diff --git a/BUILD.yaml b/BUILD.yaml
index 52d8a14a9..c0469e806 100644
--- a/BUILD.yaml
+++ b/BUILD.yaml
@@ -673,7 +673,7 @@
   owner_team: ray-train
   dir: templates/ray-tune-train-integration
   cluster_env:
-    image_uri: anyscale/ray:2.55.1-py312-cu129
+    image_uri: anyscale/ray:2.56.0-py312-cu129
   compute_config:
     AWS: configs/ray-tune-train-integration/aws.yaml
     GCP: configs/ray-tune-train-integration/gce.yaml
diff --git a/dependencies/template.depsets.yaml b/dependencies/template.depsets.yaml
index 9d1c177bd..bd095d73c 100644
--- a/dependencies/template.depsets.yaml
+++ b/dependencies/template.depsets.yaml
@@ -447,7 +447,7 @@ depsets:
       - --python-platform=linux
       - --unsafe-package ray
     build_arg_sets:
-      - ray2551_py312_cu128
+      - ray2560_py312_cu128
 
   - name: fintech_quant_depset_${RAY_VERSION}_${PYTHON_VERSION}
     operation: expand