Multiple team members updating overlapping Excel sheets or Access files.
Frequent formula errors, overwritten historical data, or desynchronized records.
Commercial off-the-shelf software is either excessively bloated, cost-prohibitive, or forces rigid, counterproductive workflows.
Essential institutional reporting or auditing requires hours of manual copy-pasting every week.
Generic e-commerce storefronts or standard CMS marketing websites.
Throwaway apps without underlying data modeling needs.