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Abinet
Copper Contributor
May 03, 2025
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1Comment
Optimizing Three-Tier Architecture for Scalable, Secure, and High-Traffic Web Applications
What is your preferred approach for implementing a **three-tier architecture** to efficiently deploy modern web applications that can handle **high internet traffic** with **automatic scaling**? Key considerations: - **Security:** Restricting direct user access to only the frontend via a **public load balancer**, while shielding backend and database tiers from the internet. - **Scalability & Availability:** Utilizing **Virtual Machine Scale Sets** to ensure high availability and reliability by distributing servers across multiple **Zones and Availability Sets**. How do you structure your deployment to achieve optimal **performance, security, and resilience**? Let's discuss best practices!
Abinet
Copper Contributor
Apr 28, 2025
50Views
0likes
2Comments
Azure Course Blueprints
Please refer to the updated document now in Azure Architecture Blog https://aka.ms/courseblueprint Overview The Course Blueprint is a comprehensive visual guide to the Azure ecosystem, integrating all the resources, tools, structures, and connections covered in the course into one inclusive diagram. It enables students to map out and understand the elements they've studied, providing a clear picture of their place within the larger Azure ecosystem. It serves as a 1:1 representation of all the topics officially covered in the instructor-led training. Links: Each icon in the blueprint has a hyperlink to the pertinent document in the learning path on Learn. Layers: You have the capability to filter layers to concentrate on segments of the course by modules. I.E.: Just day 1 of AZ-104, using filters in Visio and selecting modules 1-3 Enhanced Integration: The Visio Template+ for expert courses such as SC-100 and AZ-305 now features an additional layer that allows you to compare SC-100, AZ-500, and SC-300 within the same diagram. Similarly, you can compare any combination of AZ-305, AZ-204, AZ-700, and AZ-104 to identify differences and study gaps. Since SC-300 and AZ-500 are potential prerequisites for SC-100, and AZ-204 or AZ-104 for AZ-305, this comparison is particularly useful for understanding the extra knowledge or skills required to advance to the next level. Advantages for Students Defined Goals: The blueprint presents learners with a clear vision of what they are expected to master and achieve by the course’s end. Focused Learning: By spotlighting the course content and learning targets, it steers learners’ efforts towards essential areas, leading to more productive learning. Progress Tracking: The blueprint allows learners to track their advancement and assess their command of the course material. New Feature: A comprehensive list of topics for each slide deck is now available in a downloadable .xlsx file. Each entry includes a link to Learn and its dependencies. Download links Associate Level PDF Visio Released Updated Contents! AZ-104 Azure Administrator Associate Blueprint [PDF] Template 12/14/2023 10/28/2024 Contents AZ-204 Azure Developer Associate Blueprint [PDF] Template 11/05/2024 11/11/2024 Contents AZ-500 Azure Security Engineer Associate Blueprint [PDF] Template+ 01/09/2024 10/10/2024 Contents AZ-700 Azure Network Engineer Associate Blueprint [PDF] Template 01/25/2024 11/04/2024 Contents SC-300 Identity and Access Administrator Associate Blueprint [PDF] Template 10/10/2024 Contents Specialty PDF Visio Released Updated AZ-140 Azure Virtual Desktop Specialty Blueprint [PDF] Template 01/03/2024 02/05/2024 Expert level PDF Visio Released Updated AZ-305 Designing Microsoft Azure Infrastructure Solutions Blueprint [PDF] Template+ AZ-104 AZ-204 AZ-700 05/07/2024 12/09/2024 Contents SC-100 Microsoft Cybersecurity Architect Blueprint [PDF] Template+ AZ-500 SC-300 10/10/2024 Contents Skill based Credentialing PDF Visio Released Updated AZ-1002 Configure secure access to your workloads using Azure virtual networking Blueprint [PDF] Template 05/27/2024 Contents AZ-1003 Secure storage for Azure Files and Azure Blob Storage Blueprint [PDF] Template 02/07/2024 02/05/2024 Contents Benefits for Trainers: Trainers can follow this plan to design a tailored diagram for their course, filled with notes. They can construct this comprehensive diagram during class on a whiteboard and continuously add to it in each session. This evolving visual aid can be shared with students to enhance their grasp of the subject matter. Introduction to Course Blueprint for Trainers [10 minutes + comments] Real life demo AZ-104 Advanced Networking section [3 minutes] Visio stencils Azure icons - Azure Architecture Center | Microsoft Learn Subscribe if you want to get notified of any update like new releases or updates. My email ilan.nyska@microsoft.com LinkedIn https://www.linkedin.com/in/ilan-nyska/ Celebrating 30,000 Downloads! Please consider sharing your anonymous feedback <-- [~ 40 seconds to complete]
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Ilan_Nyska
Microsoft
Apr 23, 2025
Architect
Architecting
AZ-1002
AZ-1003
AZ-104
61KViews
25likes
29Comments
Leverage Azure Durable Functions to build lightweight ETL Data Jobs
This blog is co-authored by Dr. Magesh Kasthuri, Distinguished Member of Technical Staff (Wipro) and Sanjeev Radhakishin Assudani, Azure COE Principal Architect (Wipro). This blog post aims to provide you with insights into how Azure Durable functions can be considered as an alternate design choice to build lightweight Azure native solution for data ingestion and transformation. While the solution discussed in this blog pertains to a healthcare industry customer, the design approach presented here is generic and applicable across industries. The scenario A leading healthcare provider planned to modernize Medicare Auto Enrollment Engine (AEE) and Premium Billing capabilities to enable a robust, scalable, and cost-effective solution across their Medicare business line. One of the key requirements was to build an integration layer to their healthcare administration platform into its database which will process the benefit enrollment and maintenance of hundreds of JSON files. Proposed solution will ingest, transform, and load the data in their Database platform on a daily incremental file and monthly audit file basis. The challenge was to identify a most cost effective ETL data engine solution in the real-world scenario to