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Category Archives: Azure Data Factory

Building the AI Bridge: How CloudFronts Helps You Connect Systems That Talk to Each Other

When we say building a bridge? Does it mean something isn’t connected together? And what is it?It’s AI itself and your systems that are not connected. What this means if although your AI can access your systems to derive information, it’s still unreliable, slow. What is needed for AI to be successful? In order for AI to be successful, below is what to avoid: In order to eliminate the above, we must have a layer of ‘catalog’ which will house all business data together so that a common vocabulary is established between systems. AI then pools from this ‘Data catalog’ to perform agentic actions. The diagram below best explains, on a high level, how this looks : And all this is defined by how well the integrations between these systems are established. How CloudFronts Can Help? CloudFronts has deep integration expertise where we connected cloud-based applications with each other with the below in mind – Often times, we find ready-made plug and play cloud-based integration solutions which come with their own hefty licensing that keeps going up every few years. Using such integration tools not only affects cash flow but also adds a layer of opaqueness, as we don’t control the flow of integration, and we cannot granularize it beyond what’s offered. Custom integration gives you better control and analytics, which readymade solutions can’t.Here’s a CloudFronts Case Study published by Microsoft, wherein we connected systems for our customer with multiple systems driving data and insights. To conclude, AI Agents are meant to be for your organization aren’t optimized to work right away. This disconnect needs to be engineered just like any other implementation project today. As this gap is real and must be fulfilled by something called Unity Catalog and integrations, CloudFronts can help bridge this gap and make AI work for your organization to continue to optimize cash flow against rising costs. We hope you found this blog useful, and if you would like to discuss anything, you can reach out to us at transform@cloudfonts.com.

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When to Use Azure Data Factory vs Logic Apps in Dynamics 365 Integrations

You’re integrating Dynamics 365 CRM with other systems—but you’re confused:Should I use Azure Data Factory or Logic Apps?Both support connectors, data transformation, and scheduling—but serve different purposes. When you’re working on integrating Dynamics 365 with other systems, two Azure tools often come up: Azure Logic Apps and Azure Data Factory (ADF). I’ve been asked many times — “Which one should I use?” — and honestly, there’s no one-size-fits-all answer. Based on real-world experience integrating D365 CRM and Finance, here’s how I approach choosing between Logic Apps and ADF. When to Use Logic Apps Azure Logic Apps is ideal when your integration involves: 1. Event-Driven / Real-Time Integration 2. REST APIs and Lightweight Automation 3. Business Process Workflows 4. Quick and Visual Flow Creation Azure Data Factory is better for: 1. Large Volume, Batch Data Movement 2. ETL / ELT Scenarios 3. Integration with Data Lakes and Warehouses 4. Advanced Data Flow Transformation Feature Comparison Table Feature Logic Apps Data Factory Trigger on Record Creation/Update Yes No (Batch Only) Handles APIs (HTTP, REST, OData) Excellent Limited Real-time Integration Yes No Large Data Volumes (Batch) Limited Excellent Data Lake / Warehouse Integration Basic (via connectors) Deep support Visual Workflow Visual Designer Visual (for Data Flows) Custom Code / Transformation Limited (use Azure Function) Strong via Data Flows Cost for High Volume Higher (Per Run) Cost-efficient for batch Real-World Scenarios 2. Use ADF When: To conclude, choose Logic Apps for real-time, low-volume, API-based workflows.Use Data Factory for batch ETL pipelines, high-volume exports, and reporting pipelines. Integrations in Dynamics 365 CRM aren’t one-size-fits-all—pick the right tool based on the data size, speed, and transformation needs. We hope you found this blog useful, and if you would like to discuss anything, you can reach out to us at transform@cloudfonts.com

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