S1 Ep#33 Bridging Business and Data: The Art of Data Product Management

The Data Product Management In Action podcast, brought to you by executive producer Scott Hirleman, is a platform for data product management practitioners to share insights and experiences.

In Season 01, Episode 33, Amritha, our newest host, chats with Sagar Nikam, Head of Product at CK Delta. Sagar shares his journey from finance to data product management, highlighting the art of translating complex AI/ML models into actionable business strategies. He discusses the challenges of defining data products, the importance of clear communication, and why adoption often outweighs accuracy. Sagar also offers insights on handling uncertainty, setting success metrics, and the cross-industry applicability of data product management skills. Tune in for a deep dive into making data-driven decisions that drive real business impact.

About our host Amritha Arun Babu: Amritha is an accomplished Product Leader with over a decade of experience building and scaling products across AI platforms, supply chain systems, and enterprise workflows in industries such as e-commerce, AI/ML, and marketing automation. At Amazon, she led machine learning platform products powering recommendation and personalization engines, building tools for model experimentation, deployment, and monitoring that improved efficiency for 1,500+ ML scientists. At Wayfair, she managed international supply chain systems, overseeing contracts, billing, product catalogs, and vendor operations, delivering cost savings and optimizing large-scale workflows. At Klaviyo, she drives both AI infrastructure and customer-facing AI tools, including recommendation engines, content generation assistants, and workflow automation agents, enabling scalable and personalized marketing workflows. Earlier, she worked on enterprise systems and revenue operations workflows, focusing on cost optimization and process improvements in complex technical environments. Amritha excels at bridging technical depth with strategic clarity, leading cross-functional teams, and delivering measurable business outcomes across diverse domains. Connect with Amritha on LinkedIn.

About our guest Sagar Nikam: Sagar is the Head of Products at CKDelta, leading the development of AI-driven solutions, AI Agents, and intelligent applications that enhance decision-making and automation across industries. With experience in banking, utilities, and SaaS, he has successfully launched and scaled AI-powered products that drive real business impact. Sagar helps product teams seamlessly integrate AI, navigate challenges, and build solutions that are user-centric, explainable, and trusted. Connect with Sagar on LinkedIn.

All views and opinions expressed are those of the individuals and do not necessarily reflect their employers or anyone else.

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S1 Ep# 33: Bridging Business and Data: The Art of Data Product Management 51:10 Share

Data Product Management in Action: The Practitioner's Podcast

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S1 Ep# 33: Bridging Business and Data: The Art of Data Product Management