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Environments

• dev: fast iteration, best-effort
• staging: production-like, gates releases
• prod: customer-facing

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Environment parity

• Same deployment mechanism and config shape
• Same observability instrumentation

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Isolation

• Separate credentials and isolated data
• No cross-environment access by default