I really like how Customer.io's event payload setup directly exposes every incoming attribute to liquid syntax. This makes building complex branching journeys and creating personalized email copy predictable and fast without needing back end data transformations. Review collected by and hosted on G2.com.
There are three specific architectural challenges you need to plan for upfront. First, syncing two-way data with a warehouse like Snowflake costs significantly more compute than expected. Review collected by and hosted on G2.com.



