Cleaned and validated a home appliances retail dataset using advanced SQL queries by systematically identifying and handling null values, correcting inconsistent records, and resolving common data entry errors. Standardized formats across multiple fields, removed duplicate entries, and ensured data integrity throughout the dataset. These improvements significantly enhanced overall data quality, enabling more accurate reporting, reliable analysis, and better decision-making based on trustworthy data insights.