diff --git a/integration-test/spark-common/src/test/java/org/apache/uniffle/test/RssShuffleManagerTest.java b/integration-test/spark-common/src/test/java/org/apache/uniffle/test/RssShuffleManagerTest.java
index ac6d739dd7..88b2c9b89c 100644
--- a/integration-test/spark-common/src/test/java/org/apache/uniffle/test/RssShuffleManagerTest.java
+++ b/integration-test/spark-common/src/test/java/org/apache/uniffle/test/RssShuffleManagerTest.java
@@ -38,7 +38,6 @@
 import org.apache.spark.sql.SparkSession;
 import org.junit.jupiter.api.AfterEach;
 import org.junit.jupiter.api.BeforeAll;
-import org.junit.jupiter.api.Disabled;
 import org.junit.jupiter.params.ParameterizedTest;
 import org.junit.jupiter.params.provider.Arguments;
 import org.junit.jupiter.params.provider.MethodSource;
@@ -125,8 +124,6 @@ public void testRssShuffleManagerClientConf(BlockIdLayout layout) throws Excepti
 
   @ParameterizedTest
   @MethodSource("testBlockIdLayouts")
-  @Disabled(
-      "Dynamic client conf not working for arguments used to create ShuffleWriteClient: issue #1554")
   public void testRssShuffleManagerDynamicClientConf(BlockIdLayout layout) throws Exception {
     doTestRssShuffleManager(null, layout, layout, true);
   }
@@ -159,7 +156,7 @@ private void doTestRssShuffleManager(
     conf.set("spark." + RssClientConfig.RSS_CLIENT_ASSIGNMENT_RETRY_INTERVAL, "1000");
     conf.set("spark." + RssClientConfig.RSS_CLIENT_ASSIGNMENT_RETRY_TIMES, "10");
 
-    // configure block id layout (if set)
+    // configure client conf block id layout (if set)
     if (clientConfLayout != null) {
       conf.set(
           "spark." + RssClientConf.BLOCKID_SEQUENCE_NO_BITS.key(),
@@ -185,6 +182,17 @@ private void doTestRssShuffleManager(
       RssShuffleManagerBase shuffleManager =
           (RssShuffleManagerBase) SparkEnv.get().shuffleManager();
 
+      // configure expected block id layout
+      conf.set(
+          "spark." + RssClientConf.BLOCKID_SEQUENCE_NO_BITS.key(),
+          String.valueOf(expectedLayout.sequenceNoBits));
+      conf.set(
+          "spark." + RssClientConf.BLOCKID_PARTITION_ID_BITS.key(),
+          String.valueOf(expectedLayout.partitionIdBits));
+      conf.set(
+          "spark." + RssClientConf.BLOCKID_TASK_ATTEMPT_ID_BITS.key(),
+          String.valueOf(expectedLayout.taskAttemptIdBits));
+
       // get written block ids (we know there is one shuffle where two task attempts wrote two
       // partitions)
       RssConf rssConf = RssSparkConfig.toRssConf(conf);