Jobs in India

Global Operations Data And Ai Director in India

977 active opportunities · Updated October 2026

Explore current global operations data and ai director jobs across India. Filter by work mode, employment type, experience, department, date posted and distance.

Z
📍 Bengaluru, KARNATAKA, India· Full-time
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Quick readStrong listing-quality and freshness signals

About Zinnov Zinnov is a global management consulting firm that helps organizations make decisions that actually get used — and deliver results that matter. For over two decades, we’ve partnered with leading enterprises, high-growth technology companies, and investors to answer some of the toughest questions they face: Where should we invest? How do we scale globally? What capabilities will win in the next decade? Our work shapes market entry strategies, global operating models, M&A decisions, and long-term growth bets. We’re known for being data-led, execution-focused, and outcome-driven — not opinion-heavy slideware. At Zinnov, how you work matters as much as what you deliver. We value independent thinking, crisp communication, and early ownership. With 450+ professionals across 10 global offices, we work across industries including Digital Services, ER&D, Enterprise Software, Semiconductors, Healthcare, BFSI, Automotive, Media & Telecom, and Private Equity. Zinnov isn’t for everyone. It’s for people who want steep learning curves, honest feedback, and the chance to see their work influence real business decisions — not just presentations. Why Globalization Excellence (GE) Zinnov's Globalization Excellence (GE) practice helps enterprises build and scale Global Capability Centers (GCCs) end-to-end—from Design & Discovery to Build, Scale, and Run . In GE, you don't work in silos. You: Lead strategic employer branding engagements for leading global enterprises. Partner with GCC leaders, HR, Talent Acquisition, and business stakeholders to solve complex talent and branding challenges. Work across GCC advisory, managed services, and talent transformation engagements. Influence employer brand strategy, talent attraction, and organizational growth through consulting-led solutions. This is where strategy meets execution—and where employer branding becomes a key driver of business and talent success. About the Role As a Manager – Employer Bran

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Z
📍 Bengaluru, KARNATAKA, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

About Zinnov Zinnov is a global management consulting firm that helps organizations make decisions that actually get used — and deliver results that matter. For over two decades, we’ve partnered with leading enterprises, high-growth technology companies, and investors to answer some of the toughest questions they face: Where should we invest? How do we scale globally? What capabilities will win in the next decade? Our work shapes market entry strategies, global operating models, M&A decisions, and long-term growth bets. We’re known for being data-led, execution-focused, and outcome-driven — not opinion-heavy slideware. At Zinnov, how you work matters as much as what you deliver. We value independent thinking, crisp communication, and early ownership. With 450+ professionals across 10 global offices, we work across industries including Digital Services, ER&D, Enterprise Software, Semiconductors, Healthcare, BFSI, Automotive, Media & Telecom, and Private Equity. Zinnov isn’t for everyone. It’s for people who want steep learning curves, honest feedback, and the chance to see their work influence real business decisions — not just presentations. Why Strategy Zinnov’s Strategy practice is where you help leadership teams define and execute growth agendas using structured, data-backed problem solving—especially in technology services. In this practice, you’ll get: Work on high-impact topics like long-range strategy, positioning, org design, and growth theses. Hands-on GTM and revenue acceleration exposure—white space, offering design, account strategy (Zinnov’s KPA framework), channels, and leakage reduction. Transformation and performance work including profitability improvement and post-merger integration / 100-day plans. Market-facing thought leadership through conferences, leadership roundtables, and co-branded research. Role: Project Lead I– M&A Location : Bangalore Experience 3+ ye

GitAIGoExcel
Z
📍 Bengaluru, KARNATAKA, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

