Data Forward: AI and Data Management News
Data Forward: AI and Data Management News
Podcast Description
Welcome to Data Forward, the podcast that keeps you ahead in the fast-evolving world of enterprise AI and data management. We bring you expert insights, actionable strategies, and the latest trends to help you stay on top. Ready to shape the future of data? Let’s DATA FORWARD!
Podcast Insights
Content Themes
The podcast focuses on themes related to enterprise AI readiness, data management strategies, the integration of data observability, and the evolving roles of data leaders. Episodes include insights from experts on topics like data architecture, AI trends in enterprises, and strategies for overcoming challenges in data management, such as skill shortages and maintaining data quality.
Welcome to Data Forward, the podcast that keeps you ahead in the fast-evolving world of enterprise AI and data management. We bring you expert insights, actionable strategies, and the latest trends to help you stay on top. Ready to shape the future of data? Let’s DATA FORWARD!
Engineering YARN Optimization for High-Performance Hadoop Clusters
In this episode, Ashwin Rajeeva (CTO & Co-founder, Acceldata) sits down with Pallav Kulshreshtha (Senior Director – Engineering, Acceldata) to unpack one of the most persistent challenges in Hadoop environments: resource wastage in YARN.
Traditional YARN clusters allocate resources based on static, requested limits rather than real usage, leaving CPU and memory idle even when workloads don’t need everything they’ve reserved. In this conversation, Pallav breaks down how a smart optimizer can close that gap using real-time telemetry, container fingerprinting, and adaptive overcommitment, all while keeping cluster stability intact.
Whether you’re managing a large-scale Hadoop deployment or exploring ways to squeeze more performance out of existing infrastructure, this episode offers a grounded, engineering-first look at turning YARN from a static allocator into a self-tuning, responsive resource manager.
Learn more about Acceldata: engineering.acceldata.io. Subscribe for more engineering deep dives from the Acceldata team.
#Hadoop #YARN #DataEngineering #ResourceOptimization #Acceldata #BigData #ClusterManagement #Podcast
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