-core_${scala.binary.version}</artifactId>
+            <artifactId>spark-catalyst_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
             <classifier>tests</classifier>
             <scope>test</scope>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.apache.logging.log4j</groupId>
-                    <artifactId>log4j-slf4j2-impl</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>com.google.protobuf</groupId>
-                    <artifactId>protobuf-java</artifactId>
-                </exclusion>
-            </exclusions>
         </dependency>
+
         <dependency>
             <groupId>org.apache.spark</groupId>
-            <artifactId>spark-catalyst_${scala.binary.version}</artifactId>
+            <artifactId>spark-core_${scala.binary.version}</artifactId>
             <version>${spark.version}</version>
             <classifier>tests</classifier>
             <scope>test</scope>
-            <exclusions>
-                <exclusion>
-                    <groupId>log4j</groupId>
-                    <artifactId>log4j</artifactId>
-                </exclusion>
-                <exclusion>
-                    <groupId>org.slf4j</groupId>
-                    <artifactId>slf4j-log4j12</artifactId>
-                </exclusion>
-            </exclusions>
-        </dependency>
-        <dependency>
-            <groupId>org.antlr</groupId>
-            <artifactId>antlr4-runtime</artifactId>
-            <version>${antlr4.version}</version>
-        </dependency>
-        <dependency>
-            <groupId>org.scalatest</groupId>
-            <artifactId>scalatest_${scala.binary.version}</artifactId>
-            <version>3.1.0</version>
-            <scope>test</scope>
-        </dependency>
-        <dependency>
-            <groupId>org.apache.paimon</groupId>
-            <artifactId>paimon-common</artifactId>
-            <version>${project.version}</version>
-            <type>test-jar</type>
-            <scope>test</scope>
         </dependency>
+
         <dependency>
-            <groupId>org.apache.paimon</groupId>
-            <artifactId>paimon-hive-common</artifactId>
-            <version>${project.version}</version>
+            <groupId>org.apache.spark</groupId>
+            <artifactId>spark-hive_${scala.binary.version}</artifactId>
+            <version>${spark.version}</version>
             <scope>test</scope>
         </dependency>
+
         <dependency>
-            <groupId>org.apache.paimon</groupId>
-            <artifactId>paimon-hive-common</artifactId>
-            <version>${project.version}</version>
-            <classifier>tests</classifier>
-            <type>test-jar</type>
+            <groupId>org.apache.spark</groupId>
+            <artifactId>spark-avro_${scala.binary.version}</artifactId>
+            <version>${spark.version}</version>
             <scope>test</scope>
         </dependency>
     </dependencies>
 
     <build>
-        <pluginManagement>
-            <plugins>
-                <plugin>
-                    <groupId>net.alchim31.maven</groupId>
-                    <artifactId>scala-maven-plugin</artifactId>
-                    <version>${scala-maven-plugin.version}</version>
-                    <configuration>
-                        <args>
-                            <arg>-nobootcp</arg>
-                            <arg>-target:jvm-${target.java.version}</arg>
-                        </args>
-                        <checkMultipleScalaVersions>false</checkMultipleScalaVersions>
-                    </configuration>
-                </plugin>
-                <plugin>
-                    <groupId>org.apache.maven.plugins</groupId>
-                    <artifactId>maven-compiler-plugin</artifactId>
-                </plugin>
-            </plugins>
-        </pluginManagement>
-
         <plugins>
-            <plugin>
-                <groupId>org.apache.maven.plugins</groupId>
-                <artifactId>maven-jar-plugin</artifactId>
-                <executions>
-                    <execution>
-                        <id>prepare-test-jar</id>
-                        <phase>test-compile</phase>
-                        <goals>
-                            <goal>test-jar</goal>
-                        </goals>
-                    </execution>
-                </executions>
-            </plugin>
             <plugin>
                 <groupId>org.apache.maven.plugins</groupId>
                 <artifactId>maven-shade-plugin</artifactId>
@@ -301,33 +119,7 @@ under the License.
                     </execution>
                 </executions>
             </plugin>
-            <plugin>
-                <groupId>net.alchim31.maven</groupId>
-                <artifactId>scala-maven-plugin</artifactId>
-                <version>${scala-maven-plugin.version}</version>
-                <executions>
-                    <!-- Run scala compiler in the process-resources phase, so that dependencies on
-                        scala classes can be resolved later in the (Java) compile phase -->
-                    <execution>
-                        <id>scala-compile-first</id>
-                        <phase>process-resources</phase>
-                        <goals>
-                            <goal>add-source</goal>
-                            <goal>compile</goal>
-                        </goals>
-                    </execution>
 
-                    <!-- Run scala compiler in the process-test-resources phase, so that dependencies on
-                         scala classes can be resolved later in the (Java) test-compile phase -->
-                    <execution>
-                        <id>scala-test-compile</id>
-                        <phase>process-test-resources</phase>
-                        <goals>
-                            <goal>testCompile</goal>
-                        </goals>
-                    </execution>
-                </executions>
-            </plugin>
             <plugin>
                 <groupId>org.antlr</groupId>
                 <artifactId>antlr4-maven-plugin</artifactId>
@@ -345,26 +137,17 @@ under the License.
