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0_Azure/3_AzureAI/AIFoundry/demos/5_What-Global-DataZone-StdType.md

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> This overview guide helps you choose between **Global**, **Standard**, and **Data Zone** deployment types for Azure OpenAI models when all three are available. Understanding these deployment options is crucial for optimizing performance, ensuring compliance, and managing costs effectively in your Azure AI implementations.
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<details>
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<summary><b>List of References</b> (Click to expand)</summary>
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- [Model summary table and region availability](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/models?tabs=global-ptum%2Cstandard-chat-completions#model-summary-table-and-region-availability)
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- [Deployment overview for Azure AI Foundry Models](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/deployments-overview)
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- [Deployment types for Azure AI Foundry Models](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/deployment-types)
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- [Optimize AI costs by choosing the right Azure OpenAI pricing offer for you](https://techcommunity.microsoft.com/blog/finopsblog/optimize-ai-costs-by-choosing-the-right-azure-openai-pricing-offer-for-you/4286390)
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- [Azure OpenAI Service pricing](https://azure.microsoft.com/en-us/pricing/details/cognitive-services/openai-service/?msockid=38ec3806873362243e122ce086486339)
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- [Azure OpenAI in Azure AI Foundry Models](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/models?tabs=global-standard%2Cstandard-chat-completions)
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- [Q&A - Data residency and processing: where does it occur, and how does it depend on the DataZoneStandard?](https://learn.microsoft.com/en-us/answers/questions/2201321/openai-ai-foundry-deployment-type-datazonestandard)
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- [Azure region list](https://learn.microsoft.com/en-us/azure/reliability/regions-list) - full list of Azure regions and their metadata (location, geography, availability zone support)
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- [Enterprise trust in Azure OpenAI Service strengthened with Data Zones](https://azure.microsoft.com/en-us/blog/enterprise-trust-in-azure-openai-service-strengthened-with-data-zones/) - data residency explained with types
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- [Azure AI Foundry Deployment Data Processing Locations](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/deployment-types#azure-ai-foundry-deployment-data-processing-locations)
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- [Data landing zone architecture](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/scenarios/cloud-scale-analytics/architectures/data-landing-zone#data-landing-zone-architecture)
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- [Announcing the availability of Azure OpenAI Data Zones and latest updates from Azure AI](https://azure.microsoft.com/en-us/blog/announcing-the-availability-of-azure-openai-data-zones-and-latest-updates-from-azure-ai/?msockid=38ec3806873362243e122ce086486339)
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- [Explore Azure AI Foundry Models](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/foundry-models-overview)
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- [Azure AI Foundry feature availability across clouds regions](https://learn.microsoft.com/en-us/azure/ai-foundry/reference/region-support)
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</details>
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<details>
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<summary><b>Table of Contents</b> (Click to expand)</summary>
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- [Overview](#overview)
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- [Global Deployment](#global-deployment)
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- [Standard Deployment](#standard-deployment)
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- [Data Zone Deployment](#data-zone-deployment)
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- [How to View Deployment Options for a Model](#how-to-view-deployment-options-for-a-model)
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</details>
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> [!NOTE]
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> - `Regions` refer to `specific Azure datacenter locations`, e.g Sweden Central. `Deployments for stricter compliance needs.`
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> - `Data zones` are `logical groupings of these regions that share compliance and data residency characteristics`. E.g, the EU Data Zone includes regions like Sweden Central, West Europe, etc. `Deployments for less region compliance needs.`
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> [!TIP]
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> The appropriate deployment model depends on your data residency and compliance requirements. Here's a breakdown of the three main options, and we also need to consider the different ways the models are available to be deployed:
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> `Global Deployments`: Suitable for scenarios where compliance with regional data laws is not required, and performance and scale are the primary concerns.
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> - `Global Deployments`: Suitable for scenarios where compliance with regional data laws is not required, and performance and scale are the primary concerns.
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> - Data `at rest and in transit are not restricted to any specific region or data zone`.
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> - Azure may `store or process data anywhere across its global infrastructure`.
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> - This model offers maximum flexibility and scalability, but provides the least control over data residency and movement.
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> - **Streaming**: Can reduce perceived latency by returning tokens incrementally, especially useful in chat interfaces.
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> - **Content Filtering**: Adds safety but may increase latency slightly.
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<details>
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<summary><b>List of References</b> (Click to expand)</summary>
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- [Model summary table and region availability](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/models?tabs=global-ptum%2Cstandard-chat-completions#model-summary-table-and-region-availability)
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- [Deployment overview for Azure AI Foundry Models](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/deployments-overview)
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- [Deployment types for Azure AI Foundry Models](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/deployment-types)
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- [Optimize AI costs by choosing the right Azure OpenAI pricing offer for you](https://techcommunity.microsoft.com/blog/finopsblog/optimize-ai-costs-by-choosing-the-right-azure-openai-pricing-offer-for-you/4286390)
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- [Azure OpenAI Service pricing](https://azure.microsoft.com/en-us/pricing/details/cognitive-services/openai-service/?msockid=38ec3806873362243e122ce086486339)
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- [Azure OpenAI in Azure AI Foundry Models](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/models?tabs=global-standard%2Cstandard-chat-completions)
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- [Q&A - Data residency and processing: where does it occur, and how does it depend on the DataZoneStandard?](https://learn.microsoft.com/en-us/answers/questions/2201321/openai-ai-foundry-deployment-type-datazonestandard)
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- [Azure region list](https://learn.microsoft.com/en-us/azure/reliability/regions-list) - full list of Azure regions and their metadata (location, geography, availability zone support)
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- [Enterprise trust in Azure OpenAI Service strengthened with Data Zones](https://azure.microsoft.com/en-us/blog/enterprise-trust-in-azure-openai-service-strengthened-with-data-zones/) - data residency explained with types
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- [Azure AI Foundry Deployment Data Processing Locations](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/deployment-types#azure-ai-foundry-deployment-data-processing-locations)
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- [Data landing zone architecture](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/scenarios/cloud-scale-analytics/architectures/data-landing-zone#data-landing-zone-architecture)
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- [Announcing the availability of Azure OpenAI Data Zones and latest updates from Azure AI](https://azure.microsoft.com/en-us/blog/announcing-the-availability-of-azure-openai-data-zones-and-latest-updates-from-azure-ai/?msockid=38ec3806873362243e122ce086486339)
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- [Explore Azure AI Foundry Models](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/foundry-models-overview)
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- [Azure AI Foundry feature availability across clouds regions](https://learn.microsoft.com/en-us/azure/ai-foundry/reference/region-support)
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</details>
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<details>
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<summary><b>Table of Contents</b> (Click to expand)</summary>
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- [Overview](#overview)
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- [Global Deployment](#global-deployment)
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- [Standard Deployment](#standard-deployment)
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- [Data Zone Deployment](#data-zone-deployment)
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- [How to View Deployment Options for a Model](#how-to-view-deployment-options-for-a-model)
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</details>
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## Overview
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> When you're deciding between deployment types, there are several important factors you should consider:

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