Complex reports often evolve through cycles of query changes, layout adjustments and testing.
Practical approach
Separate query correctness from layout design, test small components first and document assumptions before widening the report scope.
Validation and limitations
Automate regression checks where possible, especially for totals, prompts, export formats and performance.
AI-assisted translation and adaptation.

