The challenge
What I wanted to explore.
Automate a repetitive process without hiding validation rules or creating silent data-quality problems.
Current state
Still evolving.
In regular internal use for a concrete operational workflow.
Lessons learned
What I explored.
- Defensive automation
- Validation before writes
- Repeatable workflows
- Operational reliability