diff --git a/0_Azure/0_AzureFundamentals/README.md b/0_Azure/0_AzureFundamentals/README.md
index 5f1d15075..51c9fa9d9 100644
--- a/0_Azure/0_AzureFundamentals/README.md
+++ b/0_Azure/0_AzureFundamentals/README.md
@@ -58,7 +58,7 @@ Last updated: 2025-07-17
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diff --git a/0_Azure/1_AzureData/0_DataStorage/0_azure_blob_to_snowflake_connection.md b/0_Azure/1_AzureData/0_DataStorage/0_azure_blob_to_snowflake_connection.md
index 031b3de85..bf9a83810 100644
--- a/0_Azure/1_AzureData/0_DataStorage/0_azure_blob_to_snowflake_connection.md
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diff --git a/0_Azure/1_AzureData/0_DataStorage/1_mvSharePoint_toAzStorage.md b/0_Azure/1_AzureData/0_DataStorage/1_mvSharePoint_toAzStorage.md
index ff99ab13b..a9ab8495d 100644
--- a/0_Azure/1_AzureData/0_DataStorage/1_mvSharePoint_toAzStorage.md
+++ b/0_Azure/1_AzureData/0_DataStorage/1_mvSharePoint_toAzStorage.md
@@ -120,7 +120,7 @@ Testing and Automation:
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diff --git a/0_Azure/1_AzureData/0_DataStorage/README.md b/0_Azure/1_AzureData/0_DataStorage/README.md
index aab7d29d0..8fc21fc4e 100644
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diff --git a/0_Azure/1_AzureData/1_Databases/README.md b/0_Azure/1_AzureData/1_Databases/README.md
index fcc9fff7e..af5223047 100644
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@@ -69,7 +69,7 @@ graph LR
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diff --git a/0_Azure/1_AzureData/1_Databases/demos/0_mongodb-paas-to-azure-migration-guide.md b/0_Azure/1_AzureData/1_Databases/demos/0_mongodb-paas-to-azure-migration-guide.md
index 5a7d9d16b..6eb06d961 100644
--- a/0_Azure/1_AzureData/1_Databases/demos/0_mongodb-paas-to-azure-migration-guide.md
+++ b/0_Azure/1_AzureData/1_Databases/demos/0_mongodb-paas-to-azure-migration-guide.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
----------
@@ -128,7 +128,9 @@ For a more streamlined process, consider using Azure Database Migration Service
- [Migrate to vCore-based Azure Cosmos DB for MongoDB](https://learn.microsoft.com/en-us/training/modules/migrate-vcore-based-azure-cosmos-db-mongodb/): This module helps you plan and assess the readiness of a migration from MongoDB to vCore-based Azure Cosmos DB for MongoDB, using tools like Azure Data Studio and Azure Database Migration Service.
- [Tutorial: Migrate MongoDB online to Azure Cosmos DB using Azure Database Migration Service](https://learn.microsoft.com/en-us/azure/dms/tutorial-mongodb-cosmos-db-online): This tutorial demonstrates the steps to migrate MongoDB data to Azure Cosmos DB using Azure Database Migration Service.
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diff --git a/0_Azure/1_AzureData/1_Databases/demos/10_SQLonPremMigrationOptionsSharepoint.md b/0_Azure/1_AzureData/1_Databases/demos/10_SQLonPremMigrationOptionsSharepoint.md
index 6d562870c..1a459fb48 100644
--- a/0_Azure/1_AzureData/1_Databases/demos/10_SQLonPremMigrationOptionsSharepoint.md
+++ b/0_Azure/1_AzureData/1_Databases/demos/10_SQLonPremMigrationOptionsSharepoint.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-04-23
+Last updated: 2025-07-17
----------
@@ -255,7 +255,9 @@ Last updated: 2025-04-23
| **SQL Server on Azure Virtual Machines (IaaS)** | Provides full control over the SQL Server instance. | - Supports linked servers and all SQL Server features.
- Suitable for applications requiring OS-level access.
- Full control over the database and OS. | Use custom APIs or Azure Logic Apps for integration with SharePoint Online. |
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diff --git a/0_Azure/1_AzureData/1_Databases/demos/1_azureCosmosDBPartitionMerge.md b/0_Azure/1_AzureData/1_Databases/demos/1_azureCosmosDBPartitionMerge.md
index 402c492b8..d67b2671f 100644
--- a/0_Azure/1_AzureData/1_Databases/demos/1_azureCosmosDBPartitionMerge.md
+++ b/0_Azure/1_AzureData/1_Databases/demos/1_azureCosmosDBPartitionMerge.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
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@@ -225,7 +225,9 @@ Workaround - Create a New Account with Periodic Backups:
| **Cost Implications** | Additional costs incurred during setup and migration. | Estimate costs beforehand and ensure benefits outweigh expenses. Optimize new account configuration to avoid unnecessary costs. |
| **Complexity and Resource Requirements** | Complexity and resource-intensive nature of the migration process. | Allocate sufficient resources and time for migration. Engage experts or use professional services if needed. |
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diff --git a/0_Azure/1_AzureData/1_Databases/demos/2_SQLMgmTools.md b/0_Azure/1_AzureData/1_Databases/demos/2_SQLMgmTools.md
index 0ada54238..3ba7986e7 100644
--- a/0_Azure/1_AzureData/1_Databases/demos/2_SQLMgmTools.md
+++ b/0_Azure/1_AzureData/1_Databases/demos/2_SQLMgmTools.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
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@@ -138,7 +138,9 @@ Last updated: 2024-11-19
- Use Azure Data Studio or SSMS to connect to your managed instance.
- Perform database management tasks as needed.
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diff --git a/0_Azure/1_AzureData/1_Databases/demos/3_ArcSQLServerOverview.md b/0_Azure/1_AzureData/1_Databases/demos/3_ArcSQLServerOverview.md
index 6696e2679..b43a9fad7 100644
--- a/0_Azure/1_AzureData/1_Databases/demos/3_ArcSQLServerOverview.md
+++ b/0_Azure/1_AzureData/1_Databases/demos/3_ArcSQLServerOverview.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-12-24
+Last updated: 2025-07-17
----------
@@ -72,7 +72,9 @@ Last updated: 2024-12-24
| **Best Practices Assessment** | Optimize the configuration of SQL Server instances for performance and security with best practices assessments offering specific recommendations. |
| **Connectivity Modes** | Supports both directly connected and indirectly connected modes, benefiting from most services even with intermittent or no internet connectivity. |
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index 448ecfbe3..3f145a02b 100644
--- a/0_Azure/1_AzureData/1_Databases/demos/4_Arc-SQL_Copilot.md
+++ b/0_Azure/1_AzureData/1_Databases/demos/4_Arc-SQL_Copilot.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
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@@ -28,7 +28,9 @@ Last updated: 2024-11-19
| **Azure Arch Copilot** | Primarily assists with architectural design and management within the Azure ecosystem. | Helps in designing, optimizing, and managing cloud architectures. Provides recommendations for best practices, cost optimization, and security enhancements. | Ideal for cloud architects and IT professionals who need to design and manage complex cloud infrastructures. |
| **SQL Copilot** | Specifically tailored for database management and operations within Azure SQL Database. | Converts natural language queries into SQL, assists with database administration tasks, and provides insights into database performance and health. | Beneficial for database administrators and developers who need to interact with and manage SQL databases more efficiently. |
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diff --git a/0_Azure/1_AzureData/1_Databases/demos/5_ArcSQLHowtoSetup.md b/0_Azure/1_AzureData/1_Databases/demos/5_ArcSQLHowtoSetup.md
index fb834b1b7..8d07ee5bc 100644
--- a/0_Azure/1_AzureData/1_Databases/demos/5_ArcSQLHowtoSetup.md
+++ b/0_Azure/1_AzureData/1_Databases/demos/5_ArcSQLHowtoSetup.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-12-24
+Last updated: 2025-07-17
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@@ -426,7 +426,9 @@ Azure Sentinel: Enhance security by using Azure Sentinel for SIEM (security info
- [Implement Azure Arc-enabled SQL Managed Instance in your hybrid environment](https://learn.microsoft.com/en-us/training/paths/get-started-azure-arc-sql-managed-instance/)
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index 1f9b5ccc8..dfa248c1b 100644
--- a/0_Azure/1_AzureData/1_Databases/demos/6_SQLdbOverview.md
+++ b/0_Azure/1_AzureData/1_Databases/demos/6_SQLdbOverview.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-12-24
+Last updated: 2025-07-17
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@@ -142,7 +142,9 @@ Last updated: 2024-12-24
- Implement backup and disaster recovery strategies.
- Monitor performance and set up alerts for any issues.
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diff --git a/0_Azure/1_AzureData/1_Databases/demos/7_SQLdbComputeStorageTiers.md b/0_Azure/1_AzureData/1_Databases/demos/7_SQLdbComputeStorageTiers.md
index d708e608c..7c7ee3035 100644
--- a/0_Azure/1_AzureData/1_Databases/demos/7_SQLdbComputeStorageTiers.md
+++ b/0_Azure/1_AzureData/1_Databases/demos/7_SQLdbComputeStorageTiers.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-12-24
+Last updated: 2025-07-17
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@@ -194,7 +194,9 @@ Last updated: 2024-12-24
- Navigate to your SQL Database in the Azure portal.
- Under `Settings`, select `Backups` to view and manage your backup configuration.
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diff --git a/0_Azure/1_AzureData/1_Databases/demos/9_MySQL_BU_DR.md b/0_Azure/1_AzureData/1_Databases/demos/9_MySQL_BU_DR.md
index ee54fbf8b..08d3c73a5 100644
--- a/0_Azure/1_AzureData/1_Databases/demos/9_MySQL_BU_DR.md
+++ b/0_Azure/1_AzureData/1_Databases/demos/9_MySQL_BU_DR.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-03-17
+Last updated: 2025-07-17
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@@ -175,7 +175,9 @@ https://github.com/user-attachments/assets/1c6efd8a-987a-46ac-a81d-6d4ae74b07fd
[From Microsoft Official documentation](https://learn.microsoft.com/en-us/azure/mysql/flexible-server/concepts-high-availability)
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diff --git a/0_Azure/1_AzureData/README.md b/0_Azure/1_AzureData/README.md
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--- a/0_Azure/1_AzureData/README.md
+++ b/0_Azure/1_AzureData/README.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-02-13
+Last updated: 2025-07-17
----------
@@ -50,7 +50,9 @@ Comparative analysis of various types of DataFrames. Each type of DataFrame has
| **Language Support** | Python | Python, Scala, Java, R | Python | Python, Scala, Java, R | Python |
| **Azure Products** | Azure Synapse Analytics, Azure Machine Learning, Azure Databricks, Azure Blob Storage, Azure Data Lake Storage | Azure Databricks, Azure Synapse Analytics, Azure HDInsight, Azure Data Explorer | Azure Machine Learning | Azure Databricks | Azure Machine Learning, Azure Open Datasets |
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/README.md b/0_Azure/2_AzureAnalytics/0_Fabric/README.md
index c328d5d1a..80c89395b 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/README.md
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@@ -51,7 +51,7 @@ Microsoft Fabric is an end-to-end analytics and data platform designed for enter
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/_Connections/0_HDIPlatform.md b/0_Azure/2_AzureAnalytics/0_Fabric/_Connections/0_HDIPlatform.md
index a438cbe72..fbef5d1a8 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/_Connections/0_HDIPlatform.md
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--- a/0_Azure/2_AzureAnalytics/0_Fabric/_Connections/1_OracleDB.md
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/_Connections/2_OnPremHIPAAFabric.md b/0_Azure/2_AzureAnalytics/0_Fabric/_Connections/2_OnPremHIPAAFabric.md
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--- a/0_Azure/2_AzureAnalytics/0_Fabric/_Connections/2_OnPremHIPAAFabric.md
+++ b/0_Azure/2_AzureAnalytics/0_Fabric/_Connections/2_OnPremHIPAAFabric.md
@@ -83,7 +83,7 @@ There are a few methods to connect on-premises data to Microsoft Fabric:
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--- a/0_Azure/2_AzureAnalytics/0_Fabric/_Connections/3_OracleHDI.md
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/_Connections/4_MySQL_Fabric.md b/0_Azure/2_AzureAnalytics/0_Fabric/_Connections/4_MySQL_Fabric.md
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--- a/0_Azure/2_AzureAnalytics/0_Fabric/_Connections/4_MySQL_Fabric.md
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/_Connections/5_OnPremMySQL.md b/0_Azure/2_AzureAnalytics/0_Fabric/_Connections/5_OnPremMySQL.md
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--- a/0_Azure/2_AzureAnalytics/0_Fabric/_Connections/5_OnPremMySQL.md
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/_Connections/README.md b/0_Azure/2_AzureAnalytics/0_Fabric/_Connections/README.md
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/0_FabricSnowflakeIntegration/0_FabricPbiADFSnowflake-Integration.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/0_FabricSnowflakeIntegration/0_FabricPbiADFSnowflake-Integration.md
index d127bc0d8..897ce85b6 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/0_FabricSnowflakeIntegration/0_FabricPbiADFSnowflake-Integration.md
+++ b/0_Azure/2_AzureAnalytics/0_Fabric/demos/0_FabricSnowflakeIntegration/0_FabricPbiADFSnowflake-Integration.md
@@ -220,7 +220,7 @@ Here are some key points and new features you can highlight:
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--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/0_FabricSnowflakeIntegration/README.md
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@@ -180,7 +180,7 @@ Here are some key features:
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index 10ee52f4e..ee301272d 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/10_SQLMirroring.md
+++ b/0_Azure/2_AzureAnalytics/0_Fabric/demos/10_SQLMirroring.md
@@ -46,7 +46,7 @@ If you need near real-time data from SQLDB and your SQL Server is in a private n
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/11_PBi_IncreRefresh.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/11_PBi_IncreRefresh.md
index 30ef9c20a..7214121bc 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/11_PBi_IncreRefresh.md
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/12_FabricReservation.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/12_FabricReservation.md
index 52837d47c..144b1c27a 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/12_FabricReservation.md
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@@ -175,7 +175,7 @@ Overall process:
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/13_FabricAI_LLMs/README.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/13_FabricAI_LLMs/README.md
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--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/13_FabricAI_LLMs/README.md
+++ b/0_Azure/2_AzureAnalytics/0_Fabric/demos/13_FabricAI_LLMs/README.md
@@ -440,7 +440,7 @@ Make sure to replace `"your_openai_api_key"`, `"https://your_openai_api_base/"`,
-

