From 35bead44bc6a48cb5c72a35031de86cab703d665 Mon Sep 17 00:00:00 2001
From: Timna Brown <24630902+brown9804@users.noreply.github.com>
Date: Wed, 15 Oct 2025 16:22:24 -0600
Subject: [PATCH 1/7] Add 'Before Fabric' section with images

Added a section with images demonstrating solutions before Microsoft Fabric.
---
 README.md | 26 ++++++++++++++++++++++++++
 1 file changed, 26 insertions(+)

diff --git a/README.md b/README.md
index 533da46..a5f2c11 100644
--- a/README.md
+++ b/README.md
@@ -48,6 +48,32 @@ Last updated: 2025-08-06
 
 </details>
 
+<details> 
+<summary><b> Before Fabric</b> (Click to expand)</summary>
+
+<p float="left">
+  <img src="https://github.com/brown9804/MSCloudEssentials_LPath/assets/24630902/c47ad7c0-375e-4257-b56e-7b3b89619e2f" width="450" height="200" />
+  <img src="https://github.com/brown9804/MSCloudEssentials_LPath/assets/24630902/64812721-7c24-4771-90f4-27f7a21fa9e0" width="350" height="200" />
+</p>
+
+> E.g of a solution prior Microsoft Fabric:
+
+<div align="left">
+  <img src="https://github.com/user-attachments/assets/af2aa6cb-0349-481b-abe4-d8c470551899" 
+       alt="Centered Image" 
+       style="width: 70%; border: 2px solid #4CAF50; border-radius: 5px; padding: 5px;"/>
+</div>
+
+> Now from one place:
+
+<div align="left">
+  <img src="https://github.com/user-attachments/assets/aaf00cd7-531a-4dc8-bf2f-c7606c607b87" 
+       alt="Centered Image" 
+       style="width: 70%; border: 2px solid #4CAF50; border-radius: 5px; padding: 5px;"/>
+</div>
+
+</details>
+
 <div align="center">
   <img src="https://github.com/user-attachments/assets/8fdb3198-8fda-4dd0-869e-b0dccb268a30" alt="Centered Image" style="border: 2px solid #4CAF50; border-radius: 5px; padding: 5px;"/>
 </div>

From a068bdced2366db213f92655e29c845366307726 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Wed, 15 Oct 2025 22:23:19 +0000
Subject: [PATCH 2/7] Update last modified date in Markdown files

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index a5f2c11..caf6fc3 100644
--- a/README.md
+++ b/README.md
@@ -5,7 +5,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2025-08-06
+Last updated: 2025-10-15
 
 ------------------------------------------
 

From ebbdfc3be038eb1413a491c58d4c7c386f76f9e0 Mon Sep 17 00:00:00 2001
From: Timna Brown <24630902+brown9804@users.noreply.github.com>
Date: Wed, 15 Oct 2025 16:24:51 -0600
Subject: [PATCH 3/7] Remove alt attributes from images in README

Removed alt attribute from images in README.
---
 README.md | 2 --
 1 file changed, 2 deletions(-)

diff --git a/README.md b/README.md
index caf6fc3..2f8fdd7 100644
--- a/README.md
+++ b/README.md
@@ -60,7 +60,6 @@ Last updated: 2025-10-15
 
 <div align="left">
   <img src="https://github.com/user-attachments/assets/af2aa6cb-0349-481b-abe4-d8c470551899" 
-       alt="Centered Image" 
        style="width: 70%; border: 2px solid #4CAF50; border-radius: 5px; padding: 5px;"/>
 </div>
 
@@ -68,7 +67,6 @@ Last updated: 2025-10-15
 
 <div align="left">
   <img src="https://github.com/user-attachments/assets/aaf00cd7-531a-4dc8-bf2f-c7606c607b87" 
-       alt="Centered Image" 
        style="width: 70%; border: 2px solid #4CAF50; border-radius: 5px; padding: 5px;"/>
 </div>
 

From ecc2bb147e535571b673df4e14a365299f88e29d Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Wed, 15 Oct 2025 22:25:02 +0000
Subject: [PATCH 4/7] Update visitor count

