1. Traditional CDP (Packaged CDP): An all-in-one software solution that collects, unifies and distributes data. This is a sensible option if there is no robust data warehouse in place yet or if real-time streaming is a priority.
2. Composable CDP (Reverse ETL): A modern, modular approach. Here, your existing data warehouse (e.g. BigQuery, Snowflake) serves as the foundation. A lean activation tool synchronises the data directly into the end systems. This approach is often more cost-effective and prevents redundant data storage.