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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/14_PbiManageAccess/0_PBi-wsApp.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/14_PbiManageAccess/0_PBi-wsApp.md
index f40c99019..6db6acaa9 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/14_PbiManageAccess/0_PBi-wsApp.md
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+++ b/0_Azure/2_AzureAnalytics/0_Fabric/demos/14_PbiManageAccess/1_PBi-view.md
@@ -135,7 +135,7 @@ Click here for [Microsoft Fabric: Power Bi Workspace App - Overview](https://git
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--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/14_PbiManageAccess/README.md
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@@ -83,7 +83,7 @@ Consuming Reports:
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--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/15_FabricMedallionArch/README.md
+++ b/0_Azure/2_AzureAnalytics/0_Fabric/demos/15_FabricMedallionArch/README.md
@@ -279,7 +279,7 @@ Implementing a medallion architecture provides several benefits:
-

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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/15_FabricMedallionArch/docs/README.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/15_FabricMedallionArch/docs/README.md
index a3064bcee..ccbe28e4a 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/15_FabricMedallionArch/docs/README.md
+++ b/0_Azure/2_AzureAnalytics/0_Fabric/demos/15_FabricMedallionArch/docs/README.md
@@ -5,10 +5,17 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-10-25
+Last updated: 2025-07-17
------------------------------------------
> You can use the [drawio template](https://github.com/brown9804/MicrosoftCloudEssentialsHub/blob/main/0_Azure/2_AzureAnalytics/0_Fabric/demos/15_FabricMedallionArch/docs/FabricMedallionArch.drawio) as guidance to create your solution diagram.
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/16_CD_LakehouseSchema/README.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/16_CD_LakehouseSchema/README.md
index b3a8ef9e3..5071d7cc5 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/16_CD_LakehouseSchema/README.md
+++ b/0_Azure/2_AzureAnalytics/0_Fabric/demos/16_CD_LakehouseSchema/README.md
@@ -179,7 +179,7 @@ Steps to Set Up Incremental Refresh:
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/16_CD_LakehouseSchema/samples/README.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/16_CD_LakehouseSchema/samples/README.md
index f5f57f9fc..b0755e1e2 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/16_CD_LakehouseSchema/samples/README.md
+++ b/0_Azure/2_AzureAnalytics/0_Fabric/demos/16_CD_LakehouseSchema/samples/README.md
@@ -14,7 +14,7 @@ Last updated: 2025-07-17
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/17_Overview.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/17_Overview.md
index 35347593e..3cb7677e9 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/17_Overview.md
+++ b/0_Azure/2_AzureAnalytics/0_Fabric/demos/17_Overview.md
@@ -362,7 +362,7 @@ Click [here](https://github.com/brown9804/MicrosoftCloudEssentialsHub/blob/main/
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/18_PBiCloudConnecGateways.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/18_PBiCloudConnecGateways.md
index 2ca4d90f6..5e43796d9 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/18_PBiCloudConnecGateways.md
+++ b/0_Azure/2_AzureAnalytics/0_Fabric/demos/18_PBiCloudConnecGateways.md
@@ -243,7 +243,7 @@ Steps to Restrict Access for On-Premises Data Gateways:
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/19_FabricConfigs.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/19_FabricConfigs.md
index 65dc4bc9e..c41ea60dc 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/19_FabricConfigs.md
+++ b/0_Azure/2_AzureAnalytics/0_Fabric/demos/19_FabricConfigs.md
@@ -121,7 +121,7 @@ This section allows administrators to view embed codes that have been created by
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/1_ApacheSparkOverview/README.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/1_ApacheSparkOverview/README.md
index 996b85f20..6e754ebf0 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/1_ApacheSparkOverview/README.md
+++ b/0_Azure/2_AzureAnalytics/0_Fabric/demos/1_ApacheSparkOverview/README.md
@@ -26,7 +26,7 @@ This collection of demos showcasing the powerful capabilities of Apache Spark wi
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/20_FabricCapacityMetrics.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/20_FabricCapacityMetrics.md
index c6ed7749c..95e33db45 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/20_FabricCapacityMetrics.md
+++ b/0_Azure/2_AzureAnalytics/0_Fabric/demos/20_FabricCapacityMetrics.md
@@ -301,7 +301,7 @@ Steps to Access Microsoft Purview via Audit Logs:
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/21_FabricPreventCapacitySpikes.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/21_FabricPreventCapacitySpikes.md
index ec788e4c8..700f842e0 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/21_FabricPreventCapacitySpikes.md
+++ b/0_Azure/2_AzureAnalytics/0_Fabric/demos/21_FabricPreventCapacitySpikes.md
@@ -159,7 +159,7 @@ Find below an example of the email format:
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/22_ADFBestPractices.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/22_ADFBestPractices.md
index 87f7be919..81f16fbc9 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/22_ADFBestPractices.md
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/23_GithubFabric.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/23_GithubFabric.md
index 07cfd413f..edaca15f0 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/23_GithubFabric.md
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/24_FabricTenantMigration.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/24_FabricTenantMigration.md
index 96b9d6b09..99c9f7477 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/24_FabricTenantMigration.md
+++ b/0_Azure/2_AzureAnalytics/0_Fabric/demos/24_FabricTenantMigration.md
@@ -139,7 +139,7 @@ The hybrid approach involves a phased migration plan that combines elements of c
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/25_FabricDataVirtualization/README.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/25_FabricDataVirtualization/README.md
index 9936ccbe8..1c7e4376f 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/25_FabricDataVirtualization/README.md
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/26_ParsingXMLfilesPQuery/README.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/26_ParsingXMLfilesPQuery/README.md
index 87cc8784d..b2d8ab5bf 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/26_ParsingXMLfilesPQuery/README.md
+++ b/0_Azure/2_AzureAnalytics/0_Fabric/demos/26_ParsingXMLfilesPQuery/README.md
@@ -175,7 +175,7 @@ Click here to go to source of the [example of how you might configure the XML pa
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/27_PbiRestAPI.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/27_PbiRestAPI.md
index 2bac50fc2..e54d99b5f 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/27_PbiRestAPI.md
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@@ -141,7 +141,7 @@ print(response)
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/28_MirroringERPperfAnalysis.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/28_MirroringERPperfAnalysis.md
index 10aff4773..b1551a575 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/28_MirroringERPperfAnalysis.md
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@@ -264,7 +264,7 @@ mindmap
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/29_ADF_MonitorChanges.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/29_ADF_MonitorChanges.md
index 25fd0f794..a1a44d828 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/29_ADF_MonitorChanges.md
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/2_FabricAISkills.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/2_FabricAISkills.md
index 65b0fa432..66c3c65d6 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/2_FabricAISkills.md
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/30_DynamicPipeline_nbkparametersADF.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/30_DynamicPipeline_nbkparametersADF.md
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/31_FabricActivatorRulePipeline/README.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/31_FabricActivatorRulePipeline/README.md
index 809f777a6..a12c0e89e 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/31_FabricActivatorRulePipeline/README.md
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/32_FabricPurview.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/32_FabricPurview.md
index 1c14b955c..94ba5a531 100644
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/33_PowerBi_Licensing.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/33_PowerBi_Licensing.md
index be39c1ba1..915c0c4a9 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/33_PowerBi_Licensing.md
+++ b/0_Azure/2_AzureAnalytics/0_Fabric/demos/33_PowerBi_Licensing.md
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index f3ab35bf9..987c5946a 100644
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/35_MigrateTrial-FabricCapacity.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/35_MigrateTrial-FabricCapacity.md
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index da17a1b27..b1cb35c14 100644
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/38_Multi-GeoTenantCapacity.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/38_Multi-GeoTenantCapacity.md
index 1ad01dd86..a70fe8d9f 100644
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/39_Domo2Fabric.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/39_Domo2Fabric.md
index 2ffcc5510..8c7a8f6c7 100644
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/4_SQLDataRefreshwithADF.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/4_SQLDataRefreshwithADF.md
index 7dc97f272..469fa91d5 100644
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/5_Tableau2Fabric.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/5_Tableau2Fabric.md
index 969a781d0..fd2c6ab24 100644
--- a/0_Azure/2_AzureAnalytics/0_Fabric/demos/5_Tableau2Fabric.md
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index ef7cf0102..809b9021e 100644
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/9_Fabric_bySKU/0_DataInfEstimations.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/9_Fabric_bySKU/0_DataInfEstimations.md
index 4a2d54177..ecd7a9008 100644
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/9_Fabric_bySKU/1_Draft-Fabric-SKU-estimator.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/9_Fabric_bySKU/1_Draft-Fabric-SKU-estimator.md
index 9780f8fdb..2ecef59e6 100644
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diff --git a/0_Azure/2_AzureAnalytics/0_Fabric/demos/9_Fabric_bySKU/README.md b/0_Azure/2_AzureAnalytics/0_Fabric/demos/9_Fabric_bySKU/README.md
index 4d2716231..96ac8480e 100644
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@@ -82,7 +82,7 @@ This flexibility allows you to optimize your Microsoft Fabric costs based on you
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index 6de9a51f8..46c49ca86 100644