                     <sourceDirectory>src/main/antlr4</sourceDirectory>
                 </configuration>
             </plugin>
+
+            <!-- Used for submodules to utilize the test code -->
             <plugin>
-                <groupId>org.scalatest</groupId>
-                <artifactId>scalatest-maven-plugin</artifactId>
-                <version>${scalatest-maven-plugin.version}</version>
-                <configuration>
-                    <reportsDirectory>${project.build.directory}/surefire-reports</reportsDirectory>
-                    <junitxml>.</junitxml>
-                    <argLine>-ea -Xmx4g -Xss4m -XX:MaxMetaspaceSize=2g -XX:ReservedCodeCacheSize=${CodeCacheSize} ${extraJavaTestArgs} -Dio.netty.tryReflectionSetAccessible=true</argLine>
-                    <filereports>PaimonTestSuite.txt</filereports>
-                    <!--
-                      the plugin does not support always now, we must be careful w/ singletons.
-                      tracking at: https://github.com/scalatest/scalatest-maven-plugin/issues/99
-                      -->
-                    <forkMode>once</forkMode>
-                </configuration>
+                <groupId>org.apache.maven.plugins</groupId>
+                <artifactId>maven-jar-plugin</artifactId>
                 <executions>
                     <execution>
-                        <id>test</id>
+                        <id>prepare-test-jar</id>
+                        <phase>test-compile</phase>
                         <goals>
-                            <goal>test</goal>
+                            <goal>test-jar</goal>
                         </goals>
                     </execution>
                 </executions>
diff --git a/paimon-spark/pom.xml b/paimon-spark/pom.xml
index c06b3a3d4e66..1045a58e5a85 100644
--- a/paimon-spark/pom.xml
+++ b/paimon-spark/pom.xml
@@ -45,7 +45,213 @@ under the License.
         <module>paimon-spark-3.2</module>
     </modules>
 
+    <dependencyManagement>
+        <dependencies>
+            <dependency>
+                <groupId>org.apache.spark</groupId>
+                <artifactId>spark-sql_${scala.binary.version}</artifactId>
+                <exclusions>
+                    <exclusion>
+                        <groupId>log4j</groupId>
+                        <artifactId>log4j</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.slf4j</groupId>
+                        <artifactId>slf4j-log4j12</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.apache.logging.log4j</groupId>
+                        <artifactId>log4j-slf4j2-impl</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.apache.orc</groupId>
+                        <artifactId>orc-core</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.apache.orc</groupId>
+                        <artifactId>orc-mapreduce</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.apache.parquet</groupId>
+                        <artifactId>parquet-column</artifactId>
+                    </exclusion>
+                </exclusions>
+            </dependency>
+
+            <dependency>
+                <groupId>org.apache.spark</groupId>
+                <artifactId>spark-core_${scala.binary.version}</artifactId>
+                <exclusions>
+                    <exclusion>
+                        <groupId>log4j</groupId>
+                        <artifactId>log4j</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.slf4j</groupId>
+                        <artifactId>slf4j-log4j12</artifactId>
+                    </exclusion>
+                    <!-- SPARK-40511 upgrades SLF4J2, which is not compatible w/ SLF4J1 -->
+                    <exclusion>
+                        <groupId>org.apache.logging.log4j</groupId>
+                        <artifactId>log4j-slf4j2-impl</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.apache.orc</groupId>
+                        <artifactId>orc-core</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.apache.orc</groupId>
+                        <artifactId>orc-mapreduce</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.apache.parquet</groupId>
+                        <artifactId>parquet-column</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>com.google.protobuf</groupId>
+                        <artifactId>protobuf-java</artifactId>
+                    </exclusion>
+                </exclusions>
+            </dependency>
+
+            <!-- test -->
+
+            <dependency>
+                <groupId>org.apache.spark</groupId>
+                <artifactId>spark-sql_${scala.binary.version}</artifactId>
+                <classifier>tests</classifier>
+                <scope>test</scope>
+                <exclusions>
+                    <exclusion>
+                        <groupId>log4j</groupId>
+                        <artifactId>log4j</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.slf4j</groupId>
+                        <artifactId>slf4j-log4j12</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.apache.logging.log4j</groupId>
+                        <artifactId>log4j-slf4j2-impl</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.apache.orc</groupId>
+                        <artifactId>orc-core</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.apache.parquet</groupId>
