KubeCon + CloudNativeCon India 2025: Full Schedule

6-7 August
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12:10pm IST

Bridging Big Data and Machine Learning Ecosystems: A Cloud Native Approach Using Kubeflow - Johnu George, Nutanix & Akshay Chitneni, Apple

Thursday August 7, 2025 12:10pm - 12:40pm IST

MRG 1-6

In today's data-driven landscape, bridging the gap between scalable big data systems (e.g., Apache Spark, Iceberg) and machine learning frameworks (e.g., PyTorch) while minimizing data movement and serialization overhead is a critical challenge. Traditional workflows require costly data serialization between storage (e.g., Parquet/Iceberg) and training frameworks, creating bottlenecks leading to inefficient resource utilization in distributed training. This talk explores a cloud-native solution using Kubeflow for end-to-end ML orchestration and Apache Arrow for high-performance data interchange, enabling seamless integration of analytics and ML workflows.

Speakers

Johnu George

Technical Director, Nutanix

Johnu George is a Technical Director at Nutanix with a background in distributed systems and large-scale hybrid data pipelines. He is an active open-source contributor and has steered several industry collaborations on projects like Kubeflow, Apache Mnemonic and Knative. He is a member... Read More →

Akshay Chitneni

Staff Software Engineer, Apple

Akshay Chitneni is a software engineer working on building data platform on Kubernetes

Thursday August 7, 2025 12:10pm - 12:40pm IST
MRG 1-6

Maintainer Track, Kubeflow

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