Synthetic Data That Feels Real
Craft transaction sets with weekend purchases, refunds, chargebacks, foreign currency, and sparse merchant metadata. Randomize posting delays and edge categories like split payments. Annotate records with sources and confidence. Realistic synthetic data makes UI and analytics choices credible, surfacing borderline cases while protecting privacy during design critiques, stakeholder reviews, and external showcases.