Composable analytics tools like Snowplow allow you to assemble data pipelines tailored to your technology stack: 

• Custom trackers
• Git-backed schemas 
• Enrichment modules
• Warehouse loaders
• Orchestration via dbt or Flink

This differs fundamentally from monolithic CDPs, which lock you into prebuilt dashboards, limited vendor workflows, and black-box processing. 

Snowplow's approach provides full transparency, auditability, and cost control while enabling integration with best-of-breed tools for specific use cases. 

Customers report 3x more granular data and significantly lower costs as they scale, particularly with Private Managed Cloud deployments.