generated: '2026-07-18' method: searched source: https://docs.chalk.ai/docs/branches model: branch-based deployments description: >- Chalk has no test-card/magic-value sandbox (it is a data platform, not a payments API). Its testing surface is isolated branch deployments: changes to features and resolvers can be deployed to a named branch and queried in isolation before promotion to the main environment, so pipelines can be validated against real data sources without affecting production. mechanisms: - name: branches detail: "Create an isolated deployment with `chalk apply --branch ` / `chalk branch`; route queries with the branch / branch_id parameter." - name: environments detail: "Requests carry an `environment` parameter selecting the deployment context (e.g. staging vs production)." - name: preview_deploys detail: "Branch deployments act as previews for feature-pipeline changes prior to promotion." note: No published static test credentials or fixture values; never fabricated.