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Infrastructure as the Product: Designing Data-Heavy Systems with Product VP Maria Petrova

Infrastructure as the Product: Designing Data-Heavy Systems with Product VP Maria Petrova

Update: 2025-12-16
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Description

Infrastructure is often treated as a backend concern, but in practice it shapes how users experience a product. In this episode of Smooth Scaling, Product VP Maria Petrova explores what it means when infrastructure becomes the product, looking at real-world, data-heavy systems where decisions around compute, data resolution, scheduling, regions, and cost directly impact scalability and user experience. The conversation dives into scaling beyond the MVP, balancing accuracy with performance, and why both engineers and product managers need to think carefully about infrastructure trade-offs when operating at scale.

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  • (00:00 ) - Welcome to the Smooth Scaling Podcast

  • (01:02 ) - Infrastructure Is the Product (And Why It Shapes UX)

  • (05:34 ) - Performance, Databases, and Why Compute Matters Again

  • (07:27 ) - How TWAICE Scales Battery Analytics With Sensor Data

  • (10:44 ) - What TWAICE Optimizes (And What It Doesn’t)

  • (14:38 ) - What Product Managers Must Understand About Infrastructure

  • (20:32 ) - Supermetrics: Multi-Cloud, Compliance, and Customer Expectations

  • (25:01 ) - Cutting Compute Costs at TWAICE Without Losing Accuracy

  • (32:05 ) - Principles for Building Scalable Data Products

  • (34:48 ) - Rapid Fire: Books, Advice, and What Scalability Means


Maria Petrova is a product leader known for scaling data-driven platforms and building high-performing product teams.With over a decade of experience across AdTech, eCommerce, and green tech, she’s led teams at Supermetrics, Zalando, Smartly.io, and now TWAICE, where she’s shaping AI-powered energy intelligence solutions. Maria is also the founder of Value Lab, a consultancy that embeds expert product talent into growing teams. She’s passionate about building products that truly solve customer problems at scale.

This podcast is hosted by José Quaresma, researched by Joseph Thwaites and produced by Perseu Mandillo. 

© Queue-it, 2025

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Infrastructure as the Product: Designing Data-Heavy Systems with Product VP Maria Petrova

Infrastructure as the Product: Designing Data-Heavy Systems with Product VP Maria Petrova

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