Data systems
From raw events to governed metrics—not science projects.
Pipelines and consumption layers aligned to how you actually measure outcomes. Owners, freshness SLAs, and exceptions that stay visible.
Sources
Events · extracts · APIs
Contracts
Fields · owners · change policy
Quality
Checks · severity · remediation
Consumption
Metrics · APIs · automation
Capabilities
Where engineering time goes
A continuous pipeline—not seven disconnected buzzwords.
Ingestion & modeling
Contracts aligned to how you measure outcomes—batch, streaming, and APIs with backfill and dead-letter paths.
Lineage & quality
Checks and ownership that survive turnover—severity, remediation owners, and traces reviewers can cite.
Serving & analytics
Interfaces downstream teams can rely on: curated marts, freshness SLAs, and exceptions that stay visible.
Data products
Durable pipelines built for trust—owners, contracts, and promotion paths—not one-off extracts.
Access & governance
Sensitive data with clear boundaries: classification, access patterns, and audit-friendly evidence.
Documentation
Flows and decisions reviewers can cite—lineage maps, contracts, and change policy in one place.
APIs & interfaces
Stable contracts for automation and reporting—so consumers do not reinvent shadow SQL.
Delivery mechanics
Boring patterns you can operate
Warehouse, lakehouse, or hybrid
Tool choice follows cost, skill, latency, and residency—documented tradeoffs, not resume-driven novelty.
Security & FinOps by design
Classification, retention, and query patterns so spend and access stay predictable.
Programs
Typical entry points
Trusted metrics layer
One path from raw to board-ready numbers when leadership cites different figures.
Pipeline hardening
Observable SLAs, replay procedures, and on-call ownership that matches reality.
Product & ops analytics
Event discipline and curated marts that scale past the first dashboard.
Regulated & sensitive data
Classification, access patterns, and audit-friendly lineage for risk review.
A warehouse alone does not fix organizational politics.
Our job is to make the substrate clear enough that disagreements are about policy—not mystery SQL. Artifacts include lineage maps, contracts, quality catalogs, and promotion/rollback procedures.
Need trusted metrics—not another shadow spreadsheet?
Share how leadership measures outcomes today. We map lineage and a practical path to a single picture of truth.