Data Architecture for Software Architects

Chapter 4. Data Architecture for search

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Every organization eventually reaches a point where simply “having” data is no longer enough. The real differentiator lies in how quickly and accurately that data can be found, interpreted, and acted upon. For Penultimate Markets, this became evident the moment their growth outpaced the capabilities of their existing systems. What once was a single, neatly organized catalog of electronic products expanded into a sprawling universe of SKUs, regional product variations, supplier data, customer behavior metrics, and compliance records. Searching for data stopped being a simple retrieval exercise and became a strategic capability—one that could determine how effectively the company operated in global markets.

Searching for data is more than typing a few words into a search bar. It’s a technical discipline that involves structuring information in ways that make it discoverable, relevant, and trustworthy. This requires balancing multiple, often conflicting demands—speed ...