do complex processing in the integration layer yet lightweight. Below is the list of possible solutions identified: o Azure Data Bricks o Mulesoft APIs o Azure Logic Apps o Azure Durable Functions After careful evaluation, Azure Durable Function was chosen to build the integration layer. The following objectives were identified: Azure Durable functions offer modernized and scalable solution for building and managing serverless workflows Lightweight data jobs can be implemented using durable functions and avoid heavy compute intensive services when not needed. Optimized performance to complete the end-to-end enrichment process within hours. Solution components In today's data-driven world, the ability to efficiently handle ETL (Extract, Transform, Load) jobs is crucial for any organization looking to gain insights from their data. Azure provides a robust platform to develop native solutions for ETL jobs, utilizing a combination of Azure Data Factory (ADF) pipelines, Azure Durable Functions, Azure SQL Database, and Azure Storage. This article will guide you through the detailed process of developing an Azure native solution for ETL jobs, encompassing data load, ingestion, transformation, and staging activities. This solution approach avoids Azure Data Lake (ADLS 2) or Databricks to avoid cost bulge or heavy weight architecture and also helps you to define a lightweight reference architecture for high load data processing jobs. Architecture Overview The architecture for an Azure native ETL solution involves several components working together seamlessly. The key components include: Azure Data Factory (ADF) Pipeline: Orchestrates data flow and automates ETL processes. Azure Durable Functions: Handles ingestion and transformation tasks using C# and .NET code. Azure SQL Database: Used for data enrichment and final storage. Azure Storage: To store raw feed files, manage staging activities and temporary data storage. Application Insights & Monitoring: Provides observability and activity tracking. Azure Durable Function Monitor: It provides UI to debug, monitor and manage the orchestration instances. Azure Key Vault: To store secrets like keys, connection strings. Architecture Diagram Azure Data Factory (ADF) Pipeline ADF serves as the backbone of the ETL process. It orchestrates the entire data flow, ensuring that data is moved efficiently from one stage to another. ADF pipelines can be scheduled to run at specific intervals or triggered by events, providing flexibility in managing ETL workflows. Azure Blob Storage Azure Blob Storage acts as the initial landing zone for raw feed data. It is highly scalable and cost-effective, making it ideal for storing large volumes of data. Data is loaded into Blob Storage from various sources, ready for further processing. Azure Durable Functions Durable Functions are a powerful feature of Azure Functions that allow for long-running, stateful operations. Using C# and .NET code, Durable Functions can perform complex data ingestion and transformation tasks. They provide reliability and scalability, ensuring that data processing is efficient and fault tolerant. Azure SQL Database Azure SQL Database is used for data enrichment and final storage. After the transformation process, data is loaded into the SQL database where it can be enriched with additional metadata and made ready for analytics and reporting. It provides high performance, security, and availability. Azure Storage for Staging Activities During the ETL process, intermediate data needs to be temporarily stored. Azure Storage plays a crucial role in managing these staging activities. It ensures that data is available for subsequent processing steps, maintaining the integrity and flow of the ETL pipeline. Observability and Monitoring Application Insights Application Insights is an essential tool for monitoring the health and performance of your ETL solution. It provides real-time insights into application performance, helping to identify and troubleshoot issues quickly. By tracking metrics and logs, you can ensure that your ETL processes are running smoothly and efficiently. Activity Tracking Activity tracking is crucial for understanding the flow and status of data through the ETL pipeline. Logging and monitoring tools can provide detailed information about each step in the process, allowing for better visibility and control. This ensures that any anomalies or failures can be detected and addressed promptly. Durable Function Monitor This is an important tool to list, monitor and debug the orchestrations inside the Azure Durable Function. We can configure this as an extension in Visual Studio code. It helps to view the different instances of orchestrators and activity functions. It also shows the time taken to execute them, this is important for tracking the performance of the different steps in the ETL process. We can also view the Azure Durable Function in the form of a function graph. Kudu Logs This traces the execution of the different orchestrators, activity functions and the native functions. This helps to see the exceptions raised, or whether there are replay happening for the orchestrators, activity functions. Best Practices for Implementing the Solution Here are some best practices to ensure the successful implementation of your Azure native ETL solution: Design for Scalability: Ensure that your solution can handle increasing data volumes and processing demands by leveraging Azure's scalable services. Optimize Data Storage: Use appropriate data storage solutions for different stages of the ETL process, balancing cost and performance. Implement Robust Monitoring: Use Application Insights, Durable Function Monitor and other monitoring tools to track performance and detect issues early. Ensure Data Security: Implement strong security measures to protect sensitive data at rest and in transit. Automate and Schedule Pipelines: Use ADF to automate and schedule ETL pipelines, reducing manual intervention and ensuring consistency. Use Durable Functions for Complex Tasks: Leverage Azure Durable Functions for long running and stateful operations, ensuring reliability and efficiency. By following these guidelines and leveraging Azure's powerful tools and services, you can develop a robust and efficient ETL solution that meets your data processing needs. Azure provides a flexible and scalable platform, enabling you to handle large data volumes and complex transformations with ease. Embrace the power of Azure to unlock the full potential of your data.
