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Amazon SageMaker

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Filtering by: Kamen Sharlandjiev ×

On March 13th, 2025, Amazon Web Services announced General Availability of Amazon SageMaker Unified Studio, bringing together AWS machine learning and analytics capabilities. At the heart of this next generation of Amazon SageMaker sits Apache Airflow. All SageMaker Unified Studio users have a personal, open-source Airflow deployment, running alongside their Jupyter notebook, enabling those users to easily develop Airflow DAGs that have unified access to all of their data. In this talk, I will go into details around the motivations for choosing Airflow for this capability, the challenges with incorporating Airflow into such a large and diverse experience, the key role that open-source plays, how we’re leveraging GenAI to make that open source development experience better, and the goals for the future of Airflow in SageMaker Unified Studio. Attendees will leave with a better understanding of the considerations they need to make when choosing Airflow as a component of their enterprise project, and a greater appreciation of how Airflow can power advanced capabilities.

AWS re:Invent 2024-Zero-ETL replication to Amazon SageMaker Lakehouse & Amazon Redshift (ANT353-NEW)

In today’s data-driven landscape, organizations rely on enterprise applications to manage critical business processes. However, extracting and integrating this data into data warehouses and data lakes can be complex. This session explores a new zero-ETL capability that simplifies ingesting data to Amazon SageMaker Lakehouse and Amazon Redshift via AWS Glue from enterprise applications such as Salesforce, ServiceNow, and Zendesk. See how zero-ETL automates the extract and load process, expanding your analytics and machine solutions with valuable SaaS data.

Learn more: AWS re:Invent: https://go.aws/reinvent. More AWS events: https://go.aws/3kss9CP

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About AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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