Decentralized Test Data Management With Core-Satellite Manufacturing
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Solution Overview
Problem
Organizations face challenges in efficiently managing test data across sectors with different goals and data structures, leading to issues such as outdated data and compatibility problems in centralized test data management systems.
Innovation Solution
A decentralized test data management system using satellite components that report to a centralized core component, allowing for the sharing of manufactured test data while maintaining data universality and versatility across different sectors.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Ease of manufacture
If a centralized test data management application is used to manage test data across several divisions, then test data can be centrally managed, but the system becomes difficult to adapt to various changes in different divisions
Solution Approach 1:
The system is divided into a centralized test data management application and multiple division-specific adapters. Each adapter is responsible for a specific division and handles local data structure variations, allowing the core system to remain centralized while adapting to divisional changes through configurable adapter components.
2Ease of manufacture
If a centralized test data management application is used, then test data can be managed across divisions, but keeping test data manufacturing capabilities up to date becomes challenging
Solution Approach 1:
The system implements dynamic configuration capabilities where adapters can be updated, enabled, or disabled without affecting the core system. This allows test data manufacturing capabilities to be continuously improved and updated in response to changing divisional requirements while maintaining centralized control.
3Adaptability or versatility
If sectors operate with different data structures and objectives, then each sector can meet its specific needs, but data sharing and compatibility across silos becomes difficult
Solution Approach 1:
The centralized test data management application serves as an intermediary layer between sectors with different data structures. It receives data from various sectors through specialized adapters, standardizes the data formats, and enables sharing across organizational silos while preserving the ability to handle sector-specific variations.
Data Source
AI summary
A test data management ecosystem allows for a distributed test data management application. The distributed test data management application includes a core component and multiple satellite components performing coordinated operations to manufacture test data and convey the manufactured test data to end users. The distributed test data management application decentralizes the test data manufacturing to the satellite components, which report to the core component with metadata associated with the manufactured test data. The test data management ecosystem also includes multiple user interfaces and application programming interfaces to support various functionalities of the test data management ecosystem, such as test data manufacturing, managing, governing, tracking, and provisioning.