She replaced static dates with dynamic date arithmetic so reports stay accurate over time. 2. **NULL handling** — She used COALESCE for display formatting and IS NULL in WHERE clauses to avoid silently excluding rows. 3. **Business vs. individual customers** — She discovered that the data model stor