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index a1f7eb3e3..8d6ca4564 100644
--- a/0_Azure/2_AzureAnalytics/1_SynapseAnalytics/README.md
+++ b/0_Azure/2_AzureAnalytics/1_SynapseAnalytics/README.md
@@ -272,7 +272,7 @@ graph LR
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diff --git a/0_Azure/2_AzureAnalytics/1_SynapseAnalytics/demos/0_upgrade_spark_version_az_synapse.md b/0_Azure/2_AzureAnalytics/1_SynapseAnalytics/demos/0_upgrade_spark_version_az_synapse.md
index fe1f4242d..6c0714c41 100644
--- a/0_Azure/2_AzureAnalytics/1_SynapseAnalytics/demos/0_upgrade_spark_version_az_synapse.md
+++ b/0_Azure/2_AzureAnalytics/1_SynapseAnalytics/demos/0_upgrade_spark_version_az_synapse.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-01-13
+Last updated: 2025-07-17
----------
@@ -162,7 +162,9 @@ Last updated: 2025-01-13
az synapse spark pool update --resource-group --workspace-name --name --spark-version
```
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diff --git a/0_Azure/2_AzureAnalytics/1_SynapseAnalytics/demos/1_cost_breakdown_az_synapse.md b/0_Azure/2_AzureAnalytics/1_SynapseAnalytics/demos/1_cost_breakdown_az_synapse.md
index fb23d071c..331d99ac2 100644
--- a/0_Azure/2_AzureAnalytics/1_SynapseAnalytics/demos/1_cost_breakdown_az_synapse.md
+++ b/0_Azure/2_AzureAnalytics/1_SynapseAnalytics/demos/1_cost_breakdown_az_synapse.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-01-13
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@@ -52,7 +52,9 @@ In `Cost Management + Billing`, you can set budgets and alerts to monitor your s
| **Synapse Link** | Data movement and query processing | Charged based on the amount of data moved and the queries processed. | A service for real-time data integration and analytics across operational and analytical stores. |
| **Monitoring and Management** | Number of monitoring and management operations | Costs are based on the number of operations performed for monitoring and managing the Synapse environment. | Tools and services for monitoring and managing the Synapse environment. |
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diff --git a/0_Azure/2_AzureAnalytics/2_EventHubs/README.md b/0_Azure/2_AzureAnalytics/2_EventHubs/README.md
index c35e0d268..301dc97ee 100644
--- a/0_Azure/2_AzureAnalytics/2_EventHubs/README.md
+++ b/0_Azure/2_AzureAnalytics/2_EventHubs/README.md
@@ -150,7 +150,7 @@ Last updated: 2025-07-17
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diff --git a/0_Azure/2_AzureAnalytics/2_EventHubs/demos/0_EventHubs_MDR.md b/0_Azure/2_AzureAnalytics/2_EventHubs/demos/0_EventHubs_MDR.md
index 882850ecb..4a8bec6dd 100644
--- a/0_Azure/2_AzureAnalytics/2_EventHubs/demos/0_EventHubs_MDR.md
+++ b/0_Azure/2_AzureAnalytics/2_EventHubs/demos/0_EventHubs_MDR.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
----------
@@ -209,7 +209,9 @@ Key benefits:
1. **Set Up Integration**: Follow the specific instructions provided by your MDR solution to integrate with Azure Log Analytics. This often involves setting up API connections or using built-in connectors.
2. **Configure Alerts and Actions**: Set up alerts and automated actions within your MDR solution to respond to specific log events.
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diff --git a/0_Azure/2_AzureAnalytics/2_EventHubs/demos/1_SizeDefenderAdvancedHuntingAdd-onforSplunk.md b/0_Azure/2_AzureAnalytics/2_EventHubs/demos/1_SizeDefenderAdvancedHuntingAdd-onforSplunk.md
index 0d7ce0b76..ad58057c8 100644
--- a/0_Azure/2_AzureAnalytics/2_EventHubs/demos/1_SizeDefenderAdvancedHuntingAdd-onforSplunk.md
+++ b/0_Azure/2_AzureAnalytics/2_EventHubs/demos/1_SizeDefenderAdvancedHuntingAdd-onforSplunk.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-03-25
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----------
@@ -545,8 +545,10 @@ $$
+
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diff --git a/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/0_ADLS/README.md b/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/0_ADLS/README.md
index dc5d865c5..f1a0c076b 100644
--- a/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/0_ADLS/README.md
+++ b/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/0_ADLS/README.md
@@ -5,14 +5,16 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-02-13
+Last updated: 2025-07-17
----------
+
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+
```mermaid
graph TD
diff --git a/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/1_Synapse/README.md b/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/1_Synapse/README.md
index 8c1109521..af1224622 100644
--- a/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/1_Synapse/README.md
+++ b/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/1_Synapse/README.md
@@ -5,14 +5,16 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-02-13
+Last updated: 2025-07-17
----------
+
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+
```mermaid
diff --git a/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/2_PowerBI/README.md b/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/2_PowerBI/README.md
index dd0ad866e..986b5c764 100644
--- a/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/2_PowerBI/README.md
+++ b/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/2_PowerBI/README.md
@@ -5,14 +5,16 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-02-13
+Last updated: 2025-07-17
----------
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+
> By integrating Azure Databricks with Power BI, you can harness Databricks' robust data processing capabilities alongside Power BI's dynamic visualization tools. Find below some guide:
diff --git a/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/3_CosmosDB/README.md b/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/3_CosmosDB/README.md
index 9f67563e9..2cd876700 100644
--- a/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/3_CosmosDB/README.md
+++ b/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/3_CosmosDB/README.md
@@ -5,14 +5,16 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-02-13
+Last updated: 2025-07-17
----------
+
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+
```mermaid
graph TD
diff --git a/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/4_DataFactory/README.md b/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/4_DataFactory/README.md
index aa22ece9b..d6cd94400 100644
--- a/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/4_DataFactory/README.md
+++ b/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/4_DataFactory/README.md
@@ -5,14 +5,16 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-02-13
+Last updated: 2025-07-17
----------
+
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+
```mermaid
graph TD
diff --git a/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/5_EventHubs/README.md b/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/5_EventHubs/README.md
index d19965468..92f108a2c 100644
--- a/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/5_EventHubs/README.md
+++ b/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/5_EventHubs/README.md
@@ -5,14 +5,16 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-02-13
+Last updated: 2025-07-17
----------
+
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+

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+
```mermaid
graph TD
diff --git a/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/6_AzureML/README.md b/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/6_AzureML/README.md
index f0ca1cd2d..be828dc66 100644
--- a/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/6_AzureML/README.md
+++ b/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/6_AzureML/README.md
@@ -5,14 +5,16 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-02-13
+Last updated: 2025-07-17
----------
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+
1. Set Up Azure Databricks
- **Create a Databricks Workspace**: Go to the Azure portal and create a new Databricks workspace.
diff --git a/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/7_SQL-DBs/README.md b/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/7_SQL-DBs/README.md
index 22c2bcd14..8cfae5c62 100644
--- a/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/7_SQL-DBs/README.md
+++ b/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/7_SQL-DBs/README.md
@@ -5,14 +5,16 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-02-13
+Last updated: 2025-07-17
----------
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> You can connect to SQL databases using JDBC or SQL connectors. Here are the steps for both methods:
diff --git a/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/8_Fabric/README.md b/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/8_Fabric/README.md
index 96e582924..e8f58947b 100644
--- a/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/8_Fabric/README.md
+++ b/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/8_Fabric/README.md
@@ -5,14 +5,16 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-02-13
+Last updated: 2025-07-17
----------
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+
## Wiki
- [Using Azure Databricks with Microsoft Fabric and OneLake](https://blog.fabric.microsoft.com/en-us/blog/using-azure-databricks-with-microsoft-fabric-and-onelake?ft=All:)
diff --git a/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/README.md b/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/README.md
index 3f378db25..59d0a3dde 100644
--- a/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/README.md
+++ b/0_Azure/2_AzureAnalytics/3_Databricks/0_Connections/README.md
@@ -5,14 +5,16 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-02-13
+Last updated: 2025-07-17
----------
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## Wiki
diff --git a/0_Azure/2_AzureAnalytics/3_Databricks/1_demos/0_MedallionArch_Fabric+Databricks/README.md b/0_Azure/2_AzureAnalytics/3_Databricks/1_demos/0_MedallionArch_Fabric+Databricks/README.md
index a50c81c8a..36f916745 100644
--- a/0_Azure/2_AzureAnalytics/3_Databricks/1_demos/0_MedallionArch_Fabric+Databricks/README.md
+++ b/0_Azure/2_AzureAnalytics/3_Databricks/1_demos/0_MedallionArch_Fabric+Databricks/README.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-02-13
+Last updated: 2025-07-17
------------------------------------------
@@ -50,7 +50,9 @@ Last updated: 2025-02-13
- **APIs and Web Services**: REST APIs, SOAP services.
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diff --git a/0_Azure/2_AzureAnalytics/3_Databricks/1_demos/README.md b/0_Azure/2_AzureAnalytics/3_Databricks/1_demos/README.md
index 5f8acfad0..f9a240558 100644
--- a/0_Azure/2_AzureAnalytics/3_Databricks/1_demos/README.md
+++ b/0_Azure/2_AzureAnalytics/3_Databricks/1_demos/README.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-02-13
+Last updated: 2025-07-17
----------
@@ -25,7 +25,9 @@ Before you begin, ensure you have the following:
Follow the detailed instructions provided in each demo/showcase.
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diff --git a/0_Azure/2_AzureAnalytics/3_Databricks/README.md b/0_Azure/2_AzureAnalytics/3_Databricks/README.md
index 2ef1057d9..e6a4e7523 100644
--- a/0_Azure/2_AzureAnalytics/3_Databricks/README.md
+++ b/0_Azure/2_AzureAnalytics/3_Databricks/README.md
@@ -107,7 +107,7 @@ graph TD
-

