Independent research whitepaper · Version 1.0
Data
Swimming Pool
An Intelligent Enterprise Data Ecosystem for Connected, Living Data
- 55pages (333 pages)
- 63diagrams
- 95tables
- 150references
The problem
Enterprises store data well and connect it poorly. The signal that predicted fraud, failure, or churn often already exists — distributed across systems that never meet in time.
The proposal
A data lake stores. A Data Swimming Pool connects: relationships between events become durable, scored, and policy-governed assets of the platform itself.
The posture
This is an original conceptual architecture for research and critique — not a product, and not an industry standard. Limitations are treated as first-class content.
Document structure
Navigate by part. Each chapter is self-contained and linked to the next.
Overview
Publication details, citation, licence, and document structure.
Section FMFront Matter
Orientation, plain-language introduction, and framing disclaimers.
Section IPart I — Context and Motivation
Why six decades of enterprise data architecture still leave a structural gap.
Section IIPart II — The Data Swimming Pool
The proposed architecture, specified layer by layer.
Section IIIPart III — Enterprise Qualities
Security, privacy, governance, scale, availability, and performance.
Section IVPart IV — Illustrative Enterprise Scenarios
Synthetic industry scenarios from banking to aviation.
Section VPart V — Evaluation and Outlook
Comparison, benefits, limitations, and research roadmap.
Section AAppendices
Glossary, reference blueprint, schemas, maturity assessment, and licensing.
Recommended entry points
dsp demo for fraud-ring correlation in about a minute.
Print edition (PDF)Typeset A4 edition — 55 pages (333 pages), full-bleed cover.
Disclaimer
This document presents an independent conceptual framework proposed by the author. The “Data Swimming Pool” architecture is an original architectural concept intended to stimulate discussion and future research. It should not be interpreted as an existing industry standard or commercially deployed architecture, and it has not been commissioned, reviewed, endorsed, sponsored, or approved by any organization with which the author is or was associated. Any organizations, products, technologies, or trademarks mentioned are used solely for educational and illustrative purposes.