Match Group

ML Ops Engineer

Match Group

full-time

Posted on:

Location Type: Hybrid

Location: Paris • France

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Tech Stack

CloudDockerGrafanaKafkaTerraform

About the role

  • Design, implement and maintain ML pipelines and CI/CD workflows (training, deployment, retraining)
  • Expose ML models through inference APIs (Cloud Run / Vertex AI Endpoints) to be consumed by product and platform services
  • Own monitoring, alerting and reliability of ML systems in production
  • Write optimized, high-performance, scalable, testable, maintainable, and observable code
  • Ensure operational readiness of ML models (logging, metrics, incident handling)
  • Act as a local ML Ops reference for the Paris Data Science team
  • Support DS teams to industrialize models and experiments

Requirements

  • You hold an engineering degree or a Master’s degree in mathematics or computer science, with at least 5–6 years of experience in similar roles
  • You enjoy discovering scientific methods and challenging existing ones, always keeping in mind the ultimate goal of improving the performance of our dating application
  • Experience with ML / DevOps practices
  • Experience with CI/CD, Docker, Terraform
  • Experience with monitoring & alerting (Cloud Monitoring, Grafana, etc.)
  • Understanding of IAM, service accounts, security
  • Comfortable operating ML systems in production
  • Strong understanding of model serving constraints
  • Comfortable communicating in English during meetings
  • Excellent analytical and synthesis skills
  • Excellent written and verbal communication skills
  • Rigorous scientific mindset
  • Team spirit and proactive attitude
  • Curiosity and strong learning ability
  • Experience working with Kafka or event-driven architectures in ML or data platforms (nice to have)
  • Knowledge in A/B test framework (nice to have)
  • Knowledge in QlikView, Looker, or other BI tools (nice to have)
Benefits
  • Benefit from a healthy work-life balance in a flexible and welcoming environment
  • Enjoy a modern Paris office with a rooftop, close to transport and amenities
  • Access Edenred lunch vouchers, a discounted ClassPass subscription, premium healthcare with WTW, and our Worklife sustainable mobility package
  • Grow through e-learning, conferences, and knowledge-sharing sessions
  • Thrive in a dynamic, agile tech environment with evolving microservices and a culture of knowledge sharing and autonomy.
  • Participate in hackathons and drive innovative projects
  • Join regular social events like breakfasts, lunches, and apéros
  • Use our products for free
Applicant Tracking System Keywords

Tip: use these terms in your resume and cover letter to boost ATS matches.

Hard Skills & Tools
ML pipelinesCI/CD workflowsinference APIsmonitoringalertinghigh-performance codescalable codetestable codemaintainable codeobservable code
Soft Skills
analytical skillssynthesis skillswritten communicationverbal communicationscientific mindsetteam spiritproactive attitudecuriositylearning ability
Certifications
engineering