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PepsiCo · Hyderabad, Telangana, India

AI Product Architect

full timePosted 17 days ago
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Stack mentioned

etlazurellmagentic-airedisgdprawsgcpswiftkotlinjavareactfluttermlopsapache-kafkapostgresqldevopskubernetesdata-scienceray

Overview

We are looking for a Product Architect for our Image recognition solution, responsible for the end-to-end technical architecture of the product. You will bridge product strategy and engineering execution, defining how the product scales across markets, integrates with enterprise systems, and evolves with AI/CV innovation. This role works in close partnership with the Global Lead, mobile/SDK engineering team, Backend engineering, data science teams, and S&T leadership. You will own architecture decisions across mobile, backend, cloud infrastructure, ML inference, and data pipelines — ensuring the platform meets global security, compliance, and performance standards while remaining agile enough to support continuous market deployments.

Responsibilities

Platform Architecture & Design

- Define and maintain the end-to-end technical architecture for the IR product across mobile, API, ML pipeline, and cloud layers

- Design scalable, multi-region cloud infrastructure on Azure (API Management, Blob Storage, Azure Functions, Cosmos DB, KubeRay/Ray Serve)

- Lead architecture decisions for mobile app features, edge/cloud validation modes, and offline-first mobile scenarios

- Ensure architecture supports high-volume concurrent field usage for global markets

- Define data contracts, API schemas, and integration patterns between mobile app, SDK, backend services, and Salesforce apps

AI/CV Integration & Innovation

- Architect the ML inference pipeline for computer vision models including SKU detection, planogram compliance, and share-of-shelf measurement

- Design model deployment and versioning strategies using KubeRay/Ray Serve or equivalent orchestration platforms

- Collaborate with data science teams to establish model accuracy baselines, A/B testing frameworks, and continuous learning pipelines

- Evaluate and integrate emerging AI capabilities — including LLMs, VLMs, and agentic AI — into the IR Product platform roadmap

Mobile & Integration Architecture

- Define iOS and Android architecture standards for geo-fencing, image capture, local caching, and sync behaviour

- Establish mobile contractor technical standards, code review frameworks, and platform-specific constraints documentation

- Design Salesforce integration patterns for field rep workflows, task assignments, and audit result reporting

- Architect authentication, session management, and device-level security controls for global field deployments

Infrastructure, Reliability & Security

- Own infrastructure architecture for reliability, fault tolerance, and disaster recovery — including GCS fault tolerance and Redis integration for KubeRay head pod stability

- Define storage architecture and lifecycle policies to address accumulation issues (zip files, image blobs, log data) at scale

- Conduct root cause analysis (RCA) for critical infrastructure incidents and produce executive-grade escalation documentation

- Ensure infrastructure architecture meets GDPR, India DPDP Act, and market-specific data privacy regulations for GPS and biometric data

Data Governance & Compliance Architecture

- Design privacy-by-design data flows for GPS location data, field rep identifiers, and store imagery in compliance with GDPR, DPDP, and other applicable frameworks

- Define data residency, data minimisation, and retention policies across global cloud deployments

- Establish security architecture standards for mobile app communications, API authentication, and cloud storage access controls

Stakeholder Engagement & Documentation

- Produce clear, executive-facing architecture documentation, TRDs (Technical Requirements Documents) in partnership with the Global PM

- Present architecture proposals and trade-off analyses to leadership and cross-functional stakeholders

- Mentor Engineering team on product architecture standards and best practices

- Maintain a living architecture registry — covering system diagrams, ADRs (Architecture Decision Records), and integration maps

Qualifications

Experience

- 12-15+ years in software/product architecture roles, with at least 3 years in mobile-first or AI/ML-integrated platforms

- Proven experience architecting cloud-native platforms on Azure (API Management, Functions, Blob Storage, Cosmos DB)

- Hands-on experience with ML inference infrastructure — KubeRay, Ray Serve, TorchServe, or equivalent

- Strong background in mobile architecture for iOS and/or Android, including offline-first design patterns

- Experience with computer vision, image recognition, or retail execution platforms strongly preferred

- Prior exposure to FMCG, CPG, or retail technology platforms is a significant advantage

Technical Skills

- Cloud: Azure (primary), AWS/GCP (secondary) — infrastructure design, cost optimisation

- Mobile: iOS (Swift/Objective-C), Android (Kotlin/Java), cross-platform considerations (React Native, Flutter)

- ML/AI: Model serving pipelines, MLOps practices, CV model deployment (object detection, classification)

- Integration: REST APIs, event-driven architectures (Kafka, Service Bus)

- Data: Cosmos DB, PostgreSQL, Data bricks, cloud storage lifecycle management, data governance frameworks

- DevOps: Kubernetes, Docker, CI/CD pipelines, infrastructure monitoring and alerting

Soft Skills & Behaviours

- Exceptional ability to translate complex technical architecture into clear, business-relevant narratives for executive audiences

- Strong cross-functional collaborator — equally effective with product managers, data scientists, field operations leads, and compliance teams

- Demonstrated ownership mindset — proactively identifies risks, escalates with solutions, and drives resolution end-to-end

- Comfortable operating in ambiguous, multi-market environments with competing priorities

- Excellent written communication — capable of producing publication-quality TRDs, PRDs, and architecture decision records

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