SPIKE: Dynamic Data Generator

[devlace]

Description

As a data engineer, I want a Gen AI-powered tool to create dynamic datasets tailored to specific schemas and test scenarios so that I can generate realistic and privacy-compliant test data efficiently.

Capabilities:

• Generate datasets from schema definitions and constraints.
• Create edge-case datasets for thorough testing.
• Ensure compliance with privacy and data usage standards.

Definition of Done:

• Findings documented, including:
  • Initial hypothesis/capability being tested.
  • Assumptions about dataset structure and requirements.
  • What was tested for reproducibility.
  • Outcomes/learnings.
• Associated artifacts: generated datasets, schema definitions, prompts, and testing scripts.