+
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diff --git a/0_Azure/2_AzureAnalytics/README.md b/0_Azure/2_AzureAnalytics/README.md
index f094ffeab..4c433640e 100644
--- a/0_Azure/2_AzureAnalytics/README.md
+++ b/0_Azure/2_AzureAnalytics/README.md
@@ -30,7 +30,7 @@ Last updated: 2025-07-17
-

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diff --git a/0_Azure/3_AzureAI/0_AISearch/README.md b/0_Azure/3_AzureAI/0_AISearch/README.md
index 2c63783c0..41970b345 100644
--- a/0_Azure/3_AzureAI/0_AISearch/README.md
+++ b/0_Azure/3_AzureAI/0_AISearch/README.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
----------
@@ -421,7 +421,9 @@ graph TB
D -->|Presents results| E
```
+
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diff --git a/0_Azure/3_AzureAI/0_AISearch/demos/0_RAG_Overview.md b/0_Azure/3_AzureAI/0_AISearch/demos/0_RAG_Overview.md
index bab54c7f7..e772d08c8 100644
--- a/0_Azure/3_AzureAI/0_AISearch/demos/0_RAG_Overview.md
+++ b/0_Azure/3_AzureAI/0_AISearch/demos/0_RAG_Overview.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-28
+Last updated: 2025-07-17
----------
@@ -413,7 +413,9 @@ Here's how it works:
Click [here](https://github.com/brown9804/MicrosoftCloudEssentialsHub/tree/main/0_Azure/3_AzureAI/0_AISearch/demos/1_ZeroTrustRAG) for a quick guidance.
+
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diff --git a/0_Azure/3_AzureAI/0_AISearch/demos/1_ZeroTrustRAG/README.md b/0_Azure/3_AzureAI/0_AISearch/demos/1_ZeroTrustRAG/README.md
index bd265172a..a7c275562 100644
--- a/0_Azure/3_AzureAI/0_AISearch/demos/1_ZeroTrustRAG/README.md
+++ b/0_Azure/3_AzureAI/0_AISearch/demos/1_ZeroTrustRAG/README.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
----------
@@ -71,7 +71,9 @@ From [Microsoft Security](https://www.microsoft.com/en-us/security/business/zero

From [Zero Trust Architecture Deployment](https://github.com/Azure/GPT-RAG?tab=readme-ov-file#zero-trust-architecture-deployment)
+
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diff --git a/0_Azure/3_AzureAI/10_SpeechServices/README.md b/0_Azure/3_AzureAI/10_SpeechServices/README.md
index db8b76ba2..d26466099 100644
--- a/0_Azure/3_AzureAI/10_SpeechServices/README.md
+++ b/0_Azure/3_AzureAI/10_SpeechServices/README.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
----------
@@ -232,7 +232,9 @@ Azure Speech Services can be used in content creation, such as generating audio
>
> By leveraging Azure Speech Services, we can create a variety of audio content. This can enhance the accessibility and versatility of our content, allowing it to reach a wider audience and provide a better user experience.
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diff --git a/0_Azure/3_AzureAI/11_Translators/README.md b/0_Azure/3_AzureAI/11_Translators/README.md
index c9944c62a..42c050823 100644
--- a/0_Azure/3_AzureAI/11_Translators/README.md
+++ b/0_Azure/3_AzureAI/11_Translators/README.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
----------
@@ -225,7 +225,9 @@ Azure Translators can be used to make content more accessible for people with di
> ```
>
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diff --git a/0_Azure/3_AzureAI/12_IntelligRecommAccounts/README.md b/0_Azure/3_AzureAI/12_IntelligRecommAccounts/README.md
index dbdfc3601..0b64aaee2 100644
--- a/0_Azure/3_AzureAI/12_IntelligRecommAccounts/README.md
+++ b/0_Azure/3_AzureAI/12_IntelligRecommAccounts/README.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
----------
@@ -276,7 +276,9 @@ graph LR
end
```
+
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diff --git a/0_Azure/3_AzureAI/13_LanguageService/README.md b/0_Azure/3_AzureAI/13_LanguageService/README.md
index 6845ed704..539120615 100644
--- a/0_Azure/3_AzureAI/13_LanguageService/README.md
+++ b/0_Azure/3_AzureAI/13_LanguageService/README.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
----------
@@ -111,7 +111,9 @@ Last updated: 2024-11-19
| `TextTranslation` | Translates text between languages, enabling multilingual communication and content localization. |
| `WebLM` | Provides language models for web-based applications, enhancing natural language processing capabilities for web services. |
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diff --git a/0_Azure/3_AzureAI/13_LanguageService/demo/0_LanguageWPowerAutomate.md b/0_Azure/3_AzureAI/13_LanguageService/demo/0_LanguageWPowerAutomate.md
index 6c19a1eba..3ef9984cc 100644
--- a/0_Azure/3_AzureAI/13_LanguageService/demo/0_LanguageWPowerAutomate.md
+++ b/0_Azure/3_AzureAI/13_LanguageService/demo/0_LanguageWPowerAutomate.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
----------
@@ -126,7 +126,9 @@ Last updated: 2024-11-19
+
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\ No newline at end of file
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+ Refresh Date: 2025-07-17
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+
\ No newline at end of file
diff --git a/0_Azure/3_AzureAI/13_LanguageService/demo/1_LanguageModelsOverview.md b/0_Azure/3_AzureAI/13_LanguageService/demo/1_LanguageModelsOverview.md
index f128e8d7d..4db9c7592 100644
--- a/0_Azure/3_AzureAI/13_LanguageService/demo/1_LanguageModelsOverview.md
+++ b/0_Azure/3_AzureAI/13_LanguageService/demo/1_LanguageModelsOverview.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
----------
@@ -53,7 +53,9 @@ Last updated: 2024-11-19
4. **Training**: These models are trained on vast datasets but optimized to require less data and time for training compared to larger models.
5. **Accessibility**: SLMs make advanced AI capabilities more accessible and affordable, enabling broader adoption in various industries and everyday applications.
+
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diff --git a/0_Azure/3_AzureAI/14_AIUseCases.md b/0_Azure/3_AzureAI/14_AIUseCases.md
index 4d31a6475..57020193a 100644
--- a/0_Azure/3_AzureAI/14_AIUseCases.md
+++ b/0_Azure/3_AzureAI/14_AIUseCases.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-26
+Last updated: 2025-07-17
----------
@@ -17,7 +17,9 @@ Last updated: 2024-11-26
- [Automated PDF Invoice Processing using Function App + OpenFramework](https://github.com/MicrosoftCloudEssentials-LearningHub/PDF-Processing-Fapp-OpenFramework/): Using Azure Functions, Blob Storage, and Cosmos DB
- [Automated PDF Invoice Processing using Azure Storage + Document Intelligence + Cosmos DB](https://github.com/MicrosoftCloudEssentials-LearningHub/PDF-Processing-Fapp-DocIntelligence/tree/main): How to parse PDFs from an Azure Storage Account, process them using Azure Document Intelligence, and store the results in Cosmos DB.
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index 647831585..71ca2a277 100644
--- a/0_Azure/3_AzureAI/1_AIVideoIndexer/README.md
+++ b/0_Azure/3_AzureAI/1_AIVideoIndexer/README.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
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@@ -336,7 +336,9 @@ graph TD
G --> H
```
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diff --git a/0_Azure/3_AzureAI/2_AIContentSafety/README.md b/0_Azure/3_AzureAI/2_AIContentSafety/README.md
index fd7dbdf6e..295c1f165 100644
--- a/0_Azure/3_AzureAI/2_AIContentSafety/README.md
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@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
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D -->|Review| G[Moderator]
```
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diff --git a/0_Azure/3_AzureAI/3_BotServices/README.md b/0_Azure/3_AzureAI/3_BotServices/README.md
index c22f38eb9..5bfc9e1c9 100644
--- a/0_Azure/3_AzureAI/3_BotServices/README.md
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@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
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G --> H
```
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index 88c2f15e5..7b5cc8f46 100644
--- a/0_Azure/3_AzureAI/3_BotServices/demos/0_TeamsBotAccessToken.md
+++ b/0_Azure/3_AzureAI/3_BotServices/demos/0_TeamsBotAccessToken.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
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---------------
@@ -194,7 +194,9 @@ else:
pass
```
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index 10002efae..aa09d9d96 100644
--- a/0_Azure/3_AzureAI/3_BotServices/demos/1_Azure_Chatbot_Solutions_Guide.md
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@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
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@@ -56,7 +56,9 @@ Last updated: 2024-11-19
- [Develop your own custom copilots with Azure AI Studio](https://learn.microsoft.com/en-us/training/paths/create-custom-copilots-ai-studio/)
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index 2e00682c6..d930fc28a 100644
--- a/0_Azure/3_AzureAI/3_BotServices/demos/2_SemanticModelSharepoint.md
+++ b/0_Azure/3_AzureAI/3_BotServices/demos/2_SemanticModelSharepoint.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
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+Last updated: 2025-07-17
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@@ -154,7 +154,9 @@ Steps:
- Configure the flow with the necessary details and test it to ensure it works as expected.
- Save and activate the flow.
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diff --git a/0_Azure/3_AzureAI/4_ComputerVision/README.md b/0_Azure/3_AzureAI/4_ComputerVision/README.md
index 1fffee4f1..8f9e01278 100644
--- a/0_Azure/3_AzureAI/4_ComputerVision/README.md
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@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
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@@ -74,7 +74,9 @@ Here are some of the key features of the Azure AI Vision service:
- **Virtual Learning**: Enhance virtual learning experiences with visual aids.
- **Accessibility**: Help visually impaired students by describing visual content.
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--- a/0_Azure/3_AzureAI/5_CustomVision/README.md
+++ b/0_Azure/3_AzureAI/5_CustomVision/README.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
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@@ -54,7 +54,9 @@ Last updated: 2024-11-19
