diff --git a/website/content/en/docs/upgrading/v1-migration.md b/website/content/en/docs/upgrading/v1-migration.md
index 36e018253e4e..69930b2ea9c1 100644
--- a/website/content/en/docs/upgrading/v1-migration.md
+++ b/website/content/en/docs/upgrading/v1-migration.md
@@ -107,7 +107,7 @@ The upgrade guide will first require upgrading to your latest patch version prio
 
     ```bash
     TEMPOUT=$(mktemp)
-    curl -fsSL https://raw.githubusercontent.com/aws/karpenter-provider-aws/v"${KARPENTER_VERSION}"/website/content/en/docs/getting-started/getting-started-with-karpenter/cloudformation.yaml > ${TEMPOUT} \
+    curl -fsSL https://raw.githubusercontent.com/aws/karpenter-provider-aws/v"${KARPENTER_VERSION}"/website/content/en/preview/getting-started/getting-started-with-karpenter/cloudformation.yaml > ${TEMPOUT} \
         && aws cloudformation deploy \
         --stack-name "Karpenter-${CLUSTER_NAME}" \
         --template-file "${TEMPOUT}" \
@@ -293,7 +293,7 @@ echo "${KARPENTER_NAMESPACE}" "${KARPENTER_VERSION}" "${CLUSTER_NAME}" "${TEMPOU
 
 **v0.33.6 and v0.34.7:**
 ```bash
-curl -fsSL https://raw.githubusercontent.com/aws/karpenter-provider-aws/"${KARPENTER_VERSION}"/website/content/en/docs/getting-started/getting-started-with-karpenter/cloudformation.yaml > ${TEMPOUT} \
+curl -fsSL https://raw.githubusercontent.com/aws/karpenter-provider-aws/"${KARPENTER_VERSION}"/website/content/en/preview/getting-started/getting-started-with-karpenter/cloudformation.yaml > ${TEMPOUT} \
     && aws cloudformation deploy \
     --stack-name "Karpenter-${CLUSTER_NAME}" \
     --template-file "${TEMPOUT}" \
@@ -303,7 +303,7 @@ curl -fsSL https://raw.githubusercontent.com/aws/karpenter-provider-aws/"${KARPE
 
 **v0.35+:**
 ```bash
-curl -fsSL https://raw.githubusercontent.com/aws/karpenter-provider-aws/v"${KARPENTER_VERSION}"/website/content/en/docs/getting-started/getting-started-with-karpenter/cloudformation.yaml > ${TEMPOUT} \
+curl -fsSL https://raw.githubusercontent.com/aws/karpenter-provider-aws/v"${KARPENTER_VERSION}"/website/content/en/preview/getting-started/getting-started-with-karpenter/cloudformation.yaml > ${TEMPOUT} \
     && aws cloudformation deploy \
     --stack-name "Karpenter-${CLUSTER_NAME}" \
     --template-file "${TEMPOUT}" \
diff --git a/website/content/en/preview/upgrading/v1-migration.md b/website/content/en/preview/upgrading/v1-migration.md
index 36e018253e4e..69930b2ea9c1 100644
--- a/website/content/en/preview/upgrading/v1-migration.md
+++ b/website/content/en/preview/upgrading/v1-migration.md
@@ -107,7 +107,7 @@ The upgrade guide will first require upgrading to your latest patch version prio
 
     ```bash
     TEMPOUT=$(mktemp)
-    curl -fsSL https://raw.githubusercontent.com/aws/karpenter-provider-aws/v"${KARPENTER_VERSION}"/website/content/en/docs/getting-started/getting-started-with-karpenter/cloudformation.yaml > ${TEMPOUT} \
+    curl -fsSL https://raw.githubusercontent.com/aws/karpenter-provider-aws/v"${KARPENTER_VERSION}"/website/content/en/preview/getting-started/getting-started-with-karpenter/cloudformation.yaml > ${TEMPOUT} \
         && aws cloudformation deploy \
         --stack-name "Karpenter-${CLUSTER_NAME}" \
         --template-file "${TEMPOUT}" \
@@ -293,7 +293,7 @@ echo "${KARPENTER_NAMESPACE}" "${KARPENTER_VERSION}" "${CLUSTER_NAME}" "${TEMPOU
 
