HeyJaredData Products
A newsletter by Chad Sanderson - Discussing data product development, semantic layers, data APIs, and modern data modeling.
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- Jul 9, 2026
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The Shift Left Manifesto - v2 (opens the original)
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About a year ago, I wrote an article called “The Shift Left Data Manifesto.” It’s often cited as a way to introduce data concepts into software engineering. After a long time of working in the weeds on these problems, my thinking has evolved a lot. I wrote an update to the Shift Left Manifesto to describe some of these shifts, particularly in the context of sensitive data flow and the ungodly amount of time engineering teams spend tracking, understanding, and reviewing it. <div class="
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