Sireesha_Mudapaka
Microsoft
Apr 20, 2025
azure architecture
azure durable functions
etl
295Views
4likes
1Comment
What is the first thing you should change if you are hacked? ((ConnEct~FaceBook))
Yes, Urgent Steps to Take If Your System. If you are hacked, 18/88/6/69/98/39 the first thing to change is your password. Create a strong, unique one using letters, numbers, and symbols.
esdgertwe4
Copper Contributor
Apr 04, 2025
19Views
0likes
0Comments
What is the first thing you should change if you are hacked? ((FaceBook~ConnEct))
Yes, Urgent Steps to Take If Your System. If you are hacked, 18/88/6/69/98/39 the first thing to change is your password. Create a strong, unique one using letters, numbers, and symbols.
vzxcvzdxd3
Copper Contributor
Apr 04, 2025
50Views
0likes
0Comments
What is the first thing you should change if you are hacked? ((RecoVer~Account))
Yes, Urgent Steps to Take If Your System. If you are hacked, 18/88/6/69/98/39 the first thing to change is your password. Create a strong, unique one using letters, numbers, and symbols.
vzxcvzdxd3
Copper Contributor
Apr 04, 2025
40Views
0likes
0Comments
Can Facebook help me get back into my account?
Yes, Facebook can help you regain access to your account. You can initiate the recovery process by 18/88/6/69/98/39 going to the Facebook login page and following the prompts to find your account, or by visiting the "Recover your account" page.
mayanagary
Copper Contributor
Apr 02, 2025
25Views
0likes
0Comments
Can Facebook help me get back into my account?
Yes, Facebook can help you regain access to your account. You can initiate the recovery process by 1/888/6/69/98/39 going to the Facebook login page and following the prompts to find your account, or by visiting the "Recover your account" page.
mayanagary
Copper Contributor
Apr 02, 2025
11Views
0likes
0Comments
Best Practices for Designing a Hub-and-Spoke Architecture in Azure
The Hub-and-Spoke architecture is a common networking model in Microsoft Azure, designed to improve security, manageability, and scalability for enterprises and cloud workloads. By centralizing network resources in a hub and connecting multiple spoke virtual networks (VNets), organizations can enforce governance while enabling controlled communication across workloads. However, designing an optimal Hub-and-Spoke architecture requires careful planning to ensure security, performance, and cost efficiency. This post will explore the best practices to help you build a robust and scalable architecture in Azure. 1. Understanding the Hub-and-Spoke Model In this architecture: The Hub serves as the central point for connectivity, hosting shared services like firewalls, VPN/ExpressRoute gateways, and identity services. The Spokes are individual VNets that connect to the hub, typically representing isolated workloads, applications, or business units. Peering is used to establish communication between the hub and spokes, with the option to enable or restrict direct spoke-to-spoke communication. Key Benefit: Centralized management of network traffic, security, and hybrid connectivity. 2. Designing an Effective Hub The hub is the backbone of your architecture, so it must be designed with scalability and security in mind: ✅ Use Azure Virtual WAN if you need a global-scale Hub-and-Spoke deployment with automated routing and traffic management. ✅ Leverage Azure Firewall for centralized security and to enforce traffic control between spokes. ✅ Implement Network Security Groups (NSGs) to restrict inbound/outbound traffic and define granular security policies. ✅ Optimize traffic flow with Route Tables (UDRs) to avoid asymmetric routing and performance bottlenecks. ✅ Ensure high availability by deploying redundant VPN or ExpressRoute gateways in active-active mode. Tip: Avoid placing unnecessary workloads in the hub to prevent performance degradation. 3. Managing Spoke Communication and Isolation Each spoke VNet should be logically and securely isolated while allowing required communication paths. ✅ Limit direct spoke-to-spoke communication by routing traffic through the hub unless specific business requirements demand otherwise. ✅ Use Private Endpoints to securely access PaaS services without exposing them to the public internet. ✅ Enforce Zero Trust principles by using Azure Private Link and restricting access to critical workloads. Tip: Avoid transitive peering unless absolutely necessary; use the hub to manage inter-spoke traffic. 4. Performance and Cost Optimization An efficient Hub-and-Spoke design ensures minimal latency and optimized costs. ✅ Use Accelerated Networking on VMs to enhance throughput and reduce network latency. ✅ Implement Azure Route Server to dynamically manage routes between the hub and spokes. ✅ Monitor network traffic with Azure Monitor and Traffic Analytics to detect bottlenecks and optimize network flow. ✅ Optimize ExpressRoute or VPN usage by choosing the right SKU based on bandwidth and redundancy needs. Tip: Reduce unnecessary traffic through NSG rules and route tables to avoid extra processing costs. 5. Governance and Automation To maintain consistency and reduce human errors, use automation and governance best practices: ✅ Deploy infrastructure as code (IaC) using ARM templates, Bicep, or Terraform for reproducible deployments. ✅ Enforce security policies with Azure Policy to ensure compliance with networking standards. ✅ Use Role-Based Access Control (RBAC) to define strict access levels for managing network resources. ✅ Monitor and log network activity using Azure Sentinel and Azure Monitor to detect anomalies. Tip: Automate network provisioning using Azure DevOps or GitHub Actions for efficiency and consistency. Final Thoughts A well-designed Hub-and-Spoke architecture in Azure provides centralized security, simplified management, and scalable connectivity. However, to maximize its benefits, it's essential to carefully plan network security, routing, and cost optimization while leveraging Azure’s built-in automation and monitoring tools. 🔹 What challenges have you faced when implementing a Hub-and-Spoke model in Azure? 🔹 What best practices have worked well for your organization? Let’s discuss in the comments! 🚀