 **v0.33.6 and v0.34.7:**
 ```bash
-curl -fsSL https://raw.githubusercontent.com/aws/karpenter-provider-aws/"${KARPENTER_VERSION}"/website/content/en/docs/getting-started/getting-started-with-karpenter/cloudformation.yaml > ${TEMPOUT} \
+curl -fsSL https://raw.githubusercontent.com/aws/karpenter-provider-aws/"${KARPENTER_VERSION}"/website/content/en/preview/getting-started/getting-started-with-karpenter/cloudformation.yaml > ${TEMPOUT} \
     && aws cloudformation deploy \
     --stack-name "Karpenter-${CLUSTER_NAME}" \
     --template-file "${TEMPOUT}" \
@@ -303,7 +303,7 @@ curl -fsSL https://raw.githubusercontent.com/aws/karpenter-provider-aws/"${KARPE
 
 **v0.35+:**
 ```bash
-curl -fsSL https://raw.githubusercontent.com/aws/karpenter-provider-aws/v"${KARPENTER_VERSION}"/website/content/en/docs/getting-started/getting-started-with-karpenter/cloudformation.yaml > ${TEMPOUT} \
+curl -fsSL https://raw.githubusercontent.com/aws/karpenter-provider-aws/v"${KARPENTER_VERSION}"/website/content/en/preview/getting-started/getting-started-with-karpenter/cloudformation.yaml > ${TEMPOUT} \
     && aws cloudformation deploy \
     --stack-name "Karpenter-${CLUSTER_NAME}" \
     --template-file "${TEMPOUT}" \
diff --git a/website/content/en/v1.0/upgrading/v1-migration.md b/website/content/en/v1.0/upgrading/v1-migration.md
index 36e018253e4e..69930b2ea9c1 100644
--- a/website/content/en/v1.0/upgrading/v1-migration.md
+++ b/website/content/en/v1.0/upgrading/v1-migration.md
@@ -107,7 +107,7 @@ The upgrade guide will first require upgrading to your latest patch version prio
 
     ```bash
     TEMPOUT=$(mktemp)
-    curl -fsSL https://raw.githubusercontent.com/aws/karpenter-provider-aws/v"${KARPENTER_VERSION}"/website/content/en/docs/getting-started/getting-started-with-karpenter/cloudformation.yaml > ${TEMPOUT} \
+    curl -fsSL https://raw.githubusercontent.com/aws/karpenter-provider-aws/v"${KARPENTER_VERSION}"/website/content/en/preview/getting-started/getting-started-with-karpenter/cloudformation.yaml > ${TEMPOUT} \
         && aws cloudformation deploy \
         --stack-name "Karpenter-${CLUSTER_NAME}" \
         --template-file "${TEMPOUT}" \
@@ -293,7 +293,7 @@ echo "${KARPENTER_NAMESPACE}" "${KARPENTER_VERSION}" "${CLUSTER_NAME}" "${TEMPOU
 
 **v0.33.6 and v0.34.7:**
 ```bash
-curl -fsSL https://raw.githubusercontent.com/aws/karpenter-provider-aws/"${KARPENTER_VERSION}"/website/content/en/docs/getting-started/getting-started-with-karpenter/cloudformation.yaml > ${TEMPOUT} \
+curl -fsSL https://raw.githubusercontent.com/aws/karpenter-provider-aws/"${KARPENTER_VERSION}"/website/content/en/preview/getting-started/getting-started-with-karpenter/cloudformation.yaml > ${TEMPOUT} \
     && aws cloudformation deploy \
     --stack-name "Karpenter-${CLUSTER_NAME}" \
     --template-file "${TEMPOUT}" \
@@ -303,7 +303,7 @@ curl -fsSL https://raw.githubusercontent.com/aws/karpenter-provider-aws/"${KARPE
 
 **v0.35+:**
 ```bash
-curl -fsSL https://raw.githubusercontent.com/aws/karpenter-provider-aws/v"${KARPENTER_VERSION}"/website/content/en/docs/getting-started/getting-started-with-karpenter/cloudformation.yaml > ${TEMPOUT} \
+curl -fsSL https://raw.githubusercontent.com/aws/karpenter-provider-aws/v"${KARPENTER_VERSION}"/website/content/en/preview/getting-started/getting-started-with-karpenter/cloudformation.yaml > ${TEMPOUT} \
     && aws cloudformation deploy \
     --stack-name "Karpenter-${CLUSTER_NAME}" \
     --template-file "${TEMPOUT}" \