T1:

export ZONE=

export PROJECTID=$(gcloud config get-value project)

gcloud auth login

T2:

gcloud iam service-accounts create devops --display-name devops

gcloud config configurations activate default

gcloud iam service-accounts list --filter "displayName=devops"

SA=$(gcloud iam service-accounts list --format="value(email)" --filter "displayName=devops")

gcloud projects add-iam-policy-binding $PROJECTID --member serviceAccount:$SA --role=roles/iam.serviceAccountUser

gcloud projects add-iam-policy-binding $PROJECTID --member serviceAccount:$SA --role=roles/compute.instanceAdmin

gcloud compute instances create vm-2 \

--service-account=$SA \

--zone=$ZONE

cat > role-definition.yaml <<EOF

title: Custom Role

description: Custom role with cloudsql.instances.connect and cloudsql.instances.get permissions

includedPermissions:

- cloudsql.instances.connect

- cloudsql.instances.get

EOF

gcloud iam roles create customRole --project=$PROJECTID --file=role-definition.yaml

gcloud iam service-accounts create bigquery-qwiklab --display-name bigquery-qwiklab

SSA=$(gcloud iam service-accounts list --format="value(email)" --filter "displayName=bigquery-qwiklab")

gcloud projects add-iam-policy-binding $PROJECTID --member=serviceAccount:$SSA --role=roles/bigquery.dataViewer

gcloud projects add-iam-policy-binding $PROJECTID --member=serviceAccount:$SSA --role=roles/bigquery.user

gcloud compute instances create bigquery-instance --service-account=$SSA --scopes=https://www.googleapis.com/auth/bigquery --zone=$ZONE

T3

export PROJECT_ID=$(gcloud config get-value project)

sudo apt-get update

sudo apt-get install -y git python3-pip

pip3 install --upgrade pip

pip3 install google-cloud-bigquery

pip3 install pyarrow

pip3 install pandas

pip3 install db-dtypes

echo "

from google.auth import compute_engine

from google.cloud import bigquery

credentials = compute_engine.Credentials(

service_account_email='bigquery-qwiklab@$PROJECT_ID.iam.gserviceaccount.com')

query = '''

SELECT name, SUM(number) as total_people

FROM "bigquery-public-data.usa_names.usa_1910_2013"

WHERE state = 'TX'

GROUP BY name, state

ORDER BY total_people DESC

LIMIT 20

'''

client = bigquery.Client(

project='$PROJECT_ID',

credentials=credentials)

print(client.query(query).to_dataframe())

" > query.py

pip3 install --upgrade pip

pip3 install google-cloud-bigquery

pip3 install pyarrow

pip3 install pandas

pip3 install db-dtypes

python3 query.py