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graph LR A[Feature Branch] --> B(GitHub/GitLab) B --> CPR Validation C -->|Static Analysis & Apex Tests| D(Scratch Org) D --> E[Integration Sandbox] E --> F[UAT Sandbox] F --> G[Production]

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| Environment | Purpose | Refresh Strategy | Data Strategy | | :--- | :--- | :--- | :--- | | | Ephemeral feature testing | On every PR | Sample dataset (100 records) | | Integration (CI) | Merge validation & conflict resolution | Nightly (auto) | Anonymized production subset | | Staging/UAT | Business sign-off & performance | Bi-weekly | Full copy (masked) | | Production | Live customer environment | Never (backup only) | Live data | 4. Tooling Landscape: Build vs. Buy Architects must decide between the Salesforce DevOps Center (native, free, immature) and ISV solutions (costly, robust). graph LR A[Feature Branch] --> B(GitHub/GitLab) B -->