diff --git a/scripts/clean_unused_images.sh b/scripts/clean_unused_images.sh
index 7ff4bce30..934b28b74 100644
--- a/scripts/clean_unused_images.sh
+++ b/scripts/clean_unused_images.sh
@@ -12,6 +12,12 @@ find "$IMAGE_FOLDER" -type f | while IFS= read -r image; do
     # Extract the filename without the path
     image_name=$(basename "$image")
 
+    # If image file name contains "sponsor", skip it
+    if [[ "$image_name" == *"sponsor"* ]]; then
+        echo "Skipping sponsor image: $image_name"
+        continue
+    fi
+
     echo "Checking image: $image_name"
 
     # Search for the image name using rg and capture the result
diff --git a/src/pentesting-cloud/azure-security/az-post-exploitation/az-key-vault-post-exploitation.md b/src/pentesting-cloud/azure-security/az-post-exploitation/az-key-vault-post-exploitation.md
index ae5cdf5e2..39a601d0c 100644
--- a/src/pentesting-cloud/azure-security/az-post-exploitation/az-key-vault-post-exploitation.md
+++ b/src/pentesting-cloud/azure-security/az-post-exploitation/az-key-vault-post-exploitation.md
@@ -7,7 +7,7 @@
 For more information about this service check:
 
 {{#ref}}
-../az-services/keyvault.md
+../az-services/az-keyvault.md
 {{#endref}}
 
 ### Microsoft.KeyVault/vaults/secrets/getSecret/action
diff --git a/src/pentesting-cloud/azure-security/az-privilege-escalation/az-key-vault-privesc.md b/src/pentesting-cloud/azure-security/az-privilege-escalation/az-key-vault-privesc.md
index d76e7a61d..3681e6ae4 100644
--- a/src/pentesting-cloud/azure-security/az-privilege-escalation/az-key-vault-privesc.md
+++ b/src/pentesting-cloud/azure-security/az-privilege-escalation/az-key-vault-privesc.md
@@ -7,7 +7,7 @@
 For more information about this service check:
 
 {{#ref}}
-../az-services/keyvault.md
+../az-services/az-keyvault.md
 {{#endref}}
 
 ### Microsoft.KeyVault/vaults/write