What's New in Azure Data Factory? Latest Features and Updates

 


Azure Data Factory (ADF) has introduced several notable enhancements over the past year, focusing on expanding data movement capabilities, improving data flow performance, and enhancing developer productivity. Here’s a consolidated overview of the latest features and updates:

Data Movement Enhancements

  • Expanded Connector Support: ADF has broadened its range of supported data sources and destinations:
  • Azure Table Storage and Azure Files: Both connectors now support system-assigned and user-assigned managed identity authentication, enhancing security and simplifying access management.
  • ServiceNow Connector: Introduced in June 2024, this connector offers improved native support in Copy and Lookup activities, streamlining data integration from ServiceNow platforms.
  • PostgreSQL and Google BigQuery: New connectors provide enhanced native support and improved copy performance, facilitating efficient data transfers.
  • Snowflake Connector: Supports both Basic and Key pair authentication for source and sink, offering flexibility in secure data handling.
  • Microsoft Fabric Warehouse: New connectors are available for Copy, Lookup, Get Metadata, Script, and Stored Procedure activities, enabling seamless integration with Microsoft’s data warehousing solutions.

Data Flow and Processing Improvements

  • Spark 3.3 Integration: In April 2024, ADF updated its Mapping Data Flows to utilize Spark 3.3, enhancing performance and compatibility with modern data processing tasks.
  • Increased Pipeline Activity Limit: The maximum number of activities per pipeline has been raised to 80, allowing for more complex workflows within a single pipeline.

Developer Productivity Features

  • Learning Center Integration: A new Learning Center is now accessible within the ADF Studio, providing users with centralized access to tutorials, feature updates, best practices, and training modules, thereby reducing the learning curve for new users.
  • Community Contributions to Template Gallery: ADF now accepts pipeline template submissions from the community, fostering collaboration and enabling users to share and leverage custom templates.
  • Enhanced Azure Portal Design: The Azure portal features a redesigned interface for launching ADF Studio, improving discoverability and user experience.

Upcoming Features

Looking ahead, several features are slated for release in Q1 2025:

  • Dataflow Gen2 Enhancements:
  • CI/CD and Public API Support: Enabling continuous integration and deployment capabilities, along with programmatic interactions via REST APIs.
  • Incremental Refresh: Optimizing dataflow execution by retrieving only changed data, with support for Lakehouse destinations.
  • Parameterization and ‘Save As’ Functionality: Allowing dynamic dataflows and easy duplication of existing dataflows for improved efficiency.
  • Copy Job Enhancements:
  • Incremental Copy without Watermark Columns: Introducing native Change Data Capture (CDC) capabilities for key connectors, eliminating the need for specifying incremental columns.
  • CI/CD and Public API Support: Facilitating streamlined deployment and programmatic management of Copy Job items.
  • These updates reflect Azure Data Factory’s commitment to evolving in response to user feedback and the dynamic data integration landscape. For a more in-depth exploration of these features, you can refer to the official Azure Data Factory documentation.

WEBSITE: https://www.ficusoft.in/azure-data-factory-training-in-chennai/

Comments

Post a Comment

Popular posts from this blog

Best Practices for Secure CI/CD Pipelines

Image
  🔒 Best Practices for Secure CI/CD Pipelines In a world where software is built and deployed faster than ever, CI/CD pipelines have become the engine room of modern development. But with speed comes risk. If not properly secured, your CI/CD pipeline can become a prime target for attackers looking to inject malicious code, access secrets, or hijack production systems. Here are essential best practices to help you secure your CI/CD pipelines without slowing down your delivery. 1. 🔑 Protect Your Secrets Secrets (API keys, tokens, passwords) are gold for attackers. Use secret managers like HashiCorp Vault, AWS Secrets Manager, or GitHub Actions’ built-in secrets. Never store secrets in code, config files, or environment variables in plaintext. Rotate secrets regularly and audit access. 2. 👤 Enforce Least Privilege Access Only give users, services, and tools the permissions they absolutely need. Use role-based access control (RBAC) . Ensure build agents only have access to t...
Read more

What is DevSecOps? Integrating Security into the DevOps Pipeline

Image
  What is DevSecOps? Integrating Security into the DevOps Pipeline In today’s fast-paced digital landscape, delivering software quickly isn’t just a competitive advantage — it’s a necessity. Enter DevOps: the fusion of development and operations, aimed at streamlining software delivery through automation, collaboration, and continuous improvement. But as we build faster, we must also build safer . That’s where DevSecOps comes in. What is DevSecOps? DevSecOps stands for Development, Security, and Operations . It’s an evolution of the DevOps philosophy that embeds security practices directly into the DevOps pipeline  — from planning to production. Instead of treating security as a final step or a separate process, DevSecOps makes it an integral part of the development lifecycle . In short: DevSecOps = DevOps + Continuous Security. Why DevSecOps Matters Traditional security models often acted as bottlenecks, kicking in late in the software lifecycle, causing delays and costly r...
Read more

SEO for E-Commerce: How to Rank Your Online Store

Image
  🛒 SEO for E-Commerce: How to Rank Your Online Store Running an online store is exciting — but it means nothing if no one can find it. That’s where e-commerce SEO comes in. Search Engine Optimization helps your online store appear higher in search results, driving free, organic traffic that converts. Let’s break down what matters, and how you can boost your store’s visibility. 🔍 Why SEO Matters for E-Commerce 67% of clicks go to the first five results on Google Paid ads are costly — SEO delivers long-term ROI SEO builds trust, visibility, and traffic Whether you’re on Shopify, WooCommerce, Magento, or a custom build —  the fundamentals stay the same . ✅ E-Commerce SEO Checklist 1. Keyword Research for Product Pages Start with what people are actually searching for . 🔧 Tools: Google Keyword Planner Ubersuggest Ahrefs / SEMrush 🎯 Focus on: Product-specific keywords: “black leather sneakers” Long-tail keywords: “eco-friendly yoga mat for beginners” Buyer intent: ...
Read more