Database and data technology

Data technology organized around integrity, access and decisions

Data architecture starts with ownership, relationships, lifecycle, consistency and recovery—not with a database logo.

Transactional data

Model business rules and relationships in relational systems when integrity and query flexibility matter.

Use document, search, cache or event systems when the access pattern and operational trade-offs justify them.

Separate operational and analytical workloads while keeping definitions, lineage and freshness visible.

Plan validation, reconciliation, backups and tested restoration as part of the data design.

Start a useful conversation

A focused first conversation can establish fit, surface risk and identify the most useful next step.