---
 Cost-Management/BillingReport.md                              | 4 ++--
 Cost-Management/BudgetAlerts.md                               | 4 ++--
 Cost-Management/PricingOverview.md                            | 4 ++--
 Deployment-Pipelines/README.md                                | 4 ++--
 Deployment-Pipelines/samples/README.md                        | 4 ++--
 GitHub-Integration.md                                         | 4 ++--
 Monitoring-Observability/MonitorUsage.md                      | 4 ++--
 Monitoring-Observability/StepsCapacityAlert.md                | 4 ++--
 README.md                                                     | 4 ++--
 Security/CopyJobPermissions.md                                | 4 ++--
 Security/DashboardPermissions.md                              | 4 ++--
 Security/DataPipelinesPermissions.md                          | 4 ++--
 Security/EventStreamPermissions.md                            | 4 ++--
 Security/HealthcareDataSolutionsPermissions.md                | 4 ++--
 Security/LakehousePermissions.md                              | 4 ++--
 Security/README.md                                            | 4 ++--
 Security/SemanticModelsPermissions.md                         | 4 ++--
 Security/WarehousePermissions.md                              | 4 ++--
 Terraform/README.md                                           | 4 ++--
 Terraform/troubleshooting.md                                  | 4 ++--
 Workloads-Specific/DataEngineering/BestPractices.md           | 4 ++--
 Workloads-Specific/DataFactory/BestPractices.md               | 4 ++--
 Workloads-Specific/DataFactory/HowMonitorChanges.md           | 4 ++--
 Workloads-Specific/DataScience/AI_integration/README.md       | 4 ++--
 Workloads-Specific/DataScience/BestPractices.md               | 4 ++--
 Workloads-Specific/DataScience/Data_Agents.md                 | 4 ++--
 Workloads-Specific/DataScience/How_AutoML/README.md           | 4 ++--
 Workloads-Specific/DataWarehouse/BestPractices.md             | 4 ++--
 .../DataWarehouse/Medallion_Architecture/README.md            | 4 ++--
 .../DataWarehouse/Medallion_Architecture/docs/README.md       | 4 ++--
 Workloads-Specific/PowerBi/BestPractices.md                   | 4 ++--
 .../PowerBi/ConfigureCloudConnectionsGateways.md              | 4 ++--
 Workloads-Specific/PowerBi/ConfigureReadAccess.md             | 4 ++--
 Workloads-Specific/PowerBi/ConfigureWorkspaceApp.md           | 4 ++--
 Workloads-Specific/PowerBi/CopilotReports.md                  | 4 ++--
 Workloads-Specific/PowerBi/HowUseRestAPI.md                   | 4 ++--
 Workloads-Specific/PowerBi/IncrementalRefresh.md              | 4 ++--
 Workloads-Specific/Purview/BestPractices.md                   | 4 ++--
 Workloads-Specific/Purview/PurviewforFabric.md                | 4 ++--
 Workloads-Specific/RealTimeIntelligence/BestPractices.md      | 4 ++--
 .../FabricActivatorRulePipeline/README.md                     | 4 ++--
 41 files changed, 82 insertions(+), 82 deletions(-)

