diff --git a/CHANGELOG.md b/CHANGELOG.md
index a16453a369114..303e2708b6677 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -14,6 +14,7 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 ### Dependencies
 - Bump `com.azure:azure-storage-common` from 12.25.1 to 12.27.1 ([#16521](https://github.com/opensearch-project/OpenSearch/pull/16521))
 - Bump `com.google.apis:google-api-services-compute` from v1-rev20240407-2.0.0 to v1-rev20241015-2.0.0 ([#16502](https://github.com/opensearch-project/OpenSearch/pull/16502))
+- Bump `com.azure:azure-storage-blob` from 12.23.0 to 12.28.1 ([#16501](https://github.com/opensearch-project/OpenSearch/pull/16501))
 
 ### Changed
 
diff --git a/plugins/repository-azure/build.gradle b/plugins/repository-azure/build.gradle
index 3c346a21e5566..efcd01d2bad5e 100644
--- a/plugins/repository-azure/build.gradle
+++ b/plugins/repository-azure/build.gradle
@@ -56,7 +56,7 @@ dependencies {
   api "io.netty:netty-resolver-dns:${versions.netty}"
   api "io.netty:netty-transport-native-unix-common:${versions.netty}"
   implementation project(':modules:transport-netty4')
-  api 'com.azure:azure-storage-blob:12.23.0'
+  api 'com.azure:azure-storage-blob:12.28.1'
   api 'com.azure:azure-identity:1.13.2'
   // Start of transitive dependencies for azure-identity
   api 'com.microsoft.azure:msal4j-persistence-extension:1.3.0'
diff --git a/plugins/repository-azure/licenses/azure-storage-blob-12.23.0.jar.sha1 b/plugins/repository-azure/licenses/azure-storage-blob-12.23.0.jar.sha1
deleted file mode 100644
index 5f32d64b00918..0000000000000
--- a/plugins/repository-azure/licenses/azure-storage-blob-12.23.0.jar.sha1
+++ /dev/null
@@ -1 +0,0 @@
-3eeb49d5109e812343fb436e4bbb2eecac8fe386
\ No newline at end of file
diff --git a/plugins/repository-azure/licenses/azure-storage-blob-12.28.1.jar.sha1 b/plugins/repository-azure/licenses/azure-storage-blob-12.28.1.jar.sha1
new file mode 100644
index 0000000000000..95ac42063d36f
--- /dev/null
+++ b/plugins/repository-azure/licenses/azure-storage-blob-12.28.1.jar.sha1
@@ -0,0 +1 @@
+4f1eef206d0a71e4ef6c5e79578dd1b9c0370869
\ No newline at end of file