Data Branching for Batch Job Systems: A Git-like Approach
2025-01-24
This blog post explores the application of Git-like branching strategies for managing data within batch job systems. The author proposes using the 'main' branch as the canonical production data version. Each job execution creates a new branch for processing and metadata recording; successful jobs merge back into 'main'. The post also covers branching strategies for test execution, experiments, and multi-step jobs, achieving efficient version control and experimental management, mirroring aspects of database transaction ACID properties.