diff --git a/Cost-Management/BillingReport.md b/Cost-Management/BillingReport.md
index bf68928..0ecdefc 100644
--- a/Cost-Management/BillingReport.md
+++ b/Cost-Management/BillingReport.md
@@ -107,7 +107,7 @@ Last updated: 2025-05-02
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
 <!-- END BADGE -->
diff --git a/Cost-Management/BudgetAlerts.md b/Cost-Management/BudgetAlerts.md
index a0d9e7c..6fcb5f5 100644
--- a/Cost-Management/BudgetAlerts.md
+++ b/Cost-Management/BudgetAlerts.md
@@ -65,7 +65,7 @@ Last updated: 2025-05-02
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
 <!-- END BADGE -->
diff --git a/Cost-Management/PricingOverview.md b/Cost-Management/PricingOverview.md
index 5e1a6c8..ef58948 100644
--- a/Cost-Management/PricingOverview.md
+++ b/Cost-Management/PricingOverview.md
@@ -177,7 +177,7 @@ This flexibility allows you to optimize your Microsoft Fabric costs based on you
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
 <!-- END BADGE -->
diff --git a/Deployment-Pipelines/README.md b/Deployment-Pipelines/README.md
index abfbe27..627aab1 100644
--- a/Deployment-Pipelines/README.md
+++ b/Deployment-Pipelines/README.md
@@ -198,7 +198,7 @@ Steps to Set Up Incremental Refresh:
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
 <!-- END BADGE -->
diff --git a/Deployment-Pipelines/samples/README.md b/Deployment-Pipelines/samples/README.md
index f6d11c9..e910747 100644
--- a/Deployment-Pipelines/samples/README.md
+++ b/Deployment-Pipelines/samples/README.md
@@ -14,7 +14,7 @@ Last updated: 2025-04-15
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
 <!-- END BADGE -->
diff --git a/GitHub-Integration.md b/GitHub-Integration.md
index 5ec6244..0f9e760 100644
--- a/GitHub-Integration.md
+++ b/GitHub-Integration.md
@@ -62,7 +62,7 @@ Last updated: 2025-04-21
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
 <!-- END BADGE -->
diff --git a/Monitoring-Observability/MonitorUsage.md b/Monitoring-Observability/MonitorUsage.md
index 9b92736..6f8c35b 100644
--- a/Monitoring-Observability/MonitorUsage.md
+++ b/Monitoring-Observability/MonitorUsage.md
@@ -290,7 +290,7 @@ Steps to  Access Microsoft Purview via Audit Logs:
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
 <!-- END BADGE -->
diff --git a/Monitoring-Observability/StepsCapacityAlert.md b/Monitoring-Observability/StepsCapacityAlert.md
index 42081f3..4c042f9 100644
--- a/Monitoring-Observability/StepsCapacityAlert.md
+++ b/Monitoring-Observability/StepsCapacityAlert.md
@@ -49,7 +49,7 @@ Last updated: 2025-04-21
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
 <!-- END BADGE -->
diff --git a/README.md b/README.md
index 2f8fdd7..108ab75 100644
--- a/README.md
+++ b/README.md
@@ -268,7 +268,7 @@ Click to read more about [Microsoft Purview for Fabric - Overview](./Workloads-S
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
 <!-- END BADGE -->
diff --git a/Security/CopyJobPermissions.md b/Security/CopyJobPermissions.md
index 4c8d099..f338b1f 100644
--- a/Security/CopyJobPermissions.md
+++ b/Security/CopyJobPermissions.md
@@ -46,7 +46,7 @@ Last updated: 2025-05-08
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
 <!-- END BADGE -->
diff --git a/Security/DashboardPermissions.md b/Security/DashboardPermissions.md
index b529586..d239d8b 100644
--- a/Security/DashboardPermissions.md
+++ b/Security/DashboardPermissions.md
@@ -54,7 +54,7 @@ Last updated: 2025-05-08
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
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diff --git a/Security/DataPipelinesPermissions.md b/Security/DataPipelinesPermissions.md
index e698c78..0bcf50b 100644
--- a/Security/DataPipelinesPermissions.md
+++ b/Security/DataPipelinesPermissions.md
@@ -49,7 +49,7 @@ Last updated: 2025-05-08
 
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 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
 <!-- END BADGE -->
diff --git a/Security/EventStreamPermissions.md b/Security/EventStreamPermissions.md
index 68f2305..8db75f2 100644
--- a/Security/EventStreamPermissions.md
+++ b/Security/EventStreamPermissions.md
@@ -50,7 +50,7 @@ Last updated: 2025-05-08
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
 <!-- END BADGE -->
diff --git a/Security/HealthcareDataSolutionsPermissions.md b/Security/HealthcareDataSolutionsPermissions.md
index 57f27dc..d294555 100644
--- a/Security/HealthcareDataSolutionsPermissions.md
+++ b/Security/HealthcareDataSolutionsPermissions.md
@@ -50,7 +50,7 @@ Last updated: 2025-05-08
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
 <!-- END BADGE -->
diff --git a/Security/LakehousePermissions.md b/Security/LakehousePermissions.md
index 8c746f4..eb25692 100644
--- a/Security/LakehousePermissions.md
+++ b/Security/LakehousePermissions.md
@@ -100,7 +100,7 @@ Last updated: 2025-05-08
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
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diff --git a/Security/README.md b/Security/README.md
index d8ae8ff..3af2279 100644
--- a/Security/README.md
+++ b/Security/README.md
@@ -20,7 +20,7 @@ Last updated: 2025-05-08
 
