[SPARK-47695][BUILD] Upgrade AWS SDK v2 to 2.24.6

### What changes were proposed in this pull request?

This PR aims to upgrade AWS SDK v2 to 2.24.6.

### Why are the changes needed?

Like HADOOP-19082 (Apache Hadoop 3.4.1), Apache Spark 4.0.0 had better use the latest one.
- apache/hadoop#6568

### Does this PR introduce _any_ user-facing change?

No.

### How was this patch tested?

Pass the CIs.

### Was this patch authored or co-authored using generative AI tooling?

No.

Closes #45821 from dongjoon-hyun/SPARK-47695.

Authored-by: Dongjoon Hyun <dhyun@apple.com>
Signed-off-by: Dongjoon Hyun <dhyun@apple.com>

dev/deps/spark-deps-hadoop-3-hive-2.3

@@ -31,7 +31,7 @@ blas/3.0.3//blas-3.0.3.jar
 bonecp/0.8.0.RELEASE//bonecp-0.8.0.RELEASE.jar
 breeze-macros_2.13/2.1.0//breeze-macros_2.13-2.1.0.jar
 breeze_2.13/2.1.0//breeze_2.13-2.1.0.jar
-bundle/2.23.19//bundle-2.23.19.jar
+bundle/2.24.6//bundle-2.24.6.jar
 cats-kernel_2.13/2.8.0//cats-kernel_2.13-2.8.0.jar
 chill-java/0.10.0//chill-java-0.10.0.jar
 chill_2.13/0.10.0//chill_2.13-0.10.0.jar

hadoop-cloud/pom.xml

@@ -79,6 +79,17 @@
       <version>${hadoop.version}</version>
       <scope>${hadoop.deps.scope}</scope>
     </dependency>
+    <dependency>
+      <groupId>software.amazon.awssdk</groupId>
+      <artifactId>bundle</artifactId>
+      <version>${aws.java.sdk.v2.version}</version>
+      <exclusions>
+        <exclusion>
+          <groupId>*</groupId>
+          <artifactId>*</artifactId>
+        </exclusion>
+      </exclusions>
+    </dependency>
     <dependency>
       <groupId>com.google.cloud.bigdataoss</groupId>
       <artifactId>gcs-connector</artifactId>

pom.xml

@@ -160,7 +160,7 @@
     <aws.kinesis.client.version>1.12.0</aws.kinesis.client.version>
     <!-- Should be consistent with Kinesis client dependency -->
     <aws.java.sdk.version>1.11.655</aws.java.sdk.version>
-    <aws.java.sdk.v2.version>2.23.19</aws.java.sdk.v2.version>
+    <aws.java.sdk.v2.version>2.24.6</aws.java.sdk.v2.version>
     <!-- the producer is used in tests -->
     <aws.kinesis.producer.version>0.12.8</aws.kinesis.producer.version>
     <gcs-connector.version>hadoop3-2.2.20</gcs-connector.version>