As data grows, architecture quality becomes visible.

A query that works well for a week of ERP data may become expensive across months or years. Data volume, filtering, joins, execution plans and report requirements need to be evaluated together.

I work with SQL Server data access, intermediate data, grouping, query performance and reporting design. Defining which fields actually matter can reduce unnecessary processing.

A useful report should be fast, numerically correct and easy to validate.