 <!-- START BADGE -->
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-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
 <!-- END BADGE -->
diff --git a/Security/SemanticModelsPermissions.md b/Security/SemanticModelsPermissions.md
index af06a5c..854f91c 100644
--- a/Security/SemanticModelsPermissions.md
+++ b/Security/SemanticModelsPermissions.md
@@ -41,7 +41,7 @@ Last updated: 2025-05-08
 
 <!-- START BADGE -->
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-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
 <!-- END BADGE -->
diff --git a/Security/WarehousePermissions.md b/Security/WarehousePermissions.md
index 71385aa..626810b 100644
--- a/Security/WarehousePermissions.md
+++ b/Security/WarehousePermissions.md
@@ -127,7 +127,7 @@ Last updated: 2025-05-08
 
 <!-- START BADGE -->
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-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
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diff --git a/Terraform/README.md b/Terraform/README.md
index 5a6cf62..664437c 100644
--- a/Terraform/README.md
+++ b/Terraform/README.md
@@ -156,7 +156,7 @@ graph TD;
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
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diff --git a/Terraform/troubleshooting.md b/Terraform/troubleshooting.md
index 782ddb5..bb691c5 100644
--- a/Terraform/troubleshooting.md
+++ b/Terraform/troubleshooting.md
@@ -185,7 +185,7 @@ Error: Failed to get existing workspaces: Error retrieving keys for Storage Acco
 
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-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
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diff --git a/Workloads-Specific/DataEngineering/BestPractices.md b/Workloads-Specific/DataEngineering/BestPractices.md
index 10cc587..af588d7 100644
--- a/Workloads-Specific/DataEngineering/BestPractices.md
+++ b/Workloads-Specific/DataEngineering/BestPractices.md
@@ -65,7 +65,7 @@ Last updated: 2025-05-03
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
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diff --git a/Workloads-Specific/DataFactory/BestPractices.md b/Workloads-Specific/DataFactory/BestPractices.md
index fd1c7e7..8dbff7e 100644
--- a/Workloads-Specific/DataFactory/BestPractices.md
+++ b/Workloads-Specific/DataFactory/BestPractices.md
@@ -476,7 +476,7 @@ graph TD
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
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diff --git a/Workloads-Specific/DataFactory/HowMonitorChanges.md b/Workloads-Specific/DataFactory/HowMonitorChanges.md
index 2e98e8d..ec89b78 100644
--- a/Workloads-Specific/DataFactory/HowMonitorChanges.md
+++ b/Workloads-Specific/DataFactory/HowMonitorChanges.md
@@ -127,7 +127,7 @@ Last updated: 2025-04-21
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
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diff --git a/Workloads-Specific/DataScience/AI_integration/README.md b/Workloads-Specific/DataScience/AI_integration/README.md
index c31fdfe..39c28cd 100644
--- a/Workloads-Specific/DataScience/AI_integration/README.md
+++ b/Workloads-Specific/DataScience/AI_integration/README.md
@@ -399,7 +399,7 @@ Make sure to replace `"your_openai_api_key"`, `"https://your_openai_api_base/"`,
 
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-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
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+  <p>Refresh Date: 2025-10-15</p>
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diff --git a/Workloads-Specific/DataScience/BestPractices.md b/Workloads-Specific/DataScience/BestPractices.md
index f54447c..bc5a04b 100644
--- a/Workloads-Specific/DataScience/BestPractices.md
+++ b/Workloads-Specific/DataScience/BestPractices.md
@@ -56,7 +56,7 @@ Click to read [Demonstration: Data Agents in Microsoft Fabric](./Data_Agents.md)
 
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-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
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diff --git a/Workloads-Specific/DataScience/Data_Agents.md b/Workloads-Specific/DataScience/Data_Agents.md
index 235616a..02a9feb 100644
--- a/Workloads-Specific/DataScience/Data_Agents.md
+++ b/Workloads-Specific/DataScience/Data_Agents.md
@@ -87,7 +87,7 @@ Key Features:
 