- **Vehicle Identification**: Azure Custom Vision can be used in toll booths or parking lots for automatic number plate recognition.
- **Traffic Management**: It can analyze drone or satellite images to monitor traffic conditions and detect accidents or roadblocks.
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diff --git a/0_Azure/3_AzureAI/6_DocumentIntelligences/README.md b/0_Azure/3_AzureAI/6_DocumentIntelligences/README.md
index ae884d7e4..c97d09fa0 100644
--- a/0_Azure/3_AzureAI/6_DocumentIntelligences/README.md
+++ b/0_Azure/3_AzureAI/6_DocumentIntelligences/README.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
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@@ -219,7 +219,9 @@ graph TD
G -->|Sent to| H[Customer or Customer Service Representative]
```
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index 28954cdd9..83cd03da3 100644
--- a/0_Azure/3_AzureAI/6_DocumentIntelligences/demos/0_QnADocBased.md
+++ b/0_Azure/3_AzureAI/6_DocumentIntelligences/demos/0_QnADocBased.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
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------------------------------------------
@@ -71,7 +71,9 @@ graph TD
5. **Response Generation**: The Azure Function uses the OpenAI model to generate a response based on the search results and extracted data.
6. **Reply**: The bot sends the response back to the user.
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--- a/0_Azure/3_AzureAI/7_FaceAPIs/README.md
+++ b/0_Azure/3_AzureAI/7_FaceAPIs/README.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
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G --> H[Output verification result]
```
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--- a/0_Azure/3_AzureAI/8_ImmersiveReaders/README.md
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@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
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C -->|5. Enhance - Optional| D
```
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diff --git a/0_Azure/3_AzureAI/9_AzureOpenAI/README.md b/0_Azure/3_AzureAI/9_AzureOpenAI/README.md
index d004b27e8..a95eb4b24 100644
--- a/0_Azure/3_AzureAI/9_AzureOpenAI/README.md
+++ b/0_Azure/3_AzureAI/9_AzureOpenAI/README.md
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index 40b58bed3..f167d1d7b 100644
--- a/0_Azure/3_AzureAI/9_AzureOpenAI/demos/0_ModelRetirementDates.md
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@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
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@@ -46,7 +46,9 @@ Last updated: 2024-11-19
| Upgrade When Expired | Deployments set to this option automatically update when the current version is retired. |
| No Auto Upgrade | Deployments set to this option stop working when the model is retired. |
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index 694ac570a..63a6c0f8c 100644
--- a/0_Azure/3_AzureAI/9_AzureOpenAI/demos/10_AssistantsPlayground.md
+++ b/0_Azure/3_AzureAI/9_AzureOpenAI/demos/10_AssistantsPlayground.md
@@ -3,7 +3,7 @@
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-03-03
+Last updated: 2025-07-17
------------------------------------------
@@ -66,7 +66,9 @@ Example:
- **Storage Limits**: The current limit for uploaded files is 100GB, but you can request an increase through Azure support if needed through Azure support channels.
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index 8eb3702fd..3bd2b2719 100644
--- a/0_Azure/3_AzureAI/9_AzureOpenAI/demos/11_ModelAvailability.md
+++ b/0_Azure/3_AzureAI/9_AzureOpenAI/demos/11_ModelAvailability.md
@@ -3,7 +3,7 @@
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-03-03
+Last updated: 2025-07-17
------------------------------------------
@@ -159,7 +159,9 @@ https://github.com/user-attachments/assets/341dfc6a-a996-40a5-9f73-96adafe2f92b
https://github.com/user-attachments/assets/b42e4446-73ef-46fe-b84c-246b2636b391
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index 845921d59..5bb2a8952 100644
--- a/0_Azure/3_AzureAI/9_AzureOpenAI/demos/1_OptimizingChatbotEfficiency.md
+++ b/0_Azure/3_AzureAI/9_AzureOpenAI/demos/1_OptimizingChatbotEfficiency.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
----------
@@ -207,7 +207,9 @@ store_context(user_id, new_context)
- [Strategies for Optimizing High-Volume Token Usage with Azure OpenAI](https://techcommunity.microsoft.com/t5/fasttrack-for-azure/strategies-for-optimizing-high-volume-token-usage-with-azure/ba-p/4007751)
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index 05f3e3b9a..0e94cadf1 100644
--- a/0_Azure/3_AzureAI/9_AzureOpenAI/demos/2_ModelsDeploymentOverview.md
+++ b/0_Azure/3_AzureAI/9_AzureOpenAI/demos/2_ModelsDeploymentOverview.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
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@@ -104,7 +104,9 @@ response = openai.Completion.create(
print(response.choices[0].text)
```
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diff --git a/0_Azure/3_AzureAI/9_AzureOpenAI/demos/3_QuotaLimitsDeployments.md b/0_Azure/3_AzureAI/9_AzureOpenAI/demos/3_QuotaLimitsDeployments.md
index 32d2a71d8..8f94b86e9 100644
--- a/0_Azure/3_AzureAI/9_AzureOpenAI/demos/3_QuotaLimitsDeployments.md
+++ b/0_Azure/3_AzureAI/9_AzureOpenAI/demos/3_QuotaLimitsDeployments.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
----------
@@ -160,7 +160,9 @@ This means with 50 PTUs, you can process 75,000 tokens per minute.
| **Maintenance and Updates** | - Plan for regular updates and retraining of models to maintain accuracy and relevance.
- Continuously monitor model performance and make adjustments as needed. |
| **User Experience** | - Optimize for low latency to ensure a smooth user experience.
- Implement mechanisms for users to provide feedback on model performance. |
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index c53e1ce48..b1b1b176e 100644
--- a/0_Azure/3_AzureAI/9_AzureOpenAI/demos/4_PTUs_TPM.md
+++ b/0_Azure/3_AzureAI/9_AzureOpenAI/demos/4_PTUs_TPM.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-03-03
+Last updated: 2025-07-17
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@@ -68,7 +68,9 @@ This means with 50 PTUs, you can process 75,000 tokens per minute.
https://github.com/user-attachments/assets/27beba15-57d6-4a2b-943e-496829644dbe
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--- a/0_Azure/3_AzureAI/9_AzureOpenAI/demos/5_Quota_Increase.md
+++ b/0_Azure/3_AzureAI/9_AzureOpenAI/demos/5_Quota_Increase.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
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@@ -110,7 +110,9 @@ Last updated: 2024-11-19
7. **Verify Continuity**: Ensure the system maintains service continuity during failover.
8. **Monitor and Maintain**: Regularly check performance and health of both deployments and the load balancer.
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index 122562055..28e5b7d52 100644
--- a/0_Azure/3_AzureAI/9_AzureOpenAI/demos/6_PrivateBot/README.md
+++ b/0_Azure/3_AzureAI/9_AzureOpenAI/demos/6_PrivateBot/README.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
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@@ -288,7 +288,9 @@ graph TD
3. **Data Files**: Manage your data files in the `Data files` section.
4. **Vector Stores**: Use `Vector stores` to manage vector representations of your data.
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--- a/0_Azure/3_AzureAI/9_AzureOpenAI/demos/6_PrivateBot/docs/README.md
+++ b/0_Azure/3_AzureAI/9_AzureOpenAI/demos/6_PrivateBot/docs/README.md
@@ -5,10 +5,17 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-14
+Last updated: 2025-07-17
------------------------------------------
> You can use the [drawio template](https://github.com/brown9804/MicrosoftCloudEssentialsHub/tree/main/0_Azure/3_AzureAI/9_AzureOpenAI/demos/6_PrivateBot/docs/privateAzureOpenAIBot.drawio) as guidance to create your solution diagram.
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index bd1334606..f5a9ed4ea 100644
--- a/0_Azure/3_AzureAI/9_AzureOpenAI/demos/7_TokenizationCostAnalysis.md
+++ b/0_Azure/3_AzureAI/9_AzureOpenAI/demos/7_TokenizationCostAnalysis.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-04-22
+Last updated: 2025-07-17
----------
@@ -388,7 +388,9 @@ To ensure that API calls from different departments are tagged correctly, you ca
- Assign the policy to the subscription or resource group.
- This will ensure that all new resources are tagged according to the policy.
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index 996370e90..ab0e94bdc 100644
--- a/0_Azure/3_AzureAI/9_AzureOpenAI/demos/8_Overview.md
+++ b/0_Azure/3_AzureAI/9_AzureOpenAI/demos/8_Overview.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-03-03
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index 7d7c237cd..dc398a907 100644
--- a/0_Azure/3_AzureAI/9_AzureOpenAI/demos/9_ParameterSettingVariants.md
+++ b/0_Azure/3_AzureAI/9_AzureOpenAI/demos/9_ParameterSettingVariants.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
------------------------------------------
@@ -319,7 +319,9 @@ response = openai.Completion.create(
print(response.choices[0].text)
```
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diff --git a/0_Azure/3_AzureAI/AIFoundry/README.md b/0_Azure/3_AzureAI/AIFoundry/README.md
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--- a/0_Azure/3_AzureAI/AIFoundry/README.md
+++ b/0_Azure/3_AzureAI/AIFoundry/README.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-01-02
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----------
@@ -408,7 +408,9 @@ Types of deployments available in Azure AI Studio:
5. **Deploy**: Click `Deploy` to make the model available as an API.
6. **Integrate and Use**: Use the generated API endpoint to integrate the deployed model with your applications.
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index 2f5782a67..5af3e0d0c 100644
--- a/0_Azure/3_AzureAI/AIFoundry/demos/0_AIStudio_CopilotStudio.md
+++ b/0_Azure/3_AzureAI/AIFoundry/demos/0_AIStudio_CopilotStudio.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-01-02
+Last updated: 2025-07-17
