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EP 14: Building the Backbone: Data Harmonization for Agentic AI in CPG Supply Chains

Featuring: Devang Pandya and Freddy Guard

What does it take to move from supply chain visibility to decision-making at speed?

In Episode 14 of Evolve, Devang Pandya, Vice President of Cloud, Data & AI Solutions and Global Head of Snowflake Practice at Blend360, sits down with Freddy Guard, Global Vertical Lead for Consumer Goods at Snowflake, to unpack one of the most important foundations of modern CPG transformation: data harmonization.

The conversation explores why many supply chain organizations are still navigating data spread across numerous systems, functions, and definitions, and why simply adding another dashboard does not solve the underlying challenge. Devang and Freddy discuss how a connected, governed, and harmonized data foundation can help teams move faster, create consistency across the business, and turn information into action rather than another layer of reporting.

They also look ahead to the role of AI and agentic workflows in the CPG supply chain. The message is clear: organizations cannot realize the full value of AI without trusted, aligned data underneath it. For leaders focused on supply chain transformation, data modernization, analytics, or AI adoption, this episode offers a practical view of what needs to come first and how the right foundation can help turn supply chain data into a competitive advantage.

Key Takeaways

  • Visibility is not the same as action
    Dashboards and scorecards can show what is happening, but transformation requires a data foundation that helps teams act on those signals quickly and consistently.
  • Fragmented data slows supply chain decisions
    CPG organizations often manage supply chain information across many systems, teams, and definitions. Without alignment, even basic questions can take too long to answer and decisions become harder to scale.
  • Data harmonization is the backbone
    Connecting data is only part of the challenge. Organizations also need common definitions, governance, and business context so teams can trust and use the same information across functions.
  • Better data enables decision-making at speed
    A harmonized foundation can reduce the friction between insight and action, helping supply chain teams respond faster to changing demand, inventory, planning, and operational signals.
  • AI readiness starts with the data underneath it
    Agentic AI and advanced automation depend on reliable, contextual, and governed data. AI cannot consistently make or support good decisions when the underlying information is fragmented or contradictory.
  • The goal is better decisions, not more data
    Modernizing the data foundation creates value when it improves business outcomes. The focus should be on making supply chain data usable, actionable, and ready to support repeatable AI-driven decisions.
  • Data harmonization creates a path to scalable AI
    Once the foundation is in place, organizations are better positioned to expand into agentic workflows and other AI use cases without rebuilding the underlying data environment for each new initiative.

Meet the Host

Devang Pandya
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Vice President, Cloud, Data & AI Solutions; Global Head of Snowflake Practice, Blend360

Devang is Global Head of Snowflake Practice at Blend360 and has more than 25 years of experience building unified data foundations and analytics data products for over 20 global retail and consumer goods companies. He has spearheaded high-performance engineering and enterprise architecture teams to build innovative frameworks and solutions that drive measurable business ROI and faster time to value through repeatable, AI-ready solutions built on the Snowflake AI Data Cloud.

Caroline Caldwell
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Vice President, Cloud, Data & AI Solutions; Global Head of Snowflake Practice, Blend360

Caroline Caldwell is Head of Marketing at Blend, where she built and scaled the global marketing function to position the company as a leader in AI services. With experience spanning Oracle, Merkle, and high-growth ventures, she specializes in transforming emerging technologies into scalable, revenue-driving marketing engines. Caroline is passionate about helping enterprises operationalize AI at scale and building teams that turn bold vision into measurable growth.

Meet the Guests

Freddy Guard
Linkedin
Global Vertical Lead, Consumer Goods, Snowflake

Freddy is part of Snowflake’s Retail & Consumer Goods Industry team and serves as the Global Vertical Lead for Consumer Goods. He has spent the past 20+ years driving business outcomes through data and analytics for large consumer brands and retailers across the globe. Freddy was most recently at Circana (formerly IRi), a leading data and analytics company where he served as VP of Commercial Strategy and Enablement for the Supply Chain Center of Excellence. Prior experience includes leading analytics teams at PepsiCo, ConAgra Foods, and Retail Solutions Inc.

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