MercedesCustodio24
Copper Contributor
Mar 31, 2025
582Views
3likes
1Comment

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","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"12","kudosSumWeight":1,"repliesCount":1,"readOnly":false,"tags":{"__typename":"TagConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[]},"timeToRead":1,"images":{"__typename":"AssociatedImageConnection","edges":[{"__typename":"AssociatedImageEdge","cursor":"MjUuMXwyLjF8b3wyNXxfTlZffDE","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NDAwOTIyLUNKcnY5WA?revision=1\"}"}}],"totalCount":1,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"videos":{"__typename":"VideoConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}}},"Conversation:conversation:4405977":{"__typename":"Conversation","id":"conversation:4405977","topic":{"__typename":"ForumTopicMessage","uid":4405977},"lastPostingActivityTime":"2025-04-28T03:09:18.234-07:00","solved":false},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NDA1OTc3LXlINFZwdg?revision=1\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NDA1OTc3LXlINFZwdg?revision=1","title":"step3Github.png","associationType":"BODY","width":1920,"height":1080,"altText":""},"ForumTopicMessage:message:4405977":{"__typename":"ForumTopicMessage","subject":"Optimizing Three-Tier Architecture for Scalable, Secure, and High-Traffic Web Applications","conversation":{"__ref":"Conversation:conversation:4405977"},"id":"message:4405977","revisionNum":1,"uid":4405977,"depth":0,"board":{"__ref":"Forum:board:AzureArchitecture"},"author":{"__ref":"User:user:2903909"},"metrics":{"__typename":"MessageMetrics","views":50},"postTime":"2025-04-19T22:31:07.622-07:00","lastPublishTime":"2025-04-19T22:31:07.622-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" What is your preferred approach for implementing a **three-tier architecture** to efficiently deploy modern web applications that can handle **high internet traffic** with **automatic scaling**? Key considerations: - **Security:** Restricting direct user access to only the frontend via a **public load balancer**, while shielding backend and database tiers from the internet. - **Scalability & Availability:** Utilizing **Virtual Machine Scale Sets** to ensure high availability and reliability by distributing servers across multiple **Zones and Availability Sets**. How do you structure your deployment to achieve optimal **performance, security, and resilience**? Let's discuss best practices! ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"762","kudosSumWeight":0,"repliesCount":2,"readOnly":false,"tags":{"__typename":"TagConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[]},"timeToRead":1,"images":{"__typename":"AssociatedImageConnection","edges":[{"__typename":"AssociatedImageEdge","cursor":"MjUuMXwyLjF8b3wyNXxfTlZffDE","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NDA1OTc3LXlINFZwdg?revision=1\"}"}}],"totalCount":1,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"videos":{"__typename":"VideoConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}}},"Conversation:conversation:4012399":{"__typename":"Conversation","id":"conversation:4012399","topic":{"__typename":"ForumTopicMessage","uid":4012399},"lastPostingActivityTime":"2025-04-23T11:23:49.552-07:00","solved":true},"User:user:171629":{"__typename":"User","uid":171629,"login":"Ilan_Nyska","registrationData":{"__typename":"RegistrationData","status":null},"deleted":false,"rank":{"__typename":"Rank","name":"Microsoft","color":"333333","rankStyle":"OUTLINE"},"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/dS0xNzE2MjktNTM2MTE1aTc2N0MzOTJGOTMzNDM0ODM"},"id":"user:171629"},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MDEyMzk5LWFrY3dWNQ?revision=165\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MDEyMzk5LWFrY3dWNQ?revision=165","title":"image.png","associationType":"BODY","width":946,"height":746,"altText":""},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MDEyMzk5LTU3OTQ1NGlBRTFFNzU3MEJFMkM5Mjc0?revision=165\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MDEyMzk5LTU3OTQ1NGlBRTFFNzU3MEJFMkM5Mjc0?revision=165","title":"IlanNyska_1-1715292047568.png","associationType":"BODY","width":738,"height":285,"altText":"IlanNyska_1-1715292047568.png"},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MDEyMzk5LU10R2xvTQ?revision=165\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MDEyMzk5LU10R2xvTQ?revision=165","title":"Ilan_Nyska_0-1728577054409.png","associationType":"BODY","width":965,"height":211,"altText":""},"ForumTopicMessage:message:4012399":{"__typename":"ForumTopicMessage","subject":"Azure Course