Fraud Demo

Project

Create resources:

• A GCP project
• A GCS bucket
• 2 BigQuery datasets: feast (conventionally for Feast temp tables), another dataset for project data tables

Set the envs

• GOOGLE_CLOUD_PROJECT
• BUCKET_NAME
• BIGQUERY_DATASET_NAME

Feast

Apply

• Source table: BigQuery Data Viewer
• Feast dataset: roles/bigquery.dataEditor
• Firestore: Cloud Datastore User

Get Historical Features

• BigQuery project-level: bigquery.jobs.create, bigquery.readsessions.create, bigquery.readsessions.getData
• BigQuery Feast dataset: roles/bigquery.dataEditor
• BigQuery Source table: BigQuery Data Viewer

Materialize

• BigQuery project-level: bigquery.jobs.create, bigquery.readsessions.create, bigquery.readsessions.getData
• BigQuery Source table: BigQuery Data Viewer
• Firestore: Cloud Datastore User

Get Online Feature

• Firestore: Cloud Datastore User

GCS

• GCS: storage.bucket.get, storage.objects.*