About Zinnov Zinnov is a global management consulting firm that helps organizations make decisions that actually get used — and deliver results that matter. For over two decades, we’ve partnered with leading enterprises, high-growth technology companies, and investors to answer some of the toughest questions they face: Where should we invest? How do we scale globally? What capabilities will win in the next decade? Our work shapes market entry strategies, global operating models, M&A decisions, and long-term growth bets. We’re known for being data-led, execution-focused, and outcome-driven — not opinion-heavy slideware. At Zinnov, how you work matters as much as what you deliver. We value independent thinking, crisp communication, and early ownership. With 450+ professionals across 10 global offices, we work across industries including Digital Services, ER&D, Enterprise Software, Semiconductors, Healthcare, BFSI, Automotive, Media & Telecom, and Private Equity. Zinnov isn’t for everyone. It’s for people who want steep learning curves, honest feedback, and the chance to see their work influence real business decisions — not just presentations. Why Globalisation Excellence (GE) Zinnov’s Globalisation Excellence (GE) practice helps enterprises build and scale Global Capability Centers (GCCs) end-to-end — from Design & Discovery to Build, Scale, and Run . In GE, you don’t work in silos. You: Own complex, end-to-end client journeys Work across GCC advisory, managed services, and BOT / outsourcing models Influence leadership decisions that shape long-term talent and operating strategies This is where strategy meets execution — and where talent plays a defining role. About the Role This role requires a recruiter who combines deep technical recruiting expertise with an AI-first mindset. You will partner with engineering leaders to hire niche and leade

GitAIExcelSEM
Z
📍 Bengaluru, KARNATAKA, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

About Zinnov Zinnov is a global management consulting firm that helps organizations make decisions that actually get used — and deliver results that matter. For over two decades, we’ve partnered with leading enterprises, high-growth technology companies, and investors to answer some of the toughest questions they face: Where should we invest? How do we scale globally? What capabilities will win in the next decade? Our work shapes market entry strategies, global operating models, M&A decisions, and long-term growth bets. We’re known for being data-led, execution-focused, and outcome-driven — not opinion-heavy slideware. At Zinnov, how you work matters as much as what you deliver. We value independent thinking, crisp communication, and early ownership. With 450+ professionals across 10 global offices, we work across industries including Digital Services, ER&D, Enterprise Software, Semiconductors, Healthcare, BFSI, Automotive, Media & Telecom, and Private Equity. Zinnov isn’t for everyone. It’s for people who want steep learning curves, honest feedback, and the chance to see their work influence real business decisions — not just presentations. Why Globalization Excellence (GE) Zinnov’s Globalization Excellence (GE) practice helps enterprises build and scale Global Capability Centers (GCCs) end-to-end — from Design & Discovery to Build, Scale, and Run. In GE, you don’t work in silos. You: Own complex, end-to-end client journeys Work across GCC advisory, managed services, and BOT / outsourcing models Influence leadership decisions that shape long-term talent and operating strategies This is where strategy meets execution — and where talent plays a defining role. About the role Help global companies build and run a Total Rewards system that attracts the talent their GCC needs, holds together economically, keeps the right internal and global equity, and survives contact with scale. You will own engagements end to end. You should be

GitRestAIGo
E
📍 Bengaluru, India· Full-time
✓ Quality checked

Everpure (NYSE: P) has evolved from storage pioneer to data platform, closing fiscal 2026 with $3.7 billion in revenue, its first billion-dollar quarter, and accelerating growth into FY27. Our strategic agenda spans the companies defining the next era of technology - hyperscalers, AI labs, the AI hardware supply chain, data platform providers, and the broader AI ecosystem. This type of work—work that changes the world—is what the tech industry was founded on. So, if you're ready to seize the endless opportunities and leave your mark, come join us. THE ROLE Drive cash flow performance and operational excellence as a Collections Analyst at Everpure, serving as a functional ERP subject matter expert and global portfolio owner. In this high-impact position, you will bridge hands-on collections strategy with systems optimization to maximize liquidity and strengthen receivables health. Collaborating cross-functionally with Sales, Billing, Credit, CX, and Legal teams, you will turn complex financial data into proactive strategies that mitigate risk and deliver positive customer outcomes. WHAT YOU'LL DO Drive Portfolio Performance & Cash Flow: Manage a global commercial portfolio end-to-end, executing proactive dunning strategies and prioritizing high-exposure aging accounts to accelerate cash collections and reduce past-due balances. Resolve Multi-Party Disputes & Deductions: Partner with Sales, Billing, and Legal teams to investigate and resolve complex payment discrepancies, credit memo requests, and withholding tax reconciliations, protecting revenue integrity. Optimize ERP & Workflow Systems: Act as the functional ERP subject matter expert for AR and collections workflows, enhancing system usage, dunning automation, and data tracking to streamline operational efficiency across the team. Mitigate Credit Risk & Guide Order Decisioning: Evaluate customer payment trends and financial risk to advise credit teams on order hold/release statuses, balancing comm

