Super Data Science: ML & AI Podcast with Jon Krohn cover image

825: Data Contracts: The Key to Data Quality, with Chad Sanderson

Super Data Science: ML & AI Podcast with Jon Krohn

NOTE

Manage Change to Ensure Data Quality

Spaghetti data architecture arises from accumulated data debt and unmanaged change. It manifests as chaotic and inconsistent data structures, where duplicated and misinterpreted data leads to confusion. The core issue is that poor change management ignites the creation of complex, opaque systems—a sign of suboptimal responses to changes. To address these challenges, focus on establishing robust change management practices, as they are essential for maintaining data quality and preventing the proliferation of spaghetti SQL.

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