Data Completeness Measurement
Scaling Self-Serve Analytics: The Tools Empowering 5,000 Employees | Datadog

Scaling Self-Serve Analytics: The Tools Empowering 5,000 Employees | Datadog

12/21/2023 · Austin Lai, Jean-Mathieu Saponaro

What this post added

This post details the evolution of Datadog's self-serve analytics capabilities, focusing on the data intake, transformation, discovery, and reporting tools that empower 5,000 employees. It expands on the existing 'Data Completeness Measurement' by describing the broader ecosystem of tools and processes that create a 'single source of truth' for internal data. Key technical components include Airbyte and Spark for data intake, dbt for transformation with enforced conventions, an internal Data Discovery tool, and Metabase/Jupyter notebooks for analysis and reporting. The post also highlights the 'Bring Your Own Data' (BYOD) initiative and the importance of data quality monitoring and documentation.

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