----------
@@ -190,7 +190,9 @@ Last updated: 2025-01-02
- **Deploy the Copilot**: Use the CI/CD pipelines to deploy your copilot to the desired environment.
- **Test**: Continuously test and monitor the copilot's performance using Azure DevOps tools.
+
-
Total Visitors
-

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+
+ Refresh Date: 2025-07-17
+
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diff --git a/0_Azure/3_AzureAI/AIFoundry/demos/1_customCopilotAIStudio.md b/0_Azure/3_AzureAI/AIFoundry/demos/1_customCopilotAIStudio.md
index b651eb80c..204d72e0f 100644
--- a/0_Azure/3_AzureAI/AIFoundry/demos/1_customCopilotAIStudio.md
+++ b/0_Azure/3_AzureAI/AIFoundry/demos/1_customCopilotAIStudio.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-01-02
+Last updated: 2025-07-17
----------
@@ -236,7 +236,9 @@ Find below some of the trending AI models in Azure AI Studio. You can use `model
1. **Collect Feedback**: Implement mechanisms to collect user feedback.
2. **Iterate and Improve**: Use this feedback to iteratively improve your copilot.
+
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+

+
Refresh Date: 2025-07-17
+
diff --git a/0_Azure/3_AzureAI/AIFoundry/demos/2_AIFoundrySDLCStrategy/README.md b/0_Azure/3_AzureAI/AIFoundry/demos/2_AIFoundrySDLCStrategy/README.md
index 0655b4c17..78475590d 100644
--- a/0_Azure/3_AzureAI/AIFoundry/demos/2_AIFoundrySDLCStrategy/README.md
+++ b/0_Azure/3_AzureAI/AIFoundry/demos/2_AIFoundrySDLCStrategy/README.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-01-02
+Last updated: 2025-07-17
----------
@@ -279,7 +279,9 @@ graph TD
- Navigate to `Application Insights` in the Azure Portal.
- Create an `Application Insights` resource and integrate it with your AI models and APIs.
+
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+

+
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+
diff --git a/0_Azure/3_AzureAI/AIFoundry/demos/3_GenAIApps.md b/0_Azure/3_AzureAI/AIFoundry/demos/3_GenAIApps.md
index 8fbd3b844..f69a9ed2a 100644
--- a/0_Azure/3_AzureAI/AIFoundry/demos/3_GenAIApps.md
+++ b/0_Azure/3_AzureAI/AIFoundry/demos/3_GenAIApps.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-01-13
+Last updated: 2025-07-17
------------------------------------------
@@ -404,7 +404,9 @@ These workflows typically consist of three main components:
| **Chat Flow** | Conversational applications | - Enhanced support for chat functionalities
- Natural language understanding
- Dialogue management
- Response generation
- Advanced NLP capabilities
- Manages conversation flow
- Generates context-aware responses | - Creating chatbots and virtual assistants
- Interactive conversational agents|
| **Evaluation Flow**| Performance evaluation | - Tools for measuring performance metrics
- Comparing results
- Identifying areas for improvement
- Measures accuracy, precision, recall, and F1 score
- Compares results from different runs
- Pinpoints areas for enhancement | - Iterative development and optimization
- Ensuring applications meet performance standards|
+
-
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-

+

+
Refresh Date: 2025-07-17
+
diff --git a/0_Azure/3_AzureAI/AIFoundry/demos/4_TruncationHandling.md b/0_Azure/3_AzureAI/AIFoundry/demos/4_TruncationHandling.md
index 92d910e6b..ff3aa8cdf 100644
--- a/0_Azure/3_AzureAI/AIFoundry/demos/4_TruncationHandling.md
+++ b/0_Azure/3_AzureAI/AIFoundry/demos/4_TruncationHandling.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-03-03
+Last updated: 2025-07-17
------------------------------------------
@@ -474,7 +474,9 @@ Last updated: 2025-03-03
+
-
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+

+
Refresh Date: 2025-07-17
+
diff --git a/0_Azure/3_AzureAI/AIFoundry/demos/5_WhatGlobal_DataZone_StdType.md b/0_Azure/3_AzureAI/AIFoundry/demos/5_WhatGlobal_DataZone_StdType.md
new file mode 100644
index 000000000..e3d80fb3f
--- /dev/null
+++ b/0_Azure/3_AzureAI/AIFoundry/demos/5_WhatGlobal_DataZone_StdType.md
@@ -0,0 +1,76 @@
+# Global vs Standard vs Data Zone: What to Choose for Deployment Types
+
+Costa Rica
+
+https://badgen.net/badge/icon/github?icon=github&label](https://github.com)
+[
+https://github.com/brown9804
+
+Last updated: 2025-07-17
+
+---
+
+> This guide helps you choose between **Global**, **Standard**, and **Data Zone** deployment types for Azure OpenAI models when all three are available.
+
+## Overview
+
+When deciding between deployment types, consider:
+- Data Residency
+- Performance
+- Compliance
+- Cost
+
+## Global
+- **Description**: Routes traffic to the best-performing Azure region globally.
+- **Key Features**:
+ - Best performance and lowest latency.
+ - Highest availability.
+ - No guarantee of data residency.
+- **Best For**:
+ - Global apps where performance is critical.
+ - Use cases without strict compliance needs.
+
+## Standard
+- **Description**: Keeps traffic within a specific Azure region.
+- **Key Features**:
+ - Ensures regional data residency.
+ - Predictable cost and simpler setup.
+ - Moderate performance.
+- **Best For**:
+ - Development, testing, or low-volume production.
+ - Apps with regional compliance requirements.
+
+## Data Zone
+- **Description**: Regional deployment with enhanced performance via zonal load balancing.
+- **Key Features**:
+ - Regional data residency.
+ - Higher throughput and lower latency than Standard.
+- **Best For**:
+ - High-throughput, real-time, or production-grade workloads.
+ - Apps needing both compliance and performance.
+
+## Decision Matrix
+
+| Criteria | Global | Standard | Data Zone |
+|---------------------------|----------------|------------------|------------------|
+| Data Residency | No guarantee | Yes | Yes |
+| Performance | Best | Moderate | High |
+| Compliance | Not suitable | Compliant | Compliant |
+| Use Case Fit | Global apps, low latency | Dev/test, low-volume prod | High-volume prod, real-time |
+| Cost & Simplicity | Variable | Lower | Slightly higher |
+
+
+## Conclusion
+
+Choose based on your priorities:
+- **Global**: Best for performance, not for compliance.
+- **Standard**: Best for compliance and simplicity.
+- **Data Zone**: Best for performance and compliance in production.
+
+
+
+
+

+
Refresh Date: 2025-07-17
+
+
\ No newline at end of file
diff --git a/0_Azure/3_AzureAI/AMachineLearning/README.md b/0_Azure/3_AzureAI/AMachineLearning/README.md
index d99548c94..86b42e42b 100644
--- a/0_Azure/3_AzureAI/AMachineLearning/README.md
+++ b/0_Azure/3_AzureAI/AMachineLearning/README.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
----------
@@ -30,7 +30,9 @@ Key Features:
Creating a new Azure Machine Learning Platform account:
- You can create and manage Azure resources for Azure Machine Learning Platform via the Azure portal.
+
-
Total Visitors
-

-
\ No newline at end of file
+
+ Refresh Date: 2025-07-17
+
+
\ No newline at end of file
diff --git a/0_Azure/3_AzureAI/AMachineLearning/demos/0_ML_DeploymentConsiderations.md b/0_Azure/3_AzureAI/AMachineLearning/demos/0_ML_DeploymentConsiderations.md
index ad03b1320..a8419aaa0 100644
--- a/0_Azure/3_AzureAI/AMachineLearning/demos/0_ML_DeploymentConsiderations.md
+++ b/0_Azure/3_AzureAI/AMachineLearning/demos/0_ML_DeploymentConsiderations.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
----------
@@ -21,7 +21,9 @@ Last updated: 2024-11-19
| | Application Insights | Utilize built-in monitoring capabilities to view metrics and create alerts for your deployed models. |
| **Compliance** | Regulatory Compliance | Ensure your deployment adheres to relevant regulatory requirements. Use Azure Policy definitions to measure compliance with security benchmarks. |
+
-
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+

+
Refresh Date: 2025-07-17
+
diff --git a/0_Azure/3_AzureAI/AMachineLearning/demos/1_OSS_OCR_document_processing.md b/0_Azure/3_AzureAI/AMachineLearning/demos/1_OSS_OCR_document_processing.md
index 7f02d76e8..c7d559b02 100644
--- a/0_Azure/3_AzureAI/AMachineLearning/demos/1_OSS_OCR_document_processing.md
+++ b/0_Azure/3_AzureAI/AMachineLearning/demos/1_OSS_OCR_document_processing.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
----------
@@ -144,7 +144,9 @@ graph TD
- Explore how to implement open-source software in Azure.
- Understand common open-source licenses and their implications.
+
-
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-

-
\ No newline at end of file
+
+ Refresh Date: 2025-07-17
+
+
\ No newline at end of file
diff --git a/0_Azure/3_AzureAI/README.md b/0_Azure/3_AzureAI/README.md
index 482f92222..00f61d1ed 100644
--- a/0_Azure/3_AzureAI/README.md
+++ b/0_Azure/3_AzureAI/README.md
@@ -77,7 +77,7 @@ Last updated: 2025-07-17
-

+
Refresh Date: 2025-07-17
diff --git a/0_Azure/4_AzureDevOps/README.md b/0_Azure/4_AzureDevOps/README.md
index 8c39b1712..a957590d6 100644
--- a/0_Azure/4_AzureDevOps/README.md
+++ b/0_Azure/4_AzureDevOps/README.md
@@ -22,7 +22,7 @@ Any item (product backlog, task, user story, feature, etc) in Azure DevOps has t
-

+
Refresh Date: 2025-07-17
diff --git a/0_Azure/4_AzureDevOps/demos/0_Overview.md b/0_Azure/4_AzureDevOps/demos/0_Overview.md
index 0400be015..5b1959bb9 100644
--- a/0_Azure/4_AzureDevOps/demos/0_Overview.md
+++ b/0_Azure/4_AzureDevOps/demos/0_Overview.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-04-23
+Last updated: 2025-07-17
----------
@@ -186,7 +186,9 @@ Last updated: 2025-04-23
2. Update the status of issues, close completed tasks, and adjust priorities as needed.
3. Use the board to facilitate team meetings and discussions.
+
-
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-

+

+
Refresh Date: 2025-07-17
+
diff --git a/0_Azure/4_AzureDevOps/demos/1_AzureDevOpsAgents.md b/0_Azure/4_AzureDevOps/demos/1_AzureDevOpsAgents.md
index 8adbe334a..0b4a752f2 100644
--- a/0_Azure/4_AzureDevOps/demos/1_AzureDevOpsAgents.md
+++ b/0_Azure/4_AzureDevOps/demos/1_AzureDevOpsAgents.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-12-24
+Last updated: 2025-07-17
----------
@@ -152,7 +152,9 @@ Setting up a self-hosted macOS agent involves a few more steps but gives you mor
- agent.name -equals myagent
```
+
-
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+

