PRACTICE // ANALYTICS ENGINEERING & dbt
Modern Data Stack, dbt Modeling & Executive BI Reporting
We transform raw, siloed data into governed BigQuery marts, modular dbt/Dataform pipelines, and board-ready BI cockpits with automated data quality guarantees.
Target
Organizations struggling with conflicting departmental metrics, manual spreadsheet reporting, or runaway cloud query costs.
Tech Stack
Google BigQuery, dbt, Dataform, Airbyte/DTS, Looker Studio, Metabase.
Deliverables
Modular dbt/SQLX Medallion Layers, Automated Data Tests, FinOps Optimization, and Executive BI Dashboards.
Business Impact
Single Source of Truth across Finance & Marketing, 40–60% BigQuery cost reduction, and real-time KPI visibility.
From Reporting Chaos to Analytics Engineering
When Finance, Marketing, and Product bring different revenue numbers to the boardroom, the root cause is business logic scattered across BI charts and spreadsheets. We centralize metric definitions inside version-controlled, tested dbt and Dataform semantic layers.
Core Architectural Deliverables
- Unified Cloud Warehouse & Automated ELT: Zero-maintenance ingestion from ERP, CRM, payment gateways, GA4, and ad networks into BigQuery
- Modular dbt & Dataform Medallion Architecture: Structured Bronze, Silver, and Gold data marts for Cohort LTV, Unit Economics, and Attribution
- Automated Data Quality & Schema Drift Guards: Continuous CI/CD testing for uniqueness, referential integrity, freshness SLAs, and null anomalies
- BigQuery FinOps & Query Tuning: Table partitioning, clustering, and incremental materializations that slash monthly warehouse compute bills
- Executive BI & Self-Service Analytics: High-speed Looker Studio and Metabase cockpits engineered for C-Level decision velocity
Modernize your reporting & warehouse stack
Schedule a technical briefing on dbt/BigQuery architecture and executive BI standardization.
Schedule Data Stack Briefing →