AWSRestAIGo
E
📍 Bengaluru, India· Full-time
✓ Quality checked

Everpure (NYSE: P) has evolved from storage pioneer to data platform, closing fiscal 2026 with $3.7 billion in revenue, its first billion-dollar quarter, and accelerating growth into FY27. Our strategic agenda spans the companies defining the next era of technology - hyperscalers, AI labs, the AI hardware supply chain, data platform providers, and the broader AI ecosystem. This type of work—work that changes the world—is what the tech industry was founded on. So, if you're ready to seize the endless opportunities and leave your mark, come join us. THE ROLE Drive cash flow performance and operational excellence as a Collections Analyst at Everpure, serving as a functional ERP subject matter expert and global portfolio owner. In this high-impact position, you will bridge hands-on collections strategy with systems optimization to maximize liquidity and strengthen receivables health. Collaborating cross-functionally with Sales, Billing, Credit, CX, and Legal teams, you will turn complex financial data into proactive strategies that mitigate risk and deliver positive customer outcomes. WHAT YOU'LL DO Drive Portfolio Performance & Cash Flow: Manage a global commercial portfolio end-to-end, executing proactive dunning strategies and prioritizing high-exposure aging accounts to accelerate cash collections and reduce past-due balances. Resolve Multi-Party Disputes & Deductions: Partner with Sales, Billing, and Legal teams to investigate and resolve complex payment discrepancies, credit memo requests, and withholding tax reconciliations, protecting revenue integrity. Optimize ERP & Workflow Systems: Act as the functional ERP subject matter expert for AR and collections workflows, enhancing system usage, dunning automation, and data tracking to streamline operational efficiency across the team. Mitigate Credit Risk & Guide Order Decisioning: Evaluate customer payment trends and financial risk to advise credit teams on order hold/release statuses, balancing comm

AWSRestAIGo
Z
📍 Bengaluru, KARNATAKA, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

About Zinnov Zinnov is a global management consulting firm that helps organizations make decisions that actually get used — and deliver results that matter. For over two decades, we’ve partnered with leading enterprises, high-growth technology companies, and investors to answer some of the toughest questions they face: Where should we invest? How do we scale globally? What capabilities will win in the next decade? Our work shapes market entry strategies, global operating models, M&A decisions, and long-term growth bets. We’re known for being data-led, execution-focused, and outcome-driven — not opinion-heavy slideware. At Zinnov, how you work matters as much as what you deliver. We value independent thinking, crisp communication, and early ownership. With 450+ professionals across 10 global offices, we work across industries including Digital Services, ER&D, Enterprise Software, Semiconductors, Healthcare, BFSI, Automotive, Media & Telecom, and Private Equity. Zinnov isn’t for everyone. It’s for people who want steep learning curves, honest feedback, and the chance to see their work influence real business decisions — not just presentations. Why Globalization Excellence (GE) Zinnov's Globalization Excellence practice helps enterprises build and scale Global Capability Centers end-to-end, from Design & Discovery to Build, Scale, and Run. In GE, you don't work in silos. You own complex, end-to-end client journeys, work across GCC advisory, managed services, and BOT/outsourcing models, and influence leadership decisions that shape long-term talent and operating strategies. This is where strategy meets execution, and talent plays a defining role. About The Role The GE practice is building a dedicated Thought Leadership & Research function, modelled on the internal think tanks of the world's leading consulting firms. As Research Lead, you are the intellectual engine of this function. You won't be rotating across client engagements. You w

PythonAWSGitRest
Z
📍 Bengaluru, KARNATAKA, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