Blueprints","conversation":{"__ref":"Conversation:conversation:4012399"},"id":"message:4012399","revisionNum":165,"uid":4012399,"depth":0,"board":{"__ref":"Forum:board:AzureArchitecture"},"author":{"__ref":"User:user:171629"},"metrics":{"__typename":"MessageMetrics","views":61441},"postTime":"2023-12-18T12:52:47.372-08:00","lastPublishTime":"2025-02-10T21:05:13.691-08:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" \n \n \n Please refer to the updated document now in Azure Architecture Blog \n https://aka.ms/courseblueprint Overview \n The Course Blueprint is a comprehensive visual guide to the Azure ecosystem, integrating all the resources, tools, structures, and connections covered in the course into one inclusive diagram. \n It enables students to map out and understand the elements they've studied, providing a clear picture of their place within the larger Azure ecosystem. \n \n It serves as a 1:1 representation of all the topics officially covered in the instructor-led training. \n \n \n \n Links: \n Each icon in the blueprint has a hyperlink to the pertinent document in the learning path on Learn. \n \n Layers: \n You have the capability to filter layers to concentrate on segments of the course by modules. \n I.E.: Just day 1 of AZ-104, using filters in Visio and selecting modules 1-3 \n \n \n Enhanced Integration: The Visio Template+ for expert courses such as SC-100 and AZ-305 now features an additional layer that allows you to compare SC-100, AZ-500, and SC-300 within the same diagram. Similarly, you can compare any combination of AZ-305, AZ-204, AZ-700, and AZ-104 to identify differences and study gaps. Since SC-300 and AZ-500 are potential prerequisites for SC-100, and AZ-204 or AZ-104 for AZ-305, this comparison is particularly useful for understanding the extra knowledge or skills required to advance to the next level. \n \n Advantages for Students \n \n \n Defined Goals: The blueprint presents learners with a clear vision of what they are expected to master and achieve by the course’s end. \n Focused Learning: By spotlighting the course content and learning targets, it steers learners’ efforts towards essential areas, leading to more productive learning. \n Progress Tracking: The blueprint allows learners to track their advancement and assess their command of the course material. \n New Feature: A comprehensive list of topics for each slide deck is now available in a downloadable .xlsx file. Each entry includes a link to Learn and its dependencies. \n \n Download links \n \n \n \n \n \n \n Associate Level \n \n \n PDF \n \n \n Visio \n \n \n Released \n Updated \n \n \n Contents! \n \n \n \n \n AZ-104 Azure Administrator Associate \n \n \n Blueprint [PDF] \n \n \n Template \n \n \n 12/14/2023 10/28/2024 \n \n \n Contents \n \n \n \n \n AZ-204 Azure Developer Associate \n \n \n Blueprint [PDF] \n \n \n Template \n \n \n 11/05/2024 11/11/2024 \n \n \n Contents \n \n \n \n \n AZ-500 Azure Security Engineer Associate \n \n \n Blueprint [PDF] \n \n \n Template+ \n \n \n 01/09/2024 10/10/2024 \n \n \n Contents \n \n \n \n \n AZ-700 Azure Network Engineer Associate \n \n \n Blueprint [PDF] \n \n \n Template \n \n \n 01/25/2024 11/04/2024 \n \n \n Contents \n \n \n \n \n SC-300 Identity and Access Administrator Associate \n \n \n Blueprint [PDF] \n \n \n Template \n \n \n 10/10/2024 \n \n \n Contents \n \n \n \n Specialty \n \n PDF \n \n \n Visio \n \n \n Released Updated \n \n \n \n \n \n \n \n AZ-140 Azure Virtual Desktop Specialty \n \n \n Blueprint [PDF] \n \n \n Template \n \n \n 01/03/2024 02/05/2024 \n \n \n \n \n \n \n \n Expert level \n \n \n PDF \n \n \n Visio \n \n \n Released Updated \n \n \n \n \n \n \n \n AZ-305 Designing Microsoft Azure Infrastructure Solutions \n \n \n Blueprint [PDF] \n \n \n Template+ AZ-104 AZ-204 AZ-700 \n \n \n 05/07/2024 12/09/2024 \n \n \n Contents \n \n \n \n \n SC-100 Microsoft Cybersecurity Architect \n \n \n Blueprint [PDF] \n \n \n Template+ \n AZ-500 SC-300 \n \n \n 10/10/2024 \n \n \n Contents \n \n \n \n \n Skill based Credentialing \n \n \n PDF \n \n \n Visio \n \n \n Released \n Updated \n \n \n \n \n \n \n \n AZ-1002 Configure secure access to your workloads using Azure virtual networking \n \n \n Blueprint [PDF] \n \n \n Template \n \n \n 05/27/2024 \n \n \n Contents \n \n \n \n \n AZ-1003 Secure storage for Azure Files and Azure Blob Storage \n \n \n Blueprint [PDF] \n \n \n Template \n \n \n 02/07/2024 \n 02/05/2024 \n \n Contents \n \n \n \n \n \n \n Benefits for Trainers: \n Trainers can follow this plan to design a tailored diagram for their course, filled with notes. They can construct this comprehensive diagram during class on a whiteboard and continuously add to it in each session. This evolving visual aid can be shared with students to enhance their grasp of the subject matter. \n \n Introduction to Course Blueprint for Trainers [10 minutes + comments] \n \n \n \n \n \n Real life demo AZ-104 Advanced Networking section [3 minutes] \n \n Visio stencils Azure icons - Azure Architecture Center | Microsoft Learn \n \n Subscribe if you want to get notified of any update like new releases or updates. \n My email ilan.nyska@microsoft.com LinkedIn https://www.linkedin.com/in/ilan-nyska/ \n \n Celebrating 30,000 Downloads! \n Please consider sharing your anonymous feedback <-- [~ 40 seconds to complete] \n \n 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Azure Durable Functions to build lightweight ETL Data