diff --git a/bundles/aliyun-bundle/build.gradle.kts b/bundles/aliyun-bundle/build.gradle.kts
index c8377285599..d4b400cbe6c 100644
--- a/bundles/aliyun-bundle/build.gradle.kts
+++ b/bundles/aliyun-bundle/build.gradle.kts
@@ -39,6 +39,10 @@ tasks.withType(ShadowJar::class.java) {
   archiveClassifier.set("")
   mergeServiceFiles()
 
+  dependencies {
+    exclude(dependency("org.slf4j:slf4j-api"))
+  }
+
   // Relocate dependencies to avoid conflicts
   relocate("org.jdom", "org.apache.gravitino.aliyun.shaded.org.jdom")
   relocate("org.apache.commons.lang3", "org.apache.gravitino.aliyun.shaded.org.apache.commons.lang3")
diff --git a/bundles/aliyun/build.gradle.kts b/bundles/aliyun/build.gradle.kts
index 9dfab9d6798..0b463509cae 100644
--- a/bundles/aliyun/build.gradle.kts
+++ b/bundles/aliyun/build.gradle.kts
@@ -74,6 +74,10 @@ tasks.withType(ShadowJar::class.java) {
   archiveClassifier.set("")
   mergeServiceFiles()
 
+  dependencies {
+    exclude(dependency("org.slf4j:slf4j-api"))
+  }
+
   // Relocate dependencies to avoid conflicts
   relocate("org.jdom", "org.apache.gravitino.aliyun.shaded.org.jdom")
   relocate("org.apache.commons.lang3", "org.apache.gravitino.aliyun.shaded.org.apache.commons.lang3")
diff --git a/bundles/aws-bundle/build.gradle.kts b/bundles/aws-bundle/build.gradle.kts
index a5765fb0641..c4e16bc0691 100644
--- a/bundles/aws-bundle/build.gradle.kts
+++ b/bundles/aws-bundle/build.gradle.kts
@@ -36,6 +36,10 @@ tasks.withType(ShadowJar::class.java) {
   configurations = listOf(project.configurations.runtimeClasspath.get())
   archiveClassifier.set("")
 
+  dependencies {
+    exclude(dependency("org.slf4j:slf4j-api"))
+  }
+
   relocate("org.apache.commons.lang3", "org.apache.gravitino.aws.shaded.org.apache.commons.lang3")
   relocate("com.google.common", "org.apache.gravitino.aws.shaded.com.google.common")
   relocate("com.fasterxml.jackson", "org.apache.gravitino.aws.shaded.com.fasterxml.jackson")
diff --git a/bundles/aws/build.gradle.kts b/bundles/aws/build.gradle.kts
index da06c4d2cce..a9dfebd7e49 100644
--- a/bundles/aws/build.gradle.kts
+++ b/bundles/aws/build.gradle.kts
@@ -59,6 +59,10 @@ tasks.withType(ShadowJar::class.java) {
   configurations = listOf(project.configurations.runtimeClasspath.get())
   archiveClassifier.set("")
 
+  dependencies {
+    exclude(dependency("org.slf4j:slf4j-api"))
+  }
+
   relocate("org.apache.commons.lang3", "org.apache.gravitino.aws.shaded.org.apache.commons.lang3")
   relocate("com.google.common", "org.apache.gravitino.aws.shaded.com.google.common")
   relocate("com.fasterxml.jackson", "org.apache.gravitino.aws.shaded.com.fasterxml.jackson")
diff --git a/bundles/azure-bundle/build.gradle.kts b/bundles/azure-bundle/build.gradle.kts
index fd57d33e105..c65e24637b0 100644
--- a/bundles/azure-bundle/build.gradle.kts
+++ b/bundles/azure-bundle/build.gradle.kts
@@ -36,6 +36,10 @@ tasks.withType(ShadowJar::class.java) {
   configurations = listOf(project.configurations.runtimeClasspath.get())
   archiveClassifier.set("")
 
+  dependencies {
+    exclude(dependency("org.slf4j:slf4j-api"))
+  }
+
   // Relocate dependencies to avoid conflicts
   relocate("org.apache.httpcomponents", "org.apache.gravitino.azure.shaded.org.apache.httpcomponents")
   relocate("org.apache.commons", "org.apache.gravitino.azure.shaded.org.apache.commons")
diff --git a/bundles/azure/build.gradle.kts b/bundles/azure/build.gradle.kts
index 1cbe4856af5..4b137ccfabf 100644
--- a/bundles/azure/build.gradle.kts
+++ b/bundles/azure/build.gradle.kts
@@ -59,6 +59,10 @@ tasks.withType(ShadowJar::class.java) {
   configurations = listOf(project.configurations.runtimeClasspath.get())
   archiveClassifier.set("")
 
+  dependencies {
+    exclude(dependency("org.slf4j:slf4j-api"))
+  }
+
   // Relocate dependencies to avoid conflicts
   relocate("org.apache.httpcomponents", "org.apache.gravitino.azure.shaded.org.apache.httpcomponents")
   relocate("org.apache.commons", "org.apache.gravitino.azure.shaded.org.apache.commons")
diff --git a/bundles/gcp-bundle/build.gradle.kts b/bundles/gcp-bundle/build.gradle.kts
index 50300fafe05..3cf47a80670 100644
--- a/bundles/gcp-bundle/build.gradle.kts
+++ b/bundles/gcp-bundle/build.gradle.kts
@@ -36,6 +36,10 @@ tasks.withType(ShadowJar::class.java) {
   configurations = listOf(project.configurations.runtimeClasspath.get())
   archiveClassifier.set("")
 
+  dependencies {
+    exclude(dependency("org.slf4j:slf4j-api"))
+  }
+
   // Relocate dependencies to avoid conflicts
   relocate("org.apache.httpcomponents", "org.apache.gravitino.gcp.shaded.org.apache.httpcomponents")
   relocate("org.apache.commons", "org.apache.gravitino.gcp.shaded.org.apache.commons")
diff --git a/bundles/gcp/build.gradle.kts b/bundles/gcp/build.gradle.kts
index 7d46fde9e98..9d1b6b76543 100644
--- a/bundles/gcp/build.gradle.kts
+++ b/bundles/gcp/build.gradle.kts
@@ -58,6 +58,10 @@ tasks.withType(ShadowJar::class.java) {
   configurations = listOf(project.configurations.runtimeClasspath.get())
   archiveClassifier.set("")
 
+  dependencies {
+    exclude(dependency("org.slf4j:slf4j-api"))
+  }
+
   // Relocate dependencies to avoid conflicts
   relocate("org.apache.httpcomponents", "org.apache.gravitino.gcp.shaded.org.apache.httpcomponents")
   relocate("org.apache.commons", "org.apache.gravitino.gcp.shaded.org.apache.commons")