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-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
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diff --git a/Workloads-Specific/DataScience/How_AutoML/README.md b/Workloads-Specific/DataScience/How_AutoML/README.md
index d466d11..d663aa1 100644
--- a/Workloads-Specific/DataScience/How_AutoML/README.md
+++ b/Workloads-Specific/DataScience/How_AutoML/README.md
@@ -22,7 +22,7 @@ Click to see notebook generated [Train a ML model with AutoML](./Train_MLmodel_A
 
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-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
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diff --git a/Workloads-Specific/DataWarehouse/BestPractices.md b/Workloads-Specific/DataWarehouse/BestPractices.md
index 7bc01a7..a3368e4 100644
--- a/Workloads-Specific/DataWarehouse/BestPractices.md
+++ b/Workloads-Specific/DataWarehouse/BestPractices.md
@@ -85,7 +85,7 @@ Create notebooks that are segmented into distinct sections:
 
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-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
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+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
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diff --git a/Workloads-Specific/DataWarehouse/Medallion_Architecture/README.md b/Workloads-Specific/DataWarehouse/Medallion_Architecture/README.md
index 1fee3bf..a11863c 100644
--- a/Workloads-Specific/DataWarehouse/Medallion_Architecture/README.md
+++ b/Workloads-Specific/DataWarehouse/Medallion_Architecture/README.md
@@ -304,7 +304,7 @@ VALUES
 
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-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
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diff --git a/Workloads-Specific/DataWarehouse/Medallion_Architecture/docs/README.md b/Workloads-Specific/DataWarehouse/Medallion_Architecture/docs/README.md
index f1028af..683a1a4 100644
--- a/Workloads-Specific/DataWarehouse/Medallion_Architecture/docs/README.md
+++ b/Workloads-Specific/DataWarehouse/Medallion_Architecture/docs/README.md
@@ -15,7 +15,7 @@ Last updated: 2025-05-03
 
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-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
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diff --git a/Workloads-Specific/PowerBi/BestPractices.md b/Workloads-Specific/PowerBi/BestPractices.md
index e75b486..9da6380 100644
--- a/Workloads-Specific/PowerBi/BestPractices.md
+++ b/Workloads-Specific/PowerBi/BestPractices.md
@@ -167,7 +167,7 @@ From [Understand star schema and the importance for Power BI](https://learn.micr
 
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-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
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diff --git a/Workloads-Specific/PowerBi/ConfigureCloudConnectionsGateways.md b/Workloads-Specific/PowerBi/ConfigureCloudConnectionsGateways.md
index b06cb6b..07c5f9c 100644
--- a/Workloads-Specific/PowerBi/ConfigureCloudConnectionsGateways.md
+++ b/Workloads-Specific/PowerBi/ConfigureCloudConnectionsGateways.md
@@ -235,7 +235,7 @@ Steps to Restrict Access for On-Premises Data Gateways:
 
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-  <img src="https://img.shields.io/badge/Total%20views-1280-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-09-05</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
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diff --git a/Workloads-Specific/PowerBi/ConfigureReadAccess.md b/Workloads-Specific/PowerBi/ConfigureReadAccess.md
index 10c9a39..af01253 100644
--- a/Workloads-Specific/PowerBi/ConfigureReadAccess.md
+++ b/Workloads-Specific/PowerBi/ConfigureReadAccess.md
@@ -143,7 +143,7 @@ Click here for [Demostration: How to Configure Workspace App](./ConfigureWorkspa
 
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-  <img src="https://img.shields.io/badge/Total%20views-1280-limegreen" alt="Total views">
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+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
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diff --git a/Workloads-Specific/PowerBi/ConfigureWorkspaceApp.md b/Workloads-Specific/PowerBi/ConfigureWorkspaceApp.md
index e94ad9e..3400f15 100644
--- a/Workloads-Specific/PowerBi/ConfigureWorkspaceApp.md
+++ b/Workloads-Specific/PowerBi/ConfigureWorkspaceApp.md
@@ -113,7 +113,7 @@ Last updated: 2025-04-21
 
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-  <img src="https://img.shields.io/badge/Total%20views-1280-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-09-05</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
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diff --git a/Workloads-Specific/PowerBi/CopilotReports.md b/Workloads-Specific/PowerBi/CopilotReports.md
index 8211872..f11a42d 100644
--- a/Workloads-Specific/PowerBi/CopilotReports.md
+++ b/Workloads-Specific/PowerBi/CopilotReports.md
@@ -79,7 +79,7 @@ Last updated: 2025-07-22
 