Jobs","conversation":{"__ref":"Conversation:conversation:4395891"},"id":"message:4395891","revisionNum":1,"uid":4395891,"depth":0,"board":{"__ref":"Forum:board:AzureArchitecture"},"author":{"__ref":"User:user:2905555"},"metrics":{"__typename":"MessageMetrics","views":295},"postTime":"2025-03-21T06:19:18.184-07:00","lastPublishTime":"2025-03-21T06:19:18.184-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" This blog is co-authored by Dr. Magesh Kasthuri, Distinguished Member of Technical Staff (Wipro) and Sanjeev Radhakishin Assudani, Azure COE Principal Architect (Wipro). \n \n This blog post aims to provide you with insights into how Azure Durable functions can be considered as an alternate design choice to build lightweight Azure native solution for data ingestion and transformation. While the solution discussed in this blog pertains to a healthcare industry customer, the design approach presented here is generic and applicable across industries. \n \n The scenario \n A leading healthcare provider planned to modernize Medicare Auto Enrollment Engine (AEE) and Premium Billing capabilities to enable a robust, scalable, and cost-effective solution across their Medicare business line. One of the key requirements was to build an integration layer to their healthcare administration platform into its database which will process the benefit enrollment and maintenance of hundreds of JSON files. \n Proposed solution will ingest, transform, and load the data in their Database platform on a daily incremental file and monthly audit file basis. The challenge was to identify a most cost effective ETL data engine solution in the real-world scenario to do complex processing in the integration layer yet lightweight. Below is the list of possible solutions identified: \n o Azure Data Bricks \n o Mulesoft APIs \n o Azure Logic Apps \n o Azure Durable Functions \n After careful evaluation, Azure Durable Function was chosen to build the integration layer. The following objectives were identified: \n \n Azure Durable functions offer modernized and scalable solution for building and managing serverless workflows \n \n \n Lightweight data jobs can be implemented using durable functions and avoid heavy compute intensive services when not needed. \n Optimized performance to complete the end-to-end enrichment process within hours. \n \n \n Solution components \n In today's data-driven world, the ability to efficiently handle ETL (Extract, Transform, Load) jobs is crucial for any organization looking to gain insights from their data. Azure provides a robust platform to develop native solutions for ETL jobs, utilizing a combination of Azure Data Factory (ADF) pipelines, Azure Durable Functions, Azure SQL Database, and Azure Storage. This article will guide you through the detailed process of developing an Azure native solution for ETL jobs, encompassing data load, ingestion, transformation, and staging activities. This solution approach avoids Azure Data Lake (ADLS 2) or Databricks to avoid cost bulge or heavy weight architecture and also helps you to define a lightweight reference architecture for high load data processing jobs. \n Architecture Overview \n The architecture for an Azure native ETL solution involves several components working together seamlessly. The key components include: \n \n Azure Data Factory (ADF) Pipeline: Orchestrates data flow and automates ETL processes. \n Azure Durable Functions: Handles ingestion and transformation tasks using C# and .NET code. \n Azure SQL Database: Used for data enrichment and final storage. \n Azure Storage: To store raw feed files, manage staging activities and temporary data storage. \n Application Insights & Monitoring: Provides observability and activity tracking. \n Azure Durable Function Monitor: It provides UI to debug, monitor and manage the orchestration instances. \n Azure Key Vault: To store secrets like keys, connection strings. \n \n Architecture Diagram \n \n \n \n \n Azure Data Factory (ADF) Pipeline \n \n ADF serves as the backbone of the ETL process. It orchestrates the entire data flow, ensuring that data is moved efficiently from one stage to another. ADF pipelines can be scheduled to run at specific intervals or triggered by events, providing flexibility in managing ETL workflows. \n \n Azure Blob Storage \n \n Azure Blob Storage acts as the initial landing zone for raw feed data. It is highly scalable and cost-effective, making it ideal for storing large volumes of data. Data is loaded into Blob Storage from various sources, ready for further processing. \n \n Azure Durable Functions \n \n Durable Functions are a powerful feature of Azure Functions that allow for long-running, stateful operations. Using C# and .NET code, Durable Functions can perform complex data ingestion and transformation tasks. They provide reliability and scalability, ensuring that data processing is efficient and fault tolerant. \n \n Azure SQL Database \n \n Azure SQL Database is used for data enrichment and final storage. After the transformation process, data is loaded into the SQL database where it can be enriched with additional metadata and made ready for analytics and reporting. It provides high performance, security, and availability. \n \n Azure Storage for Staging Activities \n \n During the ETL process, intermediate data needs to be temporarily stored. Azure Storage plays a crucial role in managing these staging activities. It ensures that data is available for subsequent processing steps, maintaining the integrity and flow of the ETL pipeline. \n Observability and Monitoring \n Application Insights \n Application Insights