Standardizing data formats can be achieved through various methods:
Use data validation rules during data collection to ensure consistency from the start. Implement data cleaning processes to correct any inconsistencies. Utilize data transformation tools to convert data into the desired format. Adopt automation tools that standardize data in real-time.