| Pricing model | Usage-based; services, transfers, and requests metered separately | Flat-rate monthly pricing; one predictable number |
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| Gross margin impact | Infrastructure cost scales with usage | Bounded monthly cost controllable as a COGS input |
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| Engineering overhead | Your team manages operations and incidents | Managed by DevOps and SRE engineers |
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| Performance consistency | Shared tenancy can affect behavior under load | Dedicated infrastructure for consistent performance |
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| Data control | Governance and residency remain your responsibility | Dedicated infrastructure with defined data placement |
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| Vendor portability | Managed services accumulate dependencies | Standard Kubernetes and open tooling |
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| Cost predictability | Egress and managed-service fees compound | Predictable pricing without surprise usage line items |
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| Reliability ownership | Monitoring and response sit with your team | SRE-oriented monitoring and response included |