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Data integrity is a core value of Confidence. Warehouse-Native Confidence runs on top of your data warehouse, so you can be confident that your data is safe, right, and up to date. You have full transparency into what Confidence does with your data, and you can audit and reproduce calculations.

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How Confidence Interacts With Your Data Warehouse

Depending on the functionality you want to use, Confidence needs access to read from and write to your data warehouse. Confidence needs write access to write:
  • general events that you log using the events service
  • assignments when you resolve flags
  • exposure tables calculated from assignment events
Confidence needs read access to read:
  • assignments to calculate exposure
  • data you want to use to calculate metrics
The figure below gives a high-level overview of how the events, metrics, and flags services in Confidence read and write to your data warehouse. You can use only a subset of these services. In that case, only the relevant parts of the diagram apply. Overview of how Confidence connects to your data warehouse

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Queries in Your Data Warehouse

To calculate exposure and metrics, Confidence runs queries in your data warehouse. You can read more on the metrics page.

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Permissions

You can grant Confidence access only to the relevant tables in your data warehouse. You don’t need to grant global access to your entire data warehouse.

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Data Cache

Confidence caches aggregated results of metrics in its database to improve performance. The cache only includes the aggregated results of metrics, not the underlying data. For basic metrics, this means that Confidence stores the daily count, mean and variance for each treatment group.

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Transient Data in Confidence Flags

With Confidence Flags and the managed resolver, data temporarily passes through Confidence. The information that Confidence persists is:
  • The number of resolves and the timestamp of the last resolve.
  • The number of applies and the timestamp of the last apply.
  • The names of the fields available in the context. The values of the fields in the context are never stored.
Read more on the data transfer page.