diff --git a/resources/README.md b/resources/README.md
index fa9ca995c..9fed4bf49 100644
--- a/resources/README.md
+++ b/resources/README.md
@@ -11,7 +11,7 @@ See https://docs.aws.amazon.com/eks/latest/userguide/platform-versions.html for
 
 #### Creating KFP
 
-    Source doc: https://www.kubeflow.org/docs/components/pipelines/installation/standalone-deployment/#deploying-kubeflow-pipelines
+    Source doc: https://www.kubeflow.org/docs/components/pipelines/legacy-v1/installation/standalone-deployment/#deploying-kubeflow-pipelines
 
     export PIPELINE_VERSION=1.8.1
     kubectl apply -k "github.com/kubeflow/pipelines/manifests/kustomize/cluster-scoped-resources?ref=$PIPELINE_VERSION"
@@ -60,7 +60,7 @@ point you the ENI and NAT that needs to be deleted manually.
 * The node groups in the EKS cluster HAVE to be spread to more than a single AZ, otherwise there
  will be problems with `istio-ingress`
 
-* KFP troubleshooting: https://www.kubeflow.org/docs/components/pipelines/troubleshooting/
+* KFP troubleshooting: https://www.kubeflow.org/docs/components/pipelines/legacy-v1/troubleshooting/
 
 * Enable Kubernetes nodes to access AWS account resources: https://stackoverflow.com/a/64617080/1446208
 
diff --git a/torchx/examples/pipelines/kfp/dist_pipeline.py b/torchx/examples/pipelines/kfp/dist_pipeline.py
index a32bbfd9b..4cf8f2e05 100755
--- a/torchx/examples/pipelines/kfp/dist_pipeline.py
+++ b/torchx/examples/pipelines/kfp/dist_pipeline.py
@@ -60,7 +60,7 @@ def pipeline() -> None:
 # a kfp.Client.
 #
 # See the
-# `KFP SDK Examples <https://www.kubeflow.org/docs/components/pipelines/tutorials/sdk-examples/#examples>`_
+# `KFP SDK Examples <https://www.kubeflow.org/docs/components/pipelines/legacy-v1/tutorials/sdk-examples/#examples>`_
 # for more info on launching KFP pipelines.
 
 # %%
diff --git a/torchx/examples/pipelines/kfp/intro_pipeline.py b/torchx/examples/pipelines/kfp/intro_pipeline.py
index 51a0c6e77..07130b338 100755
--- a/torchx/examples/pipelines/kfp/intro_pipeline.py
+++ b/torchx/examples/pipelines/kfp/intro_pipeline.py
@@ -73,7 +73,7 @@ def pipeline() -> None:
 # a kfp.Client.
 #
 # See the
-# `KFP SDK Examples <https://www.kubeflow.org/docs/components/pipelines/tutorials/sdk-examples/#examples>`_
+# `KFP SDK Examples <https://www.kubeflow.org/docs/components/pipelines/legacy-v1/tutorials/sdk-examples/#examples>`_
 # for more info on launching KFP pipelines.
 
 # %%
diff --git a/torchx/pipelines/kfp/adapter.py b/torchx/pipelines/kfp/adapter.py
index 623d43dc5..513c7b698 100644
--- a/torchx/pipelines/kfp/adapter.py
+++ b/torchx/pipelines/kfp/adapter.py
@@ -105,7 +105,7 @@ def component_from_app(
         app: The AppDef to generate a KFP container factory for.
         ui_metadata: KFP UI Metadata to output so you can have model results show
             up in the UI. See
-            https://www.kubeflow.org/docs/components/pipelines/sdk/output-viewer/
+            https://www.kubeflow.org/docs/components/pipelines/legacy-v1/sdk/output-viewer/
             for more info on the format.
 
     >>> from torchx import specs