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FinOps Cost Management

Qarion's FinOps module gives data teams and finance stakeholders granular visibility into the cost of running data products, querying warehouses, and operating third-party tools.

It bridges the gap between raw billing usage (warehouse compute, storage) and logical business ownership (Data Domains, Data Products).

Features​

Dashboard Cost Visibility​

The core FinOps Overview provides a unified ledger of all costs attributed to data products. This view aggregates:

  • Warehouse Usage: Compute cost, query volume, and storage derived directly from connectors (Snowflake, BigQuery, Postgres).
  • Manual Import Costs: Ad-hoc or offline costs mapped manually to specific products.
Architecture Note: Metric-to-Currency Constraint

In the current platform version, automated warehouse metric ingestion (like Snowflake Credits, BigQuery Scanned Megabytes, or Databricks DBUs) maps symmetrically (1:1 scale) to the dashboard's USD currency presentation. Because there is currently no intermediate Cloud Pricing Catalog (e.g., $2.00/credit rate multiplication), native dashboard reporting will reflect raw volumetric scale rather than true cross-multiplied USD calculations. Fully monetized billing strings derived from AWS CUR or Azure Cost Management APIs are scaled precisely to 1,000,000 micro_cents for accurate ledger balancing.

You can sort your entire asset inventory by Allocated Cost to easily identify your most expensive data products.

Cost Anomaly Detection​

By tracking standard baseline behaviors and historical trends, the FinOps engine automatically flags runaway queries or unexpected cost spikes. The system strictly isolates and monitors standardized FINOPS_METER_KEYS to avoid raising false alarms on generic platform-telemetry, ensuring all anomalies definitively represent a drift in downstream financial metrics. When anomalous usage patterns are detected on a Data Product:

  • A CostAnomalyAlert is triggered.
  • A red TrendingUp Anomaly Badge appears directly in the FinOps dashboards.
  • Notifications can be dispatched through the standard Alert Management routines.

Domain-Level Chargeback Reports​

To facilitate department-level chargebacks, the Chargeback & Reports tab automatically attributes costs at the Data Domain scale. Qarion merges direct data product costs with broad domain-level manual entries perfectly into an Activity-Based Costing framework, allowing you to generate comprehensive chargeback reports visually translated via intuitive pie charts.

Manual Cost Import​

Beyond the automated billing pipelines, the platform supports manual ingestion of infrastructure costs (e.g., custom SaaS licenses, external consulting fees, support plans). You can import these expenses via:

  • Individual Form Entry: For singular ad-hoc costs.
  • Bulk CSV Upload: Drag-and-drop a CSV directly into the workspace to ingest hundreds of historical costs simultaneously. The ingestion engine features strict safety constraints ensuring that identically-dated recurrent costs of differing amounts are individually preserved without data loss.

Cost Allocation Rules​

The key to an accurate chargeback is defining how unattributed or shared costs are allocated to specific products. You can create rules using four distribution strategies:

  • Even Split: Distributes the cost equally across all applicable assets.
  • Proportional Storage: Allocates cost relative to each product's stored bytes.
  • Proportional Queries: Allocates cost based on query volume execution.
  • Custom Weights: Allows fine-grained ratio tuning (e.g., 60% to Product A, 40% to Product B).

Allocation logic can also automatically parse and bind costs using explicit Cloud tags mapped back to Qarion entity UUIDs.