cleanup unused resources

Author: Kanchan-Microsoft

README.md

@@ -115,8 +115,7 @@ either by deleting the resource group in the Portal or running `azd down`.
 | [Azure Storage Account](https://learn.microsoft.com/en-us/azure/storage/common/storage-account-overview) | Stores transcripts, intermediate outputs, and application assets. | Standard LRS; usage-based cost by storage/operations. | [Pricing](https://azure.microsoft.com/pricing/details/storage/blobs/) |
 
 | [Azure AI Services (OpenAI)](https://learn.microsoft.com/en-us/azure/cognitive-services/openai/overview) | Enables language understanding, summarization, entity extraction, and chat capabilities using GPT models. | S0 Tier; pricing depends on token volume and model used (e.g., GPT-4o-mini). | [Pricing](https://azure.microsoft.com/pricing/details/cognitive-services/) |
-| [Azure Container Apps](https://learn.microsoft.com/en-us/azure/container-apps/overview) | Hosts microservices and APIs powering the front-end and backend orchestration. | Consumption plan with 0.5 vCPU, 1GiB memory; includes a free usage tier. | [Pricing](https://azure.microsoft.com/pricing/details/container-apps/) |
-| [Azure Container Registry](https://learn.microsoft.com/en-us/azure/container-registry/container-registry-intro) | Stores and serves container images used by Azure Container Apps. | Basic Tier; fixed daily cost per registry. | [Pricing](https://azure.microsoft.com/pricing/details/container-registry/) |
+| [Azure App Service](https://learn.microsoft.com/en-us/azure/app-service/overview) | Hosts the front-end web application and backend API as Linux container apps. | Basic B3 (non-WAF) or Premium P1v3 (WAF); fixed cost based on plan tier. | [Pricing](https://azure.microsoft.com/pricing/details/app-service/linux/) |
 | [Azure Monitor / Log Analytics](https://learn.microsoft.com/en-us/azure/azure-monitor/logs/log-analytics-overview) | Collects and analyzes telemetry and logs from services and containers. | Pay-as-you-go; charges based on data ingestion volume. | [Pricing](https://azure.microsoft.com/pricing/details/monitor/) |
 | [Azure SQL Database](https://learn.microsoft.com/en-us/azure/azure-sql/database/sql-database-paas-overview) | Stores structured data including insights, metadata, and indexed results. | General Purpose Tier; can be provisioned or serverless. Fixed cost if provisioned. | [Pricing](https://azure.microsoft.com/pricing/details/azure-sql-database/single/) |
 | [Azure Cosmos DB](https://learn.microsoft.com/en-us/azure/cosmos-db/introduction) | Used for fast, globally distributed NoSQL data storage for chat history and vector metadata. | Autoscale or provisioned throughput; fixed minimum cost if provisioned. | [Pricing](https://azure.microsoft.com/en-us/pricing/details/cosmos-db/autoscale-provisioned/) |
@@ -189,7 +188,7 @@ To maintain strong security practices, it is recommended that GitHub repositorie
 Additional security considerations include:
 
 - Enabling [Microsoft Defender for Cloud](https://learn.microsoft.com/en-us/azure/defender-for-cloud) to monitor and secure Azure resources.
-- Using [Virtual Networks](https://learn.microsoft.com/en-us/azure/container-apps/networking?tabs=workload-profiles-env%2Cazure-cli) or [firewall rules](https://learn.microsoft.com/en-us/azure/container-apps/waf-app-gateway) to protect Azure Container Apps from unauthorized access.
+- Using [Virtual Networks](https://learn.microsoft.com/en-us/azure/app-service/overview-vnet-integration) or [access restrictions](https://learn.microsoft.com/en-us/azure/app-service/app-service-ip-restrictions) to protect Azure App Service from unauthorized access.
 
 <br/>
 

documents/DeploymentGuide.md

@@ -53,8 +53,7 @@ Ensure you have access to an [Azure subscription](https://azure.microsoft.com/fr
 - [Foundry IQ](https://learn.microsoft.com/en-us/azure/search/search-what-is-azure-search)
 - [Azure SQL Database](https://learn.microsoft.com/en-us/azure/azure-sql/database/sql-database-paas-overview)
 - [Azure Cosmos DB](https://learn.microsoft.com/en-us/azure/cosmos-db/introduction)
-- [Azure Container Apps](https://learn.microsoft.com/en-us/azure/container-apps/)
-- [Azure Container Registry](https://learn.microsoft.com/en-us/azure/container-registry/)
+- [Azure App Service](https://learn.microsoft.com/en-us/azure/app-service/overview)
 - [Embedding Deployment Capacity](https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/models#embedding-models)
 - [Azure Semantic Search](./AzureSemanticSearchRegion.md)
 
@@ -225,7 +224,7 @@ azd env set AZURE_ENV_VM_ADMIN_PASSWORD <your-password>
 <details>
 <summary><b>Configurable Parameters</b></summary>
 
-You can customize various deployment settings before running `azd up`, including Azure regions, AI model configurations (deployment type, version, capacity), container registry settings, and resource names.
+You can customize various deployment settings before running `azd up`, including Azure regions, AI model configurations (deployment type, version, capacity), and resource names.
 
 📖 **Complete Guide:** See [Parameter Customization Guide](./CustomizingAzdParameters.md) for the full list of available parameters and their usage.