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-  <img src="https://img.shields.io/badge/Total%20views-1280-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-09-05</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
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diff --git a/Workloads-Specific/PowerBi/HowUseRestAPI.md b/Workloads-Specific/PowerBi/HowUseRestAPI.md
index c305610..f39f981 100644
--- a/Workloads-Specific/PowerBi/HowUseRestAPI.md
+++ b/Workloads-Specific/PowerBi/HowUseRestAPI.md
@@ -136,7 +136,7 @@ print(response)
 
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-  <img src="https://img.shields.io/badge/Total%20views-1280-limegreen" alt="Total views">
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+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
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diff --git a/Workloads-Specific/PowerBi/IncrementalRefresh.md b/Workloads-Specific/PowerBi/IncrementalRefresh.md
index 904c129..6878efd 100644
--- a/Workloads-Specific/PowerBi/IncrementalRefresh.md
+++ b/Workloads-Specific/PowerBi/IncrementalRefresh.md
@@ -191,7 +191,7 @@ Last updated: 2025-05-02
 
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-  <img src="https://img.shields.io/badge/Total%20views-1280-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-09-05</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
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 </div>
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diff --git a/Workloads-Specific/Purview/BestPractices.md b/Workloads-Specific/Purview/BestPractices.md
index 9bdd78c..5b90e1f 100644
--- a/Workloads-Specific/Purview/BestPractices.md
+++ b/Workloads-Specific/Purview/BestPractices.md
@@ -158,7 +158,7 @@ Last updated: 2025-05-05
 
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-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
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diff --git a/Workloads-Specific/Purview/PurviewforFabric.md b/Workloads-Specific/Purview/PurviewforFabric.md
index 001d49d..1106845 100644
--- a/Workloads-Specific/Purview/PurviewforFabric.md
+++ b/Workloads-Specific/Purview/PurviewforFabric.md
@@ -117,7 +117,7 @@ graph TD
 
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-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
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diff --git a/Workloads-Specific/RealTimeIntelligence/BestPractices.md b/Workloads-Specific/RealTimeIntelligence/BestPractices.md
index de5786a..54a65eb 100644
--- a/Workloads-Specific/RealTimeIntelligence/BestPractices.md
+++ b/Workloads-Specific/RealTimeIntelligence/BestPractices.md
@@ -57,7 +57,7 @@ Click to read [Demonstration: Automating Pipeline Execution with Activator](./Fa
 
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-  <img src="https://img.shields.io/badge/Total%20views-1349-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-08-06</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
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diff --git a/Workloads-Specific/RealTimeIntelligence/FabricActivatorRulePipeline/README.md b/Workloads-Specific/RealTimeIntelligence/FabricActivatorRulePipeline/README.md
index f93f7ce..1168d38 100644
--- a/Workloads-Specific/RealTimeIntelligence/FabricActivatorRulePipeline/README.md
+++ b/Workloads-Specific/RealTimeIntelligence/FabricActivatorRulePipeline/README.md
@@ -128,7 +128,7 @@ Last updated: 2025-04-21
 
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-  <p>Refresh Date: 2025-09-05</p>
+  <img src="https://img.shields.io/badge/Total%20views-1459-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-10-15</p>
 </div>
 <!-- END BADGE -->

From dcaf7e8772fa8cb05db4556a5b63f46d7ee5a170 Mon Sep 17 00:00:00 2001
From: Timna Brown <24630902+brown9804@users.noreply.github.com>
Date: Wed, 15 Oct 2025 16:27:44 -0600
Subject: [PATCH 5/7] Enhance image accessibility in README

Added alt attributes to images for better accessibility.
---
 README.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 108ab75..98cafef 100644
--- a/README.md
+++ b/README.md
@@ -52,21 +52,21 @@ Last updated: 2025-10-15
 <summary><b> Before Fabric</b> (Click to expand)</summary>
 