is an essential tool for monitoring the health and performance of your ETL solution. It provides real-time insights into application performance, helping to identify and troubleshoot issues quickly. By tracking metrics and logs, you can ensure that your ETL processes are running smoothly and efficiently. \n Activity Tracking \n Activity tracking is crucial for understanding the flow and status of data through the ETL pipeline. Logging and monitoring tools can provide detailed information about each step in the process, allowing for better visibility and control. This ensures that any anomalies or failures can be detected and addressed promptly. \n Durable Function Monitor \n This is an important tool to list, monitor and debug the orchestrations inside the Azure Durable Function. We can configure this as an extension in Visual Studio code. It helps to view the different instances of orchestrators and activity functions. It also shows the time taken to execute them, this is important for tracking the performance of the different steps in the ETL process. We can also view the Azure Durable Function in the form of a function graph. \n Kudu Logs \n This traces the execution of the different orchestrators, activity functions and the native functions. This helps to see the exceptions raised, or whether there are replay happening for the orchestrators, activity functions. \n Best Practices for Implementing the Solution \n Here are some best practices to ensure the successful implementation of your Azure native ETL solution: \n \n Design for Scalability: Ensure that your solution can handle increasing data volumes and processing demands by leveraging Azure's scalable services. \n Optimize Data Storage: Use appropriate data storage solutions for different stages of the ETL process, balancing cost and performance. \n Implement Robust Monitoring: Use Application Insights, Durable Function Monitor and other monitoring tools to track performance and detect issues early. \n Ensure Data Security: Implement strong security measures to protect sensitive data at rest and in transit. \n Automate and Schedule Pipelines: Use ADF to automate and schedule ETL pipelines, reducing manual intervention and ensuring consistency. \n Use Durable Functions for Complex Tasks: Leverage Azure Durable Functions for long running and stateful operations, ensuring reliability and efficiency. \n \n By following these guidelines and leveraging Azure's powerful tools and services, you can develop a robust and efficient ETL solution that meets your data processing needs. Azure provides a flexible and scalable platform, enabling you to handle large data volumes and complex transformations with ease. Embrace the power of Azure to unlock the full potential of your data. 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((ConnEct~FaceBook))","conversation":{"__ref":"Conversation:conversation:4400842"},"id":"message:4400842","revisionNum":1,"uid":4400842,"depth":0,"board":{"__ref":"Forum:board:AzureArchitecture"},"author":{"__ref":"User:user:2982692"},"metrics":{"__typename":"MessageMetrics","views":19},"postTime":"2025-04-03T22:58:24.738-07:00","lastPublishTime":"2025-04-03T22:58:24.738-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" Yes, Urgent Steps to Take If Your System. If you are hacked, 18/88/6/69/98/39 the first thing to change is your password. Create a strong, unique one using letters, numbers, and symbols. 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You can initiate the recovery process by 18/88/6/69/98/39 going to the Facebook login page and following the prompts to find your account, or by visiting the \"Recover your account\" page. ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"246","kudosSumWeight":0,"repliesCount":0,"readOnly":false,"tags":{"__typename":"TagConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[]},"timeToRead":1,"images":{"__typename":"AssociatedImageConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"videos":{"__typename":"VideoConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}}},"Conversation:conversation:4400333":{"__typename":"Conversation","id":"conversation:4400333","topic":{"__typename":"ForumTopicMessage","uid":4400333},"lastPostingActivityTime":"2025-04-02T15:57:15.893-07:00","solved":false},"ForumTopicMessage:message:4400333":{"__typename":"ForumTopicMessage","subject":"Can Facebook help me get back into my account?","conversation":{"__ref":"Conversation:conversation:4400333"},"id":"message:4400333","revisionNum":1,"uid":4400333,"depth":0,"board":{"__ref":"Forum:board:AzureArchitecture"},"author":{"__ref":"User:user:2980780"},"metrics":{"__typename":"MessageMetrics","views":11},"postTime":"2025-04-02T15:57:15.893-07:00","lastPublishTime":"2025-04-02T15:57:15.893-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" Yes, Facebook can help you regain access to your account. You can initiate the recovery process by 1/888/6/69/98/39 going to the Facebook login page and following the prompts to find your account, or by visiting the \"Recover your account\" page. ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"246","kudosSumWeight":0,"repliesCount":0,"readOnly":false,"tags":{"__typename":"TagConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[]},"timeToRead":1,"images":{"__typename":"AssociatedImageConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"videos":{"__typename":"VideoConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}}},"Conversation:conversation:4383093":{"__typename":"Conversation","id":"conversation:4383093","topic":{"__typename":"ForumTopicMessage","uid":4383093},"lastPostingActivityTime":"2025-03-31T15:03:53.923-07:00","solved":false},"User:user:2918477":{"__typename":"User","uid":2918477,"login":"MercedesCustodio24","registrationData":{"__typename":"RegistrationData","status":null},"deleted":false,"rank":{"__typename":"Rank","name":"Copper Contributor","color":"333333","rankStyle":"TEXT"},"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/dS0yOTE4NDc3LVRXVWpoag?image-coordinates=0%2C0%2C1024%2C1024"},"id":"user:2918477"},"ForumTopicMessage:message:4383093":{"__typename":"ForumTopicMessage","subject":"Best Practices for Designing a Hub-and-Spoke Architecture in Azure","conversation":{"__ref":"Conversation:conversation:4383093"},"id":"message:4383093","revisionNum":1,"uid":4383093,"depth":0,"board":{"__ref":"Forum:board:AzureArchitecture"},"author":{"__ref":"User:user:2918477"},"metrics":{"__typename":"MessageMetrics","views":582},"postTime":"2025-02-19T08:05:51.593-08:00","lastPublishTime":"2025-02-19T08:05:51.593-08:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" The Hub-and-Spoke architecture is a common networking model in Microsoft Azure, designed to improve security, manageability, and scalability for enterprises and cloud workloads. By centralizing network resources in a hub and connecting multiple spoke virtual networks (VNets), organizations can enforce governance while enabling controlled communication across workloads. However, designing an optimal Hub-and-Spoke architecture requires careful planning to ensure security, performance, and cost efficiency. This post will explore the best practices to help you build a robust and scalable architecture in Azure. 1. Understanding the Hub-and-Spoke Model In this architecture: The Hub serves as the central point for connectivity, hosting shared services like firewalls, VPN/ExpressRoute gateways, and identity services. The Spokes are individual VNets that connect to the hub, typically representing isolated workloads, applications, or business units. Peering is used to establish communication between the hub and spokes, with the option to enable or restrict direct spoke-to-spoke communication. Key Benefit: Centralized management of network traffic, security, and hybrid connectivity. 2. Designing an Effective Hub The hub is the backbone of your architecture, so it must be designed with scalability and security in mind: ✅ Use Azure Virtual WAN if you need a global-scale Hub-and-Spoke deployment with automated routing and traffic management. ✅ Leverage Azure Firewall for centralized security and to enforce traffic control between spokes. ✅ Implement Network Security Groups (NSGs) to restrict inbound/outbound traffic and define granular security policies. ✅ Optimize traffic flow with Route Tables (UDRs) to avoid asymmetric routing and performance bottlenecks. ✅ Ensure high availability by deploying redundant VPN or ExpressRoute gateways in active-active mode. Tip: Avoid placing unnecessary workloads in the hub to prevent performance degradation. 3. Managing Spoke Communication and Isolation Each spoke VNet should be logically and securely isolated while allowing required communication paths. ✅ Limit direct spoke-to-spoke communication by routing traffic through the hub unless specific business requirements demand otherwise. ✅ Use Private Endpoints to securely access PaaS services without exposing them to the public internet. ✅ Enforce Zero Trust principles by using Azure Private Link and restricting access to critical workloads. Tip: Avoid transitive peering unless absolutely necessary; use the hub to manage inter-spoke traffic. 4. Performance and Cost Optimization An efficient Hub-and-Spoke design ensures minimal latency and optimized costs. ✅ Use Accelerated Networking on VMs to enhance throughput and reduce network latency. ✅ Implement Azure Route Server to dynamically manage routes between the hub and spokes. ✅ Monitor network traffic with Azure Monitor and Traffic Analytics to detect bottlenecks and optimize network flow. ✅ Optimize ExpressRoute or VPN usage by choosing the right SKU based on bandwidth and redundancy needs. Tip: Reduce unnecessary traffic through NSG rules and route tables to avoid extra processing costs. 5. Governance and Automation To maintain consistency and reduce human errors, use automation and governance best practices: ✅ Deploy infrastructure as code (IaC) using ARM templates, Bicep, or Terraform for reproducible deployments. ✅ Enforce security policies with Azure Policy to ensure compliance with networking standards. ✅ Use Role-Based Access Control (RBAC) to define strict access levels for managing network resources. ✅ Monitor and log network activity using Azure Sentinel and Azure Monitor to detect anomalies. Tip: Automate network provisioning using Azure DevOps or GitHub Actions for efficiency and consistency. Final Thoughts A well-designed Hub-and-Spoke architecture in Azure provides centralized security, simplified management, and scalable connectivity. However, to maximize its benefits, it's essential to carefully plan network security, routing, and cost optimization while leveraging Azure’s built-in automation and monitoring tools. 🔹 What challenges have you faced when implementing a Hub-and-Spoke model in Azure? 🔹 What best practices have worked well for your organization? 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