To ensure data reliability and consistency, implement data quality checks and validations during the collection process, regularly monitor data sources for accuracy and integrity, use tracking codes and UTM parameters to properly attribute data to specific campaigns and channels, and integrate data from different sources to create a comprehensive view of marketing performance.