归因与分析
Snowflake
多云数据平台，支持广告数据、用户行为和第三方数据的统一存储和跨平台安全共享
主要用途
Snowflake is a cloud data platform that centralizes marketing, product, and revenue data into one queryable warehouse, separating storage from compute so teams scale each independently and pay for what they use. For attribution work it becomes the single source of truth where ad-platform spend, MMP installs, web and product events, and CRM revenue are joined to build custom multi-touch and incrementality models that no single ad dashboard can produce. Its support for secure data sharing and clean rooms lets advertisers and partners collaborate on matched audiences without exposing raw user records. Marketing teams typically pipe data in through ETL tools, model it with SQL or dbt, and feed the results back to BI dashboards and activation platforms.
所在链路
Sits at the center of the data stack, downstream of pipelines and upstream of BI, modeling, and activation.
核心功能
- Separation of storage and compute for elastic scaling
- SQL warehouse joining ad, product, and revenue data
- Secure data sharing and clean-room collaboration
- Support for ETL/ELT and dbt modeling workflows
- Connectivity to BI and reverse-ETL activation tools
适合谁用
- Building custom cross-channel attribution models
- Teams unifying marketing data with revenue and product data
新手提示
- Land raw data first, then model it in layers rather than transforming on ingest
- Use a tool like dbt to version and document your attribution logic
- Watch compute warehouse sizing — idle auto-suspend keeps costs predictable