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Subject: Managing AI/ML in the Cloud (CloudX) clear filter
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Friday, September 12
 

9:30am PDT

[Virtual] PRO Session (CloudX): Turning Tech Debt into Impact: A SRE's Guide to Prioritization and Action
Friday September 12, 2025 9:30am - 9:55am PDT
Saurabh Phaltane, Google, Senior Site Reliability Engineer

My talk will delve into my experiences managing technical debt in a large-scale search environment, specifically how I've proactively used my SRE expertise to turn what's often seen as a burden into a source of impactful projects. I'll walk through the key principles that guide my approach, including how I categorize and prioritize tech debt, and how I collaborate with other teams to address it effectively. A core part of my talk will focus on the methods I employ to pinpoint high-impact opportunities within the landscape of existing tech debt – looking at pain points, identifying patterns, and always considering the business impact.
Finally, I'll emphasize the importance of "cleaning up the mess" as a vital aspect of SRE hygiene, discussing how automation, monitoring, and thorough documentation contribute to long-term system health and prevent the resurgence of technical debt. I'll illustrate these points with concrete examples from my work, demonstrating how addressing tech debt can lead to significant improvements in system performance, reliability, and overall engineering efficiency.
Speakers
avatar for Saurabh Phaltane

Saurabh Phaltane

Senior Site Reliability Engineer, Google
Saurabh Phaltane, a seasoned Senior SRE, delivers resilient and scalable infrastructure solutions. His deep understanding of large-scale optimization, driven by attention to detail and automation, directly improves system performance and reliability in complex environments. He is... Read More →
Friday September 12, 2025 9:30am - 9:55am PDT
VIRTUAL CloudX -- Main Stage

10:00am PDT

[Virtual] PRO Session (CloudX): Cloud-Native AI/ML: Deployment, Scaling, and Optimization
Friday September 12, 2025 10:00am - 10:25am PDT
Prashanth Lakshmi Narayana Chaitanya Josyula, Salesforce, Principal Member of Technical Staff
Anant Kumar, Salesforce, Technical Leader


The rapid evolution of artificial intelligence and machine learning is transforming how cloud-native applications are built and managed. This session will explore key strategies for deploying AI/ML workloads in the cloud, ensuring scalability, and optimizing performance. We’ll discuss best practices for leveraging Kubernetes, Kubeflow, and serverless architectures, along with automation techniques for model training, deployment, and monitoring. Attendees will gain insights into cost-effective scaling, security considerations, and the future trends shaping AI/ML in cloud environments. Whether you’re an ML engineer, cloud architect, or DevOps professional, this session will equip you with practical knowledge to enhance your AI/ML workflows.  
Speakers
avatar for Anant Kumar

Anant Kumar

Technical Leader, Saleforce
Lead Member of Technical Staff at Salesforce, I currently lead the Big Data Compute Services team within the Einstein AI platform, where I architect and manage data lake solutions that provide critical APIs for AI model training. Our platform powers Salesforce's predictive and generative... Read More →
avatar for Prashanth Lakshmi Narayana Chaitanya Josyula

Prashanth Lakshmi Narayana Chaitanya Josyula

Principal Member of Technical Staff, Salesforce
Hello! I’m Prashanth, an avid connoisseur of technical literature and a dedicated practitioner in the field of programming. With a deep-seated passion for technology, I excel in crafting sophisticated code and exploring cutting-edge innovations.Currently serving as a Principal Member... Read More →
Friday September 12, 2025 10:00am - 10:25am PDT
VIRTUAL CloudX -- Main Stage
 

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