The Cost of "Good Enough" Data: Why Modern Architectures Fail at Scale - Softcover

Mullins, Mr. Craig S

9798259419551: The Cost of "Good Enough" Data: Why Modern Architectures Fail at Scale

Softcover

ISBN 13: 9798259419551

Publisher: Independently published, 2026

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The primary argument of this book is that accepting "good enough" is a prescription for causing yourself trouble. It is not an argument against modern data platforms, cloud computing, or new architectural approaches. It is an argument against complacency. The tools have changed. The scale has changed. The pace has changed. But the fundamentals have not.

Throughout the pages of this book, you will see how and why “good enough” became acceptable. And perhaps more importantly, what “good enough” is costing us. You will explore the hidden impact of performance debt, the risks of relaxed governance, and the challenges of managing data at scale without discipline. And you will also learn what still works.

Despite all the changes in technology, there are proven principles developed over time in high-volume, mission-critical environments that remain just as relevant today. Because they work.

And the book will also discuss how we can move forward. Not by abandoning modern approaches, but by improving them. By reintroducing discipline where it has been lost. By recognizing that speed and flexibility do not have to come at the expense of quality and performance.

We need to raise the bar because “good enough” may be easy, but it is not the answer. Sure, it can be fast and convenient. And in the short term, it might even seem to work. But over time, it accumulates cost, risk, and complexity.

So, the goal of this book is to remind us that data systems, whether running on a mainframe, in the cloud, or across hybrid environments, deserve the same level of care, thought, and engineering discipline that we once considered standard.

Because in the end, “good enough” isn’t... and it never was.

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