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Data Sources

The foundations of all things data at Pair Team.

Overview

We have four primary data sources that feed into our analytics platform:

SourceDescriptionData Loading MethodRefresh Rate
ArcOur internally developed and maintained applicationDirect ingestion from application databaseHourly
ElationElectronic health record (EHR) systemSnowflake data shareEvery 1-3 hours
ZusHealth data aggregation platformSnowflake data shareEvery 1-3 hours
RegalCustomer engagement and communications platformSnowflake data shareEvery 1-3 hours

Data Flow

How do we deliver data to our users? Analytics Platform These data sources are brought together in our Snowflake data warehouse (also referred to as our data lake). We then apply transformations and joins across these data sources using dbt (an open-source tool for data transformation). The transformed data is passed to Looker, our business intelligence tool, which serves as the primary interface for end users to access and analyze our data.

Accessing Raw Data

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Raw data can only be accessed directly within Snowflake. To obtain Snowflake access, please reach out to the Infrastructure team or the Data team.