 <p float="left">
-  <img src="https://github.com/brown9804/MSCloudEssentials_LPath/assets/24630902/c47ad7c0-375e-4257-b56e-7b3b89619e2f" width="450" height="200" />
-  <img src="https://github.com/brown9804/MSCloudEssentials_LPath/assets/24630902/64812721-7c24-4771-90f4-27f7a21fa9e0" width="350" height="200" />
+  <img src="https://github.com/brown9804/MSCloudEssentials_LPath/assets/24630902/c47ad7c0-375e-4257-b56e-7b3b89619e2f" width="450" height="200" alt="why0"  />
+  <img src="https://github.com/brown9804/MSCloudEssentials_LPath/assets/24630902/64812721-7c24-4771-90f4-27f7a21fa9e0" width="350" height="200" alt="why1" />
 </p>
 
 > E.g of a solution prior Microsoft Fabric:
 
 <div align="left">
-  <img src="https://github.com/user-attachments/assets/af2aa6cb-0349-481b-abe4-d8c470551899" 
+  <img src="https://github.com/user-attachments/assets/af2aa6cb-0349-481b-abe4-d8c470551899" alt="why3"
        style="width: 70%; border: 2px solid #4CAF50; border-radius: 5px; padding: 5px;"/>
 </div>
 
 > Now from one place:
 
 <div align="left">
-  <img src="https://github.com/user-attachments/assets/aaf00cd7-531a-4dc8-bf2f-c7606c607b87" 
+  <img src="https://github.com/user-attachments/assets/aaf00cd7-531a-4dc8-bf2f-c7606c607b87" alt="why4"
        style="width: 70%; border: 2px solid #4CAF50; border-radius: 5px; padding: 5px;"/>
 </div>
 

From 5c63d22bd93121ab63a9c158fac38de754c58298 Mon Sep 17 00:00:00 2001
From: Timna Brown <24630902+brown9804@users.noreply.github.com>
Date: Wed, 15 Oct 2025 16:31:58 -0600
Subject: [PATCH 6/7] Update images in README.md for Before Fabric section

---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 98cafef..2b45e57 100644
--- a/README.md
+++ b/README.md
@@ -52,8 +52,8 @@ Last updated: 2025-10-15
 <summary><b> Before Fabric</b> (Click to expand)</summary>
 
 <p float="left">
-  <img src="https://github.com/brown9804/MSCloudEssentials_LPath/assets/24630902/c47ad7c0-375e-4257-b56e-7b3b89619e2f" width="450" height="200" alt="why0"  />
-  <img src="https://github.com/brown9804/MSCloudEssentials_LPath/assets/24630902/64812721-7c24-4771-90f4-27f7a21fa9e0" width="350" height="200" alt="why1" />
+  <img src="https://github.com/brown9804/MSCloudEssentials_LPath/assets/24630902/c47ad7c0-375e-4257-b56e-7b3b89619e2f" width="450" height="200" />
+  <img src="https://github.com/user-attachments/assets/1cbb0198-774c-498d-ab60-2f4c8e2a4218" width="350" height="190" />
 </p>
 
 > E.g of a solution prior Microsoft Fabric:

From c28b9590cbaa3cc41955af635cffee416fe47a74 Mon Sep 17 00:00:00 2001
From: Timna Brown <24630902+brown9804@users.noreply.github.com>
Date: Wed, 15 Oct 2025 16:33:29 -0600
Subject: [PATCH 7/7] Enhance image tags with alt attributes

Added alt attributes to images for better accessibility.
---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 2b45e57..8ce1e7b 100644
--- a/README.md
+++ b/README.md
@@ -52,8 +52,8 @@ Last updated: 2025-10-15
 <summary><b> Before Fabric</b> (Click to expand)</summary>
 
 <p float="left">
-  <img src="https://github.com/brown9804/MSCloudEssentials_LPath/assets/24630902/c47ad7c0-375e-4257-b56e-7b3b89619e2f" width="450" height="200" />
-  <img src="https://github.com/user-attachments/assets/1cbb0198-774c-498d-ab60-2f4c8e2a4218" width="350" height="190" />
+  <img src="https://github.com/brown9804/MSCloudEssentials_LPath/assets/24630902/c47ad7c0-375e-4257-b56e-7b3b89619e2f" width="450" height="200" alt="why0" />
+  <img src="https://github.com/user-attachments/assets/1cbb0198-774c-498d-ab60-2f4c8e2a4218" width="350" height="190" alt="why2" />
 </p>
 
 > E.g of a solution prior Microsoft Fabric: