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BigQuery costs, allocated and explained

BigQuery costs, allocated and explained

Data platform

BigQuery costs, allocated and explained

GCP billing export + BigQuery skill/dashboard template

How Costory connects to BigQuery

Costory queries your BigQuery tables live, as external metrics in Advanced Explorer. You share one dataset with the Costory service account (BigQuery Data Viewer and Metadata Viewer on the dataset, no project level role), validate the project, then pick a table, its date field and the value column.

Costory does not copy the table. BigQuery spend itself comes from the GCP billing export and is allocated by projects, datasets and dbt model labels.

Step by step: BigQuery setup in the Costory docs.

Questions you can ask

  • “Which dbt models drive our BigQuery processing cost?”

  • “Explain our BigQuery storage vs analysis cost.”

  • “Open the BigQuery dashboard template.”

Good to know

Setup guide: BigQuery in the Costory docs.

Playbooks

Playbooks that use BigQuery

What the Costory agent can watch, investigate and report on for you, with this in the loop.

All playbooks

Costory notices

Monthly, or when a unit cost drifts beyond your threshold.

Track cost per customer, per request or per active user

Combine allocated cloud cost with your business and usage metrics to build unit costs that leadership can track over time.

See the playbook

Costory notices

A shared service's cost grows, or a new team starts using it.

Split shared infrastructure costs by actual usage

Allocate shared databases, networking and platform services to the teams that use them, based on real usage metrics.

See the playbook

Costory notices

Uncovered steady Google Cloud spend persists for 90 days.

Committed Use Discount planning for Google Cloud

Import CUD metadata, see coverage per project and team, and size spend-based commitments on your steady baseline.

See the playbook

Costory notices

A tenant's infrastructure cost grows faster than its plan.

Cost per tenant for multi-tenant SaaS

Allocate shared infrastructure to tenants using labels, namespaces or usage metrics, and track infrastructure cost per client.

See the playbook

Costory notices

Monthly close, or when COGS share moves.

Cloud COGS and gross margin by product line

Allocate infrastructure to product lines and combine it with revenue from a sheet or warehouse table to track COGS and margin.

See the playbook

Costory notices

A dbt model's cost jumps or a new expensive model appears.

BigQuery cost by dbt model, package and team

Label BigQuery jobs with dbt metadata and allocate processing and storage costs to models, packages and owners.

See the playbook

Connect in under 30 minutes. Get your first optimization recommendation the next day.

30-day free trial. Copilot, €250/month, or Copilot Pro, €1,000/month, billed annually.

First optimization recommendation

The next day

ROI

Pays for itself with the first recommendation you act on

Setup

About 30 minutes

Data residency

EU

Access

Read-only on your cloud