+                        <artifactId>parquet-column</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.apache.parquet</groupId>
+                        <artifactId>parquet-hadoop</artifactId>
+                    </exclusion>
+                </exclusions>
+            </dependency>
+
+            <dependency>
+                <groupId>org.apache.spark</groupId>
+                <artifactId>spark-catalyst_${scala.binary.version}</artifactId>
+                <classifier>tests</classifier>
+                <scope>test</scope>
+                <exclusions>
+                    <exclusion>
+                        <groupId>log4j</groupId>
+                        <artifactId>log4j</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.slf4j</groupId>
+                        <artifactId>slf4j-log4j12</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.apache.orc</groupId>
+                        <artifactId>orc-core</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.apache.parquet</groupId>
+                        <artifactId>parquet-column</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.apache.parquet</groupId>
+                        <artifactId>parquet-hadoop</artifactId>
+                    </exclusion>
+                </exclusions>
+            </dependency>
+
+            <dependency>
+                <groupId>org.apache.spark</groupId>
+                <artifactId>spark-core_${scala.binary.version}</artifactId>
+                <classifier>tests</classifier>
+                <scope>test</scope>
+                <exclusions>
+                    <exclusion>
+                        <groupId>log4j</groupId>
+                        <artifactId>log4j</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.slf4j</groupId>
+                        <artifactId>slf4j-log4j12</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.apache.logging.log4j</groupId>
+                        <artifactId>log4j-slf4j2-impl</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>com.google.protobuf</groupId>
+                        <artifactId>protobuf-java</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.apache.orc</groupId>
+                        <artifactId>orc-core</artifactId>
+                    </exclusion>
+                </exclusions>
+            </dependency>
+
+            <dependency>
+                <groupId>org.apache.spark</groupId>
+                <artifactId>spark-hive_${scala.binary.version}</artifactId>
+                <scope>test</scope>
+                <exclusions>
+                    <exclusion>
+                        <groupId>log4j</groupId>
+                        <artifactId>log4j</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.slf4j</groupId>
+                        <artifactId>slf4j-log4j12</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>com.google.protobuf</groupId>
+                        <artifactId>protobuf-java</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>org.apache.orc</groupId>
+                        <artifactId>orc-core</artifactId>
+                    </exclusion>
+                </exclusions>
+            </dependency>
+        </dependencies>
+    </dependencyManagement>
+
     <dependencies>
+        <dependency>
+            <groupId>org.scala-lang</groupId>
+            <artifactId>scala-library</artifactId>
+            <version>${scala.version}</version>
+        </dependency>
+
+        <dependency>
+            <groupId>org.scala-lang</groupId>
+            <artifactId>scala-reflect</artifactId>
+            <version>${scala.version}</version>
+        </dependency>
+
+        <dependency>
+            <groupId>org.scala-lang</groupId>
+            <artifactId>scala-compiler</artifactId>
+            <version>${scala.version}</version>
+        </dependency>
+
         <dependency>
             <groupId>org.apache.paimon</groupId>
             <artifactId>paimon-bundle</artifactId>
@@ -54,6 +260,37 @@ under the License.
 
         <!-- Test -->
 
+        <dependency>
+            <groupId>org.scalatest</groupId>
+            <artifactId>scalatest_${scala.binary.version}</artifactId>
+            <version>3.1.0</version>
+            <scope>test</scope>
+        </dependency>
+
+        <dependency>
+            <groupId>org.apache.paimon</groupId>
+            <artifactId>paimon-common</artifactId>
+            <version>${project.version}</version>
+            <type>test-jar</type>
+            <scope>test</scope>
+        </dependency>
+
+        <dependency>
+            <groupId>org.apache.paimon</groupId>
+            <artifactId>paimon-hive-common</artifactId>
+            <version>${project.version}</version>
+            <scope>test</scope>
+        </dependency>
+
+        <dependency>
+            <groupId>org.apache.paimon</groupId>
+            <artifactId>paimon-hive-common</artifactId>
+            <version>${project.version}</version>
+            <classifier>tests</classifier>
+            <type>test-jar</type>
+            <scope>test</scope>
+        </dependency>
+
         <dependency>
             <groupId>org.apache.paimon</groupId>
             <artifactId>paimon-test-utils</artifactId>
@@ -89,5 +326,119 @@ under the License.
