Templates/Scheduled Batch Pipeline
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Scheduled Batch PipelineGoogle Cloud Architecture Template

Cloud Scheduler triggers a Workflows-orchestrated batch job that extracts data to Cloud Storage and loads it into BigQuery.

Cloud SchedulerBatch WorkflowExtract FnStaging BucketBigQueryCloud MonitoringCloud Logging

Why this architecture works

  • Cloud Scheduler cron replaces always-on VMs for periodic jobs, cutting idle cost to zero.
  • Workflows adds retries, error branching, and step-level state to multi-stage batches.
  • Staging extracts in Cloud Storage makes loads replayable when a downstream step fails.
  • BigQuery loads from GCS are free of streaming-insert cost for scheduled batch data.

What's inside (7 resources)

Cloud Scheduler
gcp-scheduler
Batch Workflow
gcp-workflows
Extract Fn
gcp-cloud-functions
Staging Bucket
gcp-cloud-storage
BigQuery
gcp-bigquery
Cloud Monitoring
gcp-monitoring
Cloud Logging
gcp-logging

From template to running infrastructure

  1. Open this template in the CloudForge visual designer (free account, no credit card).
  2. Customize resources, names, and connections on the drag-and-drop canvas — or ask Vani, the AI architect, to adapt it.
  3. Generate production-ready Terraform or Pulumi in one click.
  4. Review the plan diff and security scan, then deploy with human approval.

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