Role · Data science

Data science workflows with human approval gates

Human judgment in data workflows. These are complete, copyable workflows that add a human decision before expensive, destructive, or irreversible automation runs.

Data engineer Data science·2026-08-15

dbt full-refresh approval: gate expensive models and backfills

A copy-paste dbt full-refresh approval workflow that gates expensive models and backfills with warehouse-cost context, timeouts, and a safe reject path.

dbt data-pipelines warehouse-cost3 min read

ML engineer Data science Platform·2026-08-12

ML model promotion approval workflow: staging to production safely

A copy-paste ML model promotion approval workflow that gates staging-to-production releases with evaluation metrics and safe rollback behavior.

mlops model-promotion approval-gates3 min read

Want the shortest path to production approval gates?

Actionbox is a hosted decision layer: create an Action from any script, SDK, or CI system, and get the answer back without building an approval system.

See plans Read the docs