             <version>${aws.version}</version>
             <scope>test</scope>
         </dependency>
+
+        <dependency>
+            <groupId>org.apache.orc</groupId>
+            <artifactId>orc-core</artifactId>
+            <version>${orc.version}</version>
+            <scope>test</scope>
+        </dependency>
+
+        <dependency>
+            <groupId>org.apache.parquet</groupId>
+            <artifactId>parquet-hadoop</artifactId>
+            <version>${parquet.version}</version>
+            <scope>test</scope>
+        </dependency>
+
+        <dependency>
+            <groupId>org.apache.parquet</groupId>
+            <artifactId>parquet-column</artifactId>
+            <version>${parquet.version}</version>
+            <scope>test</scope>
+        </dependency>
+
+        <dependency>
+            <groupId>com.google.protobuf</groupId>
+            <artifactId>protobuf-java</artifactId>
+            <version>${protobuf-java.version}</version>
+            <scope>test</scope>
+        </dependency>
     </dependencies>
+
+    <build>
+        <pluginManagement>
+            <plugins>
+                <plugin>
+                    <groupId>net.alchim31.maven</groupId>
+                    <artifactId>scala-maven-plugin</artifactId>
+                    <version>${scala-maven-plugin.version}</version>
+                    <executions>
+                        <!-- Run scala compiler in the process-resources phase, so that dependencies on
+                            scala classes can be resolved later in the (Java) compile phase -->
+                        <execution>
+                            <id>scala-compile-first</id>
+                            <phase>process-resources</phase>
+                            <goals>
+                                <goal>add-source</goal>
+                                <goal>compile</goal>
+                            </goals>
+                        </execution>
+
+                        <!-- Run scala compiler in the process-test-resources phase, so that dependencies on
+                             scala classes can be resolved later in the (Java) test-compile phase -->
+                        <execution>
+                            <id>scala-test-compile</id>
+                            <phase>process-test-resources</phase>
+                            <goals>
+                                <goal>testCompile</goal>
+                            </goals>
+                        </execution>
+                    </executions>
+                    <configuration>
+                        <scalaVersion>${scala.version}</scalaVersion>
+                        <checkMultipleScalaVersions>false</checkMultipleScalaVersions>
+                        <args>
+                            <arg>-nobootcp</arg>
+                            <arg>-target:jvm-${target.java.version}</arg>
+                        </args>
+                    </configuration>
+                </plugin>
+
+                <!-- Scalatest runs all Scala tests -->
+                <plugin>
+                    <groupId>org.scalatest</groupId>
+                    <artifactId>scalatest-maven-plugin</artifactId>
+                    <version>${scalatest-maven-plugin.version}</version>
+                    <configuration>
+                        <reportsDirectory>${project.build.directory}/surefire-reports</reportsDirectory>
+                        <junitxml>.</junitxml>
+                        <argLine>-ea -Xmx4g -Xss4m -XX:MaxMetaspaceSize=2g -XX:ReservedCodeCacheSize=${CodeCacheSize} ${extraJavaTestArgs} -Dio.netty.tryReflectionSetAccessible=true</argLine>
+                        <filereports>PaimonTestSuite.txt</filereports>
+                        <!--
+                          the plugin does not support always now, we must be careful w/ singletons.
+                          tracking at: https://github.com/scalatest/scalatest-maven-plugin/issues/99
+                          -->
+                        <forkMode>once</forkMode>
+                        <noScalaTestIgnore>true</noScalaTestIgnore>
+                    </configuration>
+                    <executions>
+                        <execution>
+                            <id>test</id>
+                            <goals>
+                                <goal>test</goal>
+                            </goals>
+                        </execution>
+                    </executions>
+                </plugin>
+            </plugins>
+        </pluginManagement>
+
+        <plugins>
+            <plugin>
+                <groupId>org.apache.maven.plugins</groupId>
+                <artifactId>maven-compiler-plugin</artifactId>
+            </plugin>
+
+            <plugin>
+                <groupId>net.alchim31.maven</groupId>
+                <artifactId>scala-maven-plugin</artifactId>
+            </plugin>
+
+            <plugin>
+                <groupId>org.scalatest</groupId>
+                <artifactId>scalatest-maven-plugin</artifactId>
+            </plugin>
+        </plugins>
+    </build>
 </project>
diff --git a/pom.xml b/pom.xml
index 2d3f42b11cda..21e40c00c7cd 100644
--- a/pom.xml
+++ b/pom.xml
@@ -102,6 +102,9 @@ under the License.
         <flink.reuseForks>true</flink.reuseForks>
         <testcontainers.version>1.19.1</testcontainers.version>
         <iceberg.version>1.6.1</iceberg.version>
+        <parquet.version>1.13.1</parquet.version>
+        <orc.version>1.9.2</orc.version>
+        <protobuf-java.version>3.19.6</protobuf-java.version>
 
         <!-- Can be set to any value to reproduce a specific build. -->
         <test.randomization.seed/>