+
Refresh Date: 2025-07-17
+
diff --git a/0_Azure/5_DataProtectionMng/0_Purview/README.md b/0_Azure/5_DataProtectionMng/0_Purview/README.md
index 3fb411097..dfa956572 100644
--- a/0_Azure/5_DataProtectionMng/0_Purview/README.md
+++ b/0_Azure/5_DataProtectionMng/0_Purview/README.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
----------
@@ -164,7 +164,9 @@ Last updated: 2024-11-19
| **Backup and Disaster Recovery** | Azure Purview does not currently support automated backup and disaster recovery (BCDR). However, you can manually create a secondary Purview account in another region to serve as a backup. This involves duplicating all activities performed on the primary account to the secondary account. |
| **Manual Restoration** | For more complex scenarios, you might need to manually restore data using scripts or APIs. This requires maintaining a backup of your metadata and configurations. |
+
-
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-

+

+
Refresh Date: 2025-07-17
+
diff --git a/0_Azure/5_DataProtectionMng/0_Purview/demos/0_DLP_Overview.md b/0_Azure/5_DataProtectionMng/0_Purview/demos/0_DLP_Overview.md
index 9305d8e1c..d57ee8164 100644
--- a/0_Azure/5_DataProtectionMng/0_Purview/demos/0_DLP_Overview.md
+++ b/0_Azure/5_DataProtectionMng/0_Purview/demos/0_DLP_Overview.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
----------
@@ -73,7 +73,9 @@ Find below some examples of custom connectors for Data Loss Prevention (DLP) in
- **Example**: A custom connector for an email gateway that handles outbound emails.
- **Usage**: Applies DLP policies to monitor and prevent the leakage of sensitive information through email communications.
+
-
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-

+

+
Refresh Date: 2025-07-17
+
diff --git a/0_Azure/5_DataProtectionMng/0_Purview/demos/1_PurviewEnterpriseFree.md b/0_Azure/5_DataProtectionMng/0_Purview/demos/1_PurviewEnterpriseFree.md
index 6e8c1e58e..12337ad3b 100644
--- a/0_Azure/5_DataProtectionMng/0_Purview/demos/1_PurviewEnterpriseFree.md
+++ b/0_Azure/5_DataProtectionMng/0_Purview/demos/1_PurviewEnterpriseFree.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
----------
@@ -528,7 +528,9 @@ This integration supports capturing metadata such as:
- Airflow DAG
- Airflow task
+
-
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+