About Zinnov Zinnov is a global management consulting firm that helps organizations make decisions that actually get used — and deliver results that matter. For over two decades, we’ve partnered with leading enterprises, high-growth technology companies, and investors to answer some of the toughest questions they face: Where should we invest? How do we scale globally? What capabilities will win in the next decade? Our work shapes market entry strategies, global operating models, M&A decisions, and long-term growth bets. We’re known for being data-led, execution-focused, and outcome-driven — not opinion-heavy slideware. At Zinnov, how you work matters as much as what you deliver. We value independent thinking, crisp communication, and early ownership. With 450+ professionals across 10 global offices, we work across industries including Digital Services, ER&D, Enterprise Software, Semiconductors, Healthcare, BFSI, Automotive, Media & Telecom, and Private Equity. Zinnov isn’t for everyone. It’s for people who want steep learning curves, honest feedback, and the chance to see their work influence real business decisions — not just presentations. About the Role As a Full Stack Engineer , you will build the product experience—dashboards, chat interface, persona-specific layouts, and the API layer that connects UI to agent + data layers. You will also own internal workflows that enable finance sign-off and platform governance. What You’ll Do UI & Product Experience Build theNextJSweb app: dashboards, chat interface, and persona-based views. Implement data-heavy UI patterns: tables, drilldowns, charts, exports. Ensure accessibility, usability, and consistent experience across personas. Backend-for-Frontend (BFF) Build andmaintaina NestJS BFF layer connecting UI to agent/data services. Treat BFF APIs as versioned platform contracts—manage changes cleanly. A

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W
📍 Chennai, Tamil Nadu, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

WPP is the trusted growth partner for the world’s leading brands. We unite cutting-edge media intelligence and data solutions, world-class creativity, next-generation production, transformative enterprise solutions and expert strategic counsel in a single company – powered by exceptional talent and our agentic marketing platform, WPP Open, to help our clients navigate change, capture opportunity and deliver transformational growth. We work with the world's most valuable brands and have global reach across 100+ markets, with deep local expertise. Our people are the key to our success. We're committed to fostering a culture of creativity, belonging and continuous learning, attracting and developing the brightest talent, and providing exciting career opportunities that help our people grow. For more information, visit WPP.com. Why we're hiring: This role is pivotal in supporting WPP’s large-scale ERP transformation programmes by embedding robust SDLC and transformation controls, driving compliance with our data and security requirements, and ensuring audit readiness for obligations such as SOX 404 IO. As a key member of the central assurance team, you will deliver control assurance and actively coach project teams, while also playing a strategic role in shaping the group’s compliance and controls posture to be more consistent, standardised, and repeatable. You will support the Transformations Lead in delivering judgement led, risk based assurance across ERP migrations and SDLC controls. The role focuses on strengthening first line capability, uplifting evidence quality, and ensuring controls are executed and documented to audit standards. You will work closely with Financial Risk & Controls colleagues to ensure transformation controls are aligned and integrated with financial controls. While accountability for operating SDLC controls and producing complete, accurate evidence sits with project and&nbs

AIGoRustMarketing
I
📍 Bengaluru, KARNATAKA, India· Full-time
✓ High-confidence listing

From ₹12L/yr

Quick readStrong listing-quality and freshness signals

Instawork is on a mission to create meaningful economic opportunities for skilled hourly professionals in communities around the globe. Our AI-powered labor marketplace helps local businesses scale, and enables global technology companies to push the frontiers of robotics and AI. Backed by world-class investors like Benchmark, Spark Capital, Craft Ventures, Greylock, Y Combinator, and others, we’re looking for exceptional talent to reimagine the way the world works. About IRL Researchers at UC Berkeley have identified a “100,000-year data gap” - the gulf between what trained AI language models and what physical robots actually have to learn from. Closing that gap is the defining infrastructure challenge of the physical AI era. IRL is Instawork’s answer to it. We deploy skilled workers into real commercial and residential environments - kitchens, warehouses, hotel floors, homes - to capture the high-fidelity task data that the world’s leading Robotics labs use to train their foundation models. Read more here . Role Overview The Commercial Field Sales is responsible for onboarding commercial businesses onto the Instawork data collection platform, managing a team of Field Officers, and ensuring maximum recording hours across all active locations. The role combines business development, team management, and operational execution. A Data Captain has the opportunity to earn incentives up to ₹1,00,000 per week. Key Responsibilities Identify, pitch, and onboard commercial businesses (retail shops, kitchens, construction sites, workshops) for egocentric video data collection Ensure weekly hours targets are met across all onboarded businesses to hit slab bonuses Manage Field Officers who are stationed at business locations to supervise recording Coordinate device allocation with the office — ensure the right number of devices reach each location Maintain the business pipeline in the tracking sheet (Commercial Conversion Responses) Ensure business owners understand the p

