AI and analytics by PowerMetrics. Data by Google BigQuery.

Benefits of the PowerMetrics – BigQuery integration

Create metrics directly from BigQuery

Query tables or views and turn results into governed metrics fast. PowerMetrics connects to your BigQuery projects without requiring additional infrastructure or data copies. Your metrics stay close to your source of truth.

Built for scale

Handle large datasets while using your BigQuery controls for performance and concurrency. PowerMetrics optimizes query execution and leverages intelligent caching to prevent redundant, expensive full-table scans. You control costs; we handle the complexity.

Trusted by design

One metric definition, many uses. The metric catalog keeps names, formulas, and filters consistent across your organization. Every team sees the same numbers, the same way—auditable and verifiable.

True self-serve

Data teams keep the keys. Business users explore safely without touching raw data or writing SQL. They access governed metrics through dashboards, our AI assistant, or embedded views—all without risking your BigQuery budget or data integrity.

Mix and match

Use BigQuery metrics alongside metrics from other warehouses, semantic layers, or data feeds. Combine them to create calculated metrics that span your entire data ecosystem. PowerMetrics becomes your unified semantic layer.

AI that stays grounded

Get visualizations and explanations in natural language, based on governed metrics and source-backed responses. Our AI assistant knows your business logic because it's rooted in your metric definitions—not guessing at what your data might mean.

Why BigQuery teams choose PowerMetrics

The BigQuery challenge

BigQuery is powerful, but it comes with friction. On-Demand pricing can spike unexpectedly when business users run unoptimized queries. Nested and repeated fields make self-serve exploration nearly impossible for non-technical users. Logic gets buried in saved queries and scripts scattered across multiple GCP projects. Without a metrics layer, your data stays fragmented.

The PowerMetrics solution

PowerMetrics bridges the gap between your serverless BigQuery warehouse and your business stakeholders. We centralize your logic, optimize your query spend, and turn raw datasets into a governed metric catalog that everyone can trust.

Standardize your business logic. Don't just "connect to datasets"—map your BigQuery projects to a governed semantic layer where calculations are locked, versioned, and synced across the organization. Define metrics like LTV or CAC once, and PowerMetrics keeps them consistent everywhere.

Cross-cloud data synthesis. Combine your BigQuery marketing data with financial data from Snowflake or localized Excel feeds. PowerMetrics creates a unified view that transcends the limitations of a single warehouse.

Enterprise governance, serverless speed. Maintain strict GCP IAM controls at the connection level while giving business users a "safe-to-fail" environment to explore data without risking the cloud budget. Your data team stays in control; your business users stay productive.

How it works

Connect your BigQuery projects to PowerMetrics in minutes. Map tables and views to the metric catalog. Define calculated metrics using our formula system—no SQL required. Publish metrics to your team. Business users explore via dashboards, our AI assistant, or embedded views. PowerMetrics handles query optimization and caching; BigQuery handles the compute.

Every metric is versioned, documented, and certified by your data team. Changes propagate instantly across all consumption points. Your team always works with the latest, most accurate definitions.

Join the ranks of high-growth teams

Leading teams across software, FinTech, AdTech, and healthcare use Google BigQuery as their engine and PowerMetrics as their steering wheel. They've eliminated "SQL-on-the-fly" requests, reduced query costs, and empowered business users to find answers independently.

Ready to turn BigQuery data into business certainty? Connect your warehouse today and build your first metric in under five minutes.