+
Refresh Date: 2025-07-17
+
diff --git a/0_Azure/5_DataProtectionMng/0_Purview/demos/2_PurviewCostEstimation.md b/0_Azure/5_DataProtectionMng/0_Purview/demos/2_PurviewCostEstimation.md
index 887df14fa..5a0dac453 100644
--- a/0_Azure/5_DataProtectionMng/0_Purview/demos/2_PurviewCostEstimation.md
+++ b/0_Azure/5_DataProtectionMng/0_Purview/demos/2_PurviewCostEstimation.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-04-01
+Last updated: 2025-07-17
----------
@@ -148,7 +148,9 @@ Assumptions:
- **Efficient Data Management**: Use incremental loads and data partitioning to minimize scan duration.
- **Monitor Usage**: Regularly monitor your usage and costs using Azure Cost Management tools to identify areas for optimization.
+
-
Total Visitors
-

+

+
Refresh Date: 2025-07-17
+
diff --git a/0_Azure/5_DataProtectionMng/0_Purview/demos/3_Bulk_UploadGlossaryTerms/README.md b/0_Azure/5_DataProtectionMng/0_Purview/demos/3_Bulk_UploadGlossaryTerms/README.md
index 70a3df0e6..2d8073e05 100644
--- a/0_Azure/5_DataProtectionMng/0_Purview/demos/3_Bulk_UploadGlossaryTerms/README.md
+++ b/0_Azure/5_DataProtectionMng/0_Purview/demos/3_Bulk_UploadGlossaryTerms/README.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-01-17
+Last updated: 2025-07-17
----------
@@ -143,7 +143,9 @@ Last updated: 2025-01-17
+
-
Total Visitors
-

+

+
Refresh Date: 2025-07-17
+
diff --git a/0_Azure/5_DataProtectionMng/0_Purview/demos/4_DLPimplementation.md b/0_Azure/5_DataProtectionMng/0_Purview/demos/4_DLPimplementation.md
index 5f271983a..c7587b9c8 100644
--- a/0_Azure/5_DataProtectionMng/0_Purview/demos/4_DLPimplementation.md
+++ b/0_Azure/5_DataProtectionMng/0_Purview/demos/4_DLPimplementation.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-03-24
+Last updated: 2025-07-17
----------
@@ -93,7 +93,9 @@ https://github.com/user-attachments/assets/eb3d57d3-5bef-43f2-b069-1d25c3ef047b
- **Endpoint DLP**: Configure settings for endpoint devices to restrict actions like copying, printing, or transferring sensitive data
- **Integration with Microsoft Defender**: Extend DLP alerts to Microsoft Defender XDR and Microsoft Sentinel for advanced threat detection and response
+
-
Total Visitors
-

+

+
Refresh Date: 2025-07-17
+
diff --git a/0_Azure/5_DataProtectionMng/1_Priva/README.md b/0_Azure/5_DataProtectionMng/1_Priva/README.md
index bce6fde11..5fd0fd7d9 100644
--- a/0_Azure/5_DataProtectionMng/1_Priva/README.md
+++ b/0_Azure/5_DataProtectionMng/1_Priva/README.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-19
+Last updated: 2025-07-17
----------
@@ -33,7 +33,9 @@ Last updated: 2024-11-19
| Data Discovery and Analytics | Showcase data discovery and analytics capabilities| Enable Data Discovery and Analytics features | 1. Access the Data Discovery section.
2. Discover personal data across environments.
3. Analyze privacy issues and risks.
4. Generate reports and dashboards. | Highlight how Priva provides insights into privacy issues and helps in risk management. |
| Integration with Microsoft Purview | Demonstrate integration with Microsoft Purview | Configure integration settings | 1. Access the integration settings.
2. Link Priva with Microsoft Purview.
3. Show enhanced data governance and compliance capabilities.
4. Demonstrate unified reporting and management of data privacy. | Illustrate the benefits of integrating Priva with Purview for comprehensive data governance. |
+
-
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+

+
Refresh Date: 2025-07-17
+
diff --git a/0_Azure/5_DataProtectionMng/2_SecurityGroups.md b/0_Azure/5_DataProtectionMng/2_SecurityGroups.md
index 5b32a546e..260100415 100644
--- a/0_Azure/5_DataProtectionMng/2_SecurityGroups.md
+++ b/0_Azure/5_DataProtectionMng/2_SecurityGroups.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-26
+Last updated: 2025-07-17
----------
@@ -86,3 +86,10 @@ Last updated: 2024-11-26
4. **Add Members**: Select the members you want to add to the group.
5. **Create**: Click **Create** to finalize the group creation.
+
+
+

+
Refresh Date: 2025-07-17
+
+
+
diff --git a/0_Azure/5_DataProtectionMng/3_CustomRole/README.md b/0_Azure/5_DataProtectionMng/3_CustomRole/README.md
index 4267d2495..43a861af3 100644
--- a/0_Azure/5_DataProtectionMng/3_CustomRole/README.md
+++ b/0_Azure/5_DataProtectionMng/3_CustomRole/README.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-02-21
+Last updated: 2025-07-17
----------
@@ -199,3 +199,10 @@ Custom roles can be created using various methods:
|
|
|
+
+
+
+

+
Refresh Date: 2025-07-17
+
+
diff --git a/0_Azure/5_DataProtectionMng/4_AzureArcOverview.md b/0_Azure/5_DataProtectionMng/4_AzureArcOverview.md
index 4093deb0b..c52b827ac 100644
--- a/0_Azure/5_DataProtectionMng/4_AzureArcOverview.md
+++ b/0_Azure/5_DataProtectionMng/4_AzureArcOverview.md
@@ -6,7 +6,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-12-24
+Last updated: 2025-07-17
----------
@@ -69,3 +69,10 @@ The table below provides a comparison of the two agents, highlighting their spec
Find below some general guides around:
- [How Arc works for SQL Server](https://github.com/brown9804/MicrosoftCloudEssentialsHub/blob/main/0_Azure/1_AzureData/1_Databases/demos/3_ArcSQLServerOverview.md)
- [How to set up Arc for different SQL environments](https://github.com/brown9804/MicrosoftCloudEssentialsHub/blob/main/0_Azure/1_AzureData/1_Databases/demos/5_ArcSQLHowtoSetup.md)
+
+
+
+

+
Refresh Date: 2025-07-17
+
+
diff --git a/0_Azure/5_DataProtectionMng/README.md b/0_Azure/5_DataProtectionMng/README.md
index c6f4e0664..1ddae330f 100644
--- a/0_Azure/5_DataProtectionMng/README.md
+++ b/0_Azure/5_DataProtectionMng/README.md
@@ -20,7 +20,7 @@ Last updated: 2025-07-17
-

+
Refresh Date: 2025-07-17
diff --git a/0_Azure/6_AzureCostManagement/README.md b/0_Azure/6_AzureCostManagement/README.md
index b7b0f28a1..b8b17d4c8 100644
--- a/0_Azure/6_AzureCostManagement/README.md
+++ b/0_Azure/6_AzureCostManagement/README.md
@@ -40,7 +40,7 @@ Last updated: 2025-07-17
-

+
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diff --git a/0_Azure/6_AzureCostManagement/demos/0_BillingReport.md b/0_Azure/6_AzureCostManagement/demos/0_BillingReport.md
index 317047877..5542873fb 100644
--- a/0_Azure/6_AzureCostManagement/demos/0_BillingReport.md
+++ b/0_Azure/6_AzureCostManagement/demos/0_BillingReport.md
@@ -7,7 +7,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-15
+Last updated: 2025-07-17
----------
@@ -90,7 +90,9 @@ Last updated: 2024-11-15
+
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+

+
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+
diff --git a/0_Azure/6_AzureCostManagement/demos/1_Budget_Alerts.md b/0_Azure/6_AzureCostManagement/demos/1_Budget_Alerts.md
index 29a2e076f..d44c13435 100644
--- a/0_Azure/6_AzureCostManagement/demos/1_Budget_Alerts.md
+++ b/0_Azure/6_AzureCostManagement/demos/1_Budget_Alerts.md
@@ -7,7 +7,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2024-11-15
+Last updated: 2025-07-17
----------
@@ -46,7 +46,9 @@ Last updated: 2024-11-15
- Implement suggested optimizations to reduce unnecessary spending.
+
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+

+
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+
diff --git a/0_Azure/7_AzureSupport/README.md b/0_Azure/7_AzureSupport/README.md
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--- a/0_Azure/7_AzureSupport/README.md
+++ b/0_Azure/7_AzureSupport/README.md
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# Azure Machine Learning
Data Scientist path
-----------
-
Costa Rica
-Belinda Brown, belindabrownr04@gmail.com
-
[](https://github.com/)
[brown9804](https://github.com/brown9804)
@@ -89,3 +85,12 @@ This folder contains all Microsoft badges and trophies earned during the learnin
56. [Monitor data drift with Azure Machine Learning](https://github.com/brown9804/MSCloudEssentials_LPath/blob/main/0_Azure/_certifications/AzureAIMLDSpath/0_badges/56-Monitor%20data%20drift%20with%20Azure%20Machine%20Learning.pdf)
57. [Explore security concepts in Azure Machine Learning](https://github.com/brown9804/MSCloudEssentials_LPath/blob/main/0_Azure/_certifications/AzureAIMLDSpath/0_badges/57-Explore%20security%20concepts%20in%20Azure%20Machine%20Learning.pdf)
58. [Introduction to Azure Database for PostgreSQL](https://github.com/brown9804/MSCloudEssentials_LPath/blob/main/0_Azure/_certifications/AzureAIMLDSpath/0_badges/58-Introduction%20to%20Azure%20Database%20for%20PostgreSQL.pdf)
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