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Join our dynamic, fast-growing team, where innovation and collaboration are at the core of our culture. About the Team The Data Platform team owns the full ML lifecycle at Invoca, from model training and fine-tuning through inference optimization and production APIs. We move quickly, swarm on hard problems, and care deeply about code quality, reliability, and each other's growth. Learn more on our blog or check out our open source projects . About the Role We're hiring a Senior ML Engineer to own the productionization layer of Invoca's ML stack - model serving, inference optimization, fine-tuning, and the APIs and pipelines that tie it all together. You'll be a primary driver of the infrastructure powering our Context Engine and agentic AI workflows, working closely with Data Scientists, Data Engineers, and Applied AI Engineers. 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The Subscriptions Mission builds and evolves Spotify's subscription products and marketplace experiences to drive sustainable user and revenue growth globally. We focus on awareness, acquisition, activation, retention, and monetization strategies that help users unlock the full value of Spotify while enabling the business to scale efficiently and responsibly. User Understanding sits within Subscriptions and focuses on building the intelligence layer that makes our growth efforts smarter-through decisioning, data signals, and ML models that power personalization across surfaces and lifecycle moments. You'll work at the intersection of machine learning innovation and commercial strategy, partnering closely with ML engineers, data scientists, data platform teams, product insights, and business stakeholders to shape high-impact growth initiatives. 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