RestAIGoRust
S
📍 India· Full-time
✓ Quality checkedCompany trend -94.4%

At Snowflake, we are powering the era of the agentic enterprise. To usher in this new era, we seek AI-native thinkers across every function who are energized by the opportunity to reinvent how they work. You don’t just use tools; you possess an innate curiosity, treating AI as a high-trust collaborator that is core to how you solve problems and accelerate your impact. We look for low-ego individuals who thrive in dynamic and fast-moving environments and move with an experimental mindset — who rapidly test emerging capabilities to discover simpler, more powerful ways to deliver results. At Snowflake, your role isn't just to execute a function, but to help redefine the future of how work gets done. Observe by Snowflake is an AI-powered observability platform built on the Snowflake AI Data Cloud and engineered for scale. We ingest and store logs, metrics, traces, and events on an open, scalable data lakehouse, using open formats like Apache Iceberg, at dramatically lower cost. A dynamic Context Graph and chat-based AI SRE provide rich context and automated workflows so teams can move from detection to root cause of production issue and resolution 10x faster. Leading engineering teams at companies like Capital One, Topgolf, and Dialpad rely on Observe to troubleshoot hundreds of terabytes of telemetry daily while maintaining reliability at enterprise scale. As part of Snowflake, Observe combines startup-style ownership and velocity with the global reach, operational excellence, and ecosystem of one of the world’s leading data platforms. The Role You will work on our Metrics platform - enabling our users to query, visualize, and alert on billions of time series quickly and effectively. You'll own meaningful parts of that stack, drive performance and scalability improvements, and contribute to architectural decisions that shape where the platform goes next. This isn't a maintenance role, the metrics backend is being actively evolved, and you'll be a core part of that. Thi

I
📍 Bengaluru, KARNATAKA, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

Instawork is on a mission to create meaningful economic opportunities for skilled hourly professionals in communities around the globe. Our AI-powered labor marketplace helps local businesses scale, and enables global technology companies to push the frontiers of robotics and AI. Backed by world-class investors like Benchmark, Spark Capital, Craft Ventures, Greylock, Y Combinator, and others, we’re looking for exceptional talent to reimagine the way the world works. Instawork is on a mission to create meaningful economic opportunities for skilled hourly professionals in communities around the globe. Our AI-powered labor marketplace helps local businesses scale, and enables global technology companies to push the frontiers of robotics and AI. Backed by world-class investors like Benchmark, Spark Capital, Craft Ventures, Greylock, Y Combinator, and others, we're looking for exceptional talent to reimagine the way the world works. Role Overview An Internal Coordinator (IC) owns the day-to-day running of field data collection for a single region. Each IC leads a team of Field Officers (FOs) who carry recording rigs(hardware) into partner businesses, set them up correctly, and capture high-quality task recordings. The IC is the operational nerve center of the region: planning the day's pipeline, keeping FOs productive in the field, solving problems live, ensuring recording quality and diversity rules are met, tracking inventory (rigs and SD cards) in and out, and reporting hours planned vs. achieved with clear loss reasons at end of day. This role is mainly about live coordination, field problem-solving, quality control, and disciplined reporting. Who Are Field Officers (FOs)? People working on the ground, out in the field They collect rigs from inventory, travel to assigned businesses, and record short videos of real commercial/household tasks They are responsible for correct setup, on-site recording, and returning rigs and SD cards They have clear daily and overall hou

GitRestAIGo
S
📍 Hyderabad, Telangana, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

About StarRez StarRez is the global leader in student housing software, providing innovative solutions for on and off-campus housing management, resident wellness and experience, and revenue generation. Trusted by 1,400+ clients across 25+ countries, StarRez supports more than 4 million beds annually with its user-friendly, all-in-one platform, delivering seamless experiences for students and administrators. With offices in the United States, Australia, the UK, and India, StarRez blends the robust capabilities of a global organization with the personalized care and service of a trusted partner. The Role You have an uncanny knack for problem solving and you have a sharp product mindset. Our engineers are involved in all aspects of the software design process and create high-performing, scalable, and secure products. You’ll work alongside cross-functional teams to design right-size solutions that power a new market-leading Analytics platform. As a Data Engineer at StarRez, you will play a critical role in building and scaling the foundations of our Analytics & Data Platform. You’ll design and maintain reliable, secure, and scalable data pipelines and models that power a new generation of reporting, insights, and data-driven products across the StarRez ecosystem. This role sits at the intersection of data, product, and engineering. You will work closely with Data Analysts, Full-Stack Engineers, and Product teams to translate customer and business requirements into robust data solutions - enabling everything from standardised dashboards to advanced analytics and embedded intelligence. You are hands-on, pragmatic, and comfortable working in a fast-evolving environment where you’ll help shape both the technical platform and the operating model as we scale. What you’ll be doing Build and maintain scalable data pipelines to ingest, transform,

SQLAWSAzureGCP
W
📍 Mumbai, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

WPP is the trusted growth partner for the world’s leading brands. We unite cutting-edge media intelligence and data solutions, world-class creativity, next-generation production, transformative enterprise solutions and expert strategic counsel in a single company – powered by exceptional talent and our agentic marketing platform, WPP Open, to help our clients navigate change, capture opportunity and deliver transformational growth. We work with the world's most valuable brands and have global reach across 100+ markets, with deep local expertise. Our people are the key to our success. We're committed to fostering a culture of creativity, belonging and continuous learning, attracting and developing the brightest talent, and providing exciting career opportunities that help our people grow. For more information, visit WPP.com. What you'll be doing: Should be proficient in Strategic Sourcing: Analyzing spend data, creating internal & external category profiles, Market intelligence reports, Opportunity assessments, devising category strategies, identifying sourcing levers for respective market categories, analyzing costing for a product or service, conduct structured supplier negotiations, understand the nuances of contracting and execute the same with suppliers in co-ordination with legal teams, managing statutory compliances and sustainability requirements etc. Executing projects through GEP Source to Contract platform, performing procurement risk, governance & compliance activities, supporting procurement operational activities etc. Experience working in reputed S2C platforms shall be appreciated specifically GEP S2C. Day to day performance of procurement activities, managing workloads and priorities, co-ordinate with the team and escalating/reporting to sourcing & procurement manager on a regular basis. Ensure high-quality stakeholder engagement both internal (procurement) & external (suppliers, age

AIGoRustMarketing
D
📍 Chennai, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

About DevRev At DevRev, we're building the future of work with Computer – your AI teammate. Unlike traditional tools, Computer unifies all your data sources, tools, and workflows into a single AI-ready platform, giving employees real-time insights, proactive suggestions, and powerful agentic actions. It extends your existing software with AI-native apps and agents that work alongside your teams and customers – updating workflows, coordinating across teams, and eliminating repetitive work. We call this Team Intelligence: human-AI collaboration that breaks down silos, brings people back together, and frees you to solve bigger problems. Backed by Khosla Ventures and Mayfield with $150M+ raised, DevRev is trusted by global companies across industries. About the role: We are looking for a Senior Data Engineer to help build and evolve the data platform that powers critical business decisions and customer-facing experiences. You will own significant parts of our data architecture that is main powerhouse of DevRev Computer’s memory for accurate and efficient Answers. As a part of data team, you will design and operate scalable data systems, and work closely with Software Engineering, AI Agent teams, Data Science, and Product teams to turn complex data requirements into reliable, high-quality data products. This role is ideal for an experienced engineer who enjoys solving challenging problems involving large-scale data, distributed systems, database architecture, and performance optimization . You will have significant technical ownership and the opportunity to influence the direction of our agentic data platform while helping raise the engineering bar across the team. What you'll do: Own data architecture for large-scale, high-impact projects, making thoughtful tradeoffs across scalability, reliability, performance, maintainability, and operational cost. Design, build, and operate scalable data pipelines and data systems that reliably ingest, transform, store, and se

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