diff --git a/gcp-deployment/gcp-cleanup-guide.md b/gcp-deployment/gcp-cleanup-guide.md
index 11750e8..fe1f6cd 100644
--- a/gcp-deployment/gcp-cleanup-guide.md
+++ b/gcp-deployment/gcp-cleanup-guide.md
@@ -37,14 +37,6 @@ gcloud container images list-tags gcr.io/YOUR_PROJECT_ID/IMAGE_NAME --format='ge
 # Delete disks
 gcloud compute disks delete DISK_NAME --zone=ZONE
 
-# Delete firewall rules
-gcloud compute firewall-rules delete RULE_NAME
-
-# Delete load balancers
-gcloud compute forwarding-rules delete RULE_NAME --global
-
-# Delete static IPs
-gcloud compute addresses delete ADDRESS_NAME --region=REGION
 ```
 
 
diff --git a/gcp-deployment/k8s-artifacts/data-pipeline-job.yaml b/gcp-deployment/k8s-artifacts/data-pipeline-job.yaml
index eefcdae..33fd7b9 100644
--- a/gcp-deployment/k8s-artifacts/data-pipeline-job.yaml
+++ b/gcp-deployment/k8s-artifacts/data-pipeline-job.yaml
@@ -14,7 +14,7 @@ spec:
             emptyDir: {}
           initContainers:
           - name: extract
-            image: gcr.io/${PROJECT_ID}/data-pipeline-extract:latest
+            image: us-docker.pkg.dev/${PROJECT_ID}/my-docker-repo/data-pipeline-extract:latest
             envFrom:
             - secretRef:
                 name: db-credentials
@@ -22,7 +22,7 @@ spec:
             - name: shared-data
               mountPath: /data
           - name: load
-            image: gcr.io/${PROJECT_ID}/data-pipeline-load:latest
+            image: us-docker.pkg.dev/${PROJECT_ID}/my-docker-repo/data-pipeline-load:latest
             envFrom:
             - secretRef:
                 name: db-credentials
@@ -31,7 +31,7 @@ spec:
               mountPath: /data
           containers:
           - name: transform
-            image: gcr.io/${PROJECT_ID}/data-pipeline-transform:latest
+            image: us-docker.pkg.dev/${PROJECT_ID}/my-docker-repo/data-pipeline-transform:latest
             envFrom:
             - secretRef:
                 name: db-credentials
diff --git a/gcp-deployment/k8s-artifacts/flask-app-deployment.yaml b/gcp-deployment/k8s-artifacts/flask-app-deployment.yaml
index 70a1bb0..4db8a6b 100644
--- a/gcp-deployment/k8s-artifacts/flask-app-deployment.yaml
+++ b/gcp-deployment/k8s-artifacts/flask-app-deployment.yaml
@@ -14,7 +14,7 @@ spec:
     spec:
       containers:
       - name: flask-app
-        image: gcr.io/${PROJECT_ID}/flask-app:latest
+        image: us-docker.pkg.dev/${PROJECT_ID}/my-docker-repo/flask-app:latest
         envFrom:
         - secretRef:
             name: db-credentials
diff --git a/gcp-deployment/weather-data-pipeline-deployment-guide.md b/gcp-deployment/weather-data-pipeline-deployment-guide.md
index 3021d8f..17e379c 100644
--- a/gcp-deployment/weather-data-pipeline-deployment-guide.md
+++ b/gcp-deployment/weather-data-pipeline-deployment-guide.md
@@ -18,9 +18,15 @@
    export PROJECT_ID=$(gcloud config get-value project)
    ```
 
+   Make sure that the `$PROJECT_ID` variable is set by running the command below:
+
+   ```bash
+   echo $PROJECT_ID
+   ```
+
 2. Create a GKE cluster:
    ```bash
-   gcloud container clusters create weather-cluster-2 --num-nodes=2 --zone=us-central1-a --quiet > /dev/null 2>&1 &
+   gcloud container clusters create weather-cluster --num-nodes=2 --zone=us-central1-a --quiet > /dev/null 2>&1 &
    ```
 
    The above should take about 5-8 minutes. We will run other processes that can be done in parallel and check the status of this from time to time.
@@ -30,8 +36,12 @@
    ```bash
    gcloud container clusters describe weather-cluster --zone=us-central1-a
    ```
+## Create container repository on artifact registery
 
-
+Create container registry.
+   ```bash
+   gcloud artifacts repositories create my-docker-repo --project=class-tmanik-dev --location=us --repository-format=docker
+   ```
 
 ## Build and Push Docker Images
 
@@ -42,20 +52,20 @@ Build and push data pipeline images:
 cd data-pipeline
 
 # Build and push data pipeline images
-docker build --target extract -t gcr.io/${PROJECT_ID}/data-pipeline-extract:latest .
-docker build --target load -t gcr.io/${PROJECT_ID}/data-pipeline-load:latest .
-docker build --target transform -t gcr.io/${PROJECT_ID}/data-pipeline-transform:latest .
+docker build --target extract -t us-docker.pkg.dev/${PROJECT_ID}/my-docker-repo/data-pipeline-extract:latest .
+docker build --target load -t us-docker.pkg.dev/${PROJECT_ID}/my-docker-repo/data-pipeline-load:latest .
+docker build --target transform -t us-docker.pkg.dev/${PROJECT_ID}/my-docker-repo/data-pipeline-transform:latest .
 
-docker push gcr.io/${PROJECT_ID}/data-pipeline-extract:latest
-docker push gcr.io/${PROJECT_ID}/data-pipeline-load:latest
-docker push gcr.io/${PROJECT_ID}/data-pipeline-transform:latest
+docker push us-docker.pkg.dev/${PROJECT_ID}/my-docker-repo/data-pipeline-extract:latest
+docker push us-docker.pkg.dev/${PROJECT_ID}/my-docker-repo/data-pipeline-load:latest
+docker push us-docker.pkg.dev/${PROJECT_ID}/my-docker-repo/data-pipeline-transform:latest
 
 # Navigate to the flask-app directory
 cd ../flask-app
 
 # Build and push Flask app image
-docker build -t gcr.io/${PROJECT_ID}/flask-app:latest .
-docker push gcr.io/${PROJECT_ID}/flask-app:latest
+docker build -t us-docker.pkg.dev/${PROJECT_ID}/my-docker-repo/flask-app:latest .
+docker push us-docker.pkg.dev/${PROJECT_ID}/my-docker-repo/flask-app:latest
 
 ```
 
@@ -127,10 +137,10 @@ Deploy data pipeline job:
 
 ```bash
 envsubst < data-pipeline-job.yaml | kubectl apply -f -
-kubectl create job --from=cronjob/data-pipeline-sequence data-pipeline-manual-trigger-new
+kubectl create job --from=cronjob/data-pipeline-sequence data-pipeline-sequence
 
 # Wait for data pipeline job to complete
-kubectl wait --for=condition=complete job/data-pipeline-manual-trigger-new --timeout=600s
+kubectl wait --for=condition=complete job/data-pipeline-sequence --timeout=600s
 ```
 Once completed, proceed to the next step.
 
@@ -177,7 +187,7 @@ View logs for the flask-app pod.
 
 3. Delete a specific job:
    ```bash
-   kubectl delete job data-pipeline-manual-trigger
+   kubectl delete cronjob data-pipeline-sequence
    ```
 
 4. Delete a cronjob: