diff --git a/backends-clickhouse/pom.xml b/backends-clickhouse/pom.xml
index e34f571961d6..a917d04c3276 100644
--- a/backends-clickhouse/pom.xml
+++ b/backends-clickhouse/pom.xml
@@ -56,15 +56,13 @@
         </dependency>
         <dependency>
           <groupId>org.apache.iceberg</groupId>
-          <artifactId>iceberg-spark-${sparkbundle.version}_${scala.binary.version}</artifactId>
+          <artifactId>iceberg-spark-runtime-${sparkbundle.version}_${scala.binary.version}</artifactId>
           <version>${iceberg.version}</version>
           <scope>provided</scope>
         </dependency>
         <dependency>
-          <groupId>org.apache.iceberg</groupId>
-          <artifactId>iceberg-spark-runtime-${sparkbundle.version}_${scala.binary.version}</artifactId>
-          <version>${iceberg.version}</version>
-          <scope>test</scope>
+          <groupId>org.scala-lang.modules</groupId>
+          <artifactId>scala-collection-compat_${scala.binary.version}</artifactId>
         </dependency>
       </dependencies>
     </profile>
diff --git a/backends-velox/pom.xml b/backends-velox/pom.xml
index 240b2218641c..8600ce8e70ff 100755
--- a/backends-velox/pom.xml
+++ b/backends-velox/pom.xml
@@ -94,17 +94,11 @@
           <type>test-jar</type>
           <scope>test</scope>
         </dependency>
-        <dependency>
-          <groupId>org.apache.iceberg</groupId>
-          <artifactId>iceberg-spark-${sparkbundle.version}_${scala.binary.version}</artifactId>
-          <version>${iceberg.version}</version>
-          <scope>provided</scope>
-        </dependency>
         <dependency>
           <groupId>org.apache.iceberg</groupId>
           <artifactId>iceberg-spark-runtime-${sparkbundle.version}_${scala.binary.version}</artifactId>
           <version>${iceberg.version}</version>
-          <scope>test</scope>
+          <scope>provided</scope>
         </dependency>
       </dependencies>
     </profile>
@@ -214,6 +208,10 @@
       <version>${scala.version}</version>
       <scope>provided</scope>
     </dependency>
+    <dependency>
+      <groupId>org.scala-lang.modules</groupId>
+      <artifactId>scala-collection-compat_${scala.binary.version}</artifactId>
+    </dependency>
     <dependency>
       <groupId>org.scalatest</groupId>
       <artifactId>scalatest_${scala.binary.version}</artifactId>
diff --git a/gluten-iceberg/pom.xml b/gluten-iceberg/pom.xml
index c8c811674a54..14d716fe541f 100644
--- a/gluten-iceberg/pom.xml
+++ b/gluten-iceberg/pom.xml
@@ -33,7 +33,7 @@
         </dependency>
         <dependency>
             <groupId>org.apache.iceberg</groupId>
-            <artifactId>iceberg-spark-${sparkbundle.version}_${scala.binary.version}</artifactId>
+            <artifactId>iceberg-spark-runtime-${sparkbundle.version}_${scala.binary.version}</artifactId>
             <version>${iceberg.version}</version>
             <scope>provided</scope>
         </dependency>
@@ -46,6 +46,10 @@
             <type>test-jar</type>
             <scope>test</scope>
         </dependency>
+        <dependency>
+            <groupId>org.scala-lang.modules</groupId>
+            <artifactId>scala-collection-compat_${scala.binary.version}</artifactId>
+        </dependency>
         <dependency>
             <groupId>org.apache.spark</groupId>
             <artifactId>spark-core_${scala.binary.version}</artifactId>
@@ -67,12 +71,6 @@
             <version>${spark.version}</version>
             <scope>test</scope>
         </dependency>
-        <dependency>
-            <groupId>org.apache.iceberg</groupId>
-            <artifactId>iceberg-spark-runtime-${sparkbundle.version}_${scala.binary.version}</artifactId>
-            <version>${iceberg.version}</version>
-            <scope>test</scope>
-        </dependency>
         <dependency>
             <groupId>org.apache.hadoop</groupId>
             <artifactId>hadoop-client</artifactId>
diff --git a/pom.xml b/pom.xml
index 018cd597ac24..be1911fbfd40 100644
--- a/pom.xml
+++ b/pom.xml
@@ -308,8 +308,7 @@
         <sparkbundle.version>3.3</sparkbundle.version>
         <sparkshim.artifactId>spark-sql-columnar-shims-spark33</sparkshim.artifactId>
         <spark.version>3.3.1</spark.version>
-        <!-- keep using iceberg v1.3.1 for parquet compatibilty. -->
-        <iceberg.version>1.3.1</iceberg.version>
+        <iceberg.version>1.5.0</iceberg.version>
         <delta.package.name>delta-core</delta.package.name>
         <delta.version>2.3.0</delta.version>
         <delta.binary.version>23</delta.binary.version>
@@ -1200,6 +1199,12 @@
         <version>${fasterxml.version}</version>
         <scope>provided</scope>
       </dependency>
+      <dependency>
+        <groupId>org.scala-lang.modules</groupId>
+        <artifactId>scala-collection-compat_${scala.binary.version}</artifactId>
+        <version>2.11.0</version>
+        <scope>test</scope>
+      </dependency>
     </dependencies>
   </dependencyManagement>