# Metric Oak > Metric Oak engineers the data platforms enterprise AI runs on: Databricks, Snowflake and Microsoft Fabric migration, platform engineering, AI-ready data, governance and cost optimization. Metric Oak is a data engineering services firm for enterprises ($500M–$10B revenue). Senior engineers deliver fixed-scope programs with measured outcomes on Databricks, Snowflake and Microsoft Fabric. Positioning: "AI fails on bad data. We engineer the data layer underneath it." ## Start here - [Data Platform Assessment](https://metricoak.com/services/data-platform-assessment): 3 weeks, fixed fee, current-state architecture, risks, cost baseline and a priced roadmap. - [Book an architecture review](https://metricoak.com/book): free 30-minute call with a senior architect. ## Services - [Cloud data migration](https://metricoak.com/services/cloud-data-migration): Legacy warehouse to lakehouse, with parallel-run validation. - [Data platform engineering](https://metricoak.com/services/data-platform-engineering): Databricks, Snowflake and Fabric built to production standards. - [AI-ready data](https://metricoak.com/services/ai-ready-data): Governed, retrievable data for GenAI, RAG and agents. - [Data quality & governance](https://metricoak.com/services/data-quality-governance): Contracts, lineage and access control that auditors accept. - [Cloud data cost optimization](https://metricoak.com/services/cloud-data-cost-optimization): Find and remove the spend your workloads don't need. - [Managed data platform](https://metricoak.com/services/managed-data-platform): We run it, with SLAs, after we build it. ## Industries - [Financial services & fintech](https://metricoak.com/industries/financial-services-fintech): Risk, regulatory reporting and real-time payments data. - [B2B marketplaces & ecommerce](https://metricoak.com/industries/b2b-marketplaces-ecommerce): Catalog, pricing and order data at marketplace scale. - [Healthcare & life sciences](https://metricoak.com/industries/healthcare-life-sciences): PHI-safe platforms for clinical, claims and R&D data. ## Platforms - [Databricks](https://metricoak.com/partners/databricks) - [Snowflake](https://metricoak.com/partners/snowflake) ## Company - [About](https://metricoak.com/about) - [Leadership](https://metricoak.com/about/leadership) - [Case studies](https://metricoak.com/case-studies) - [Trust center](https://metricoak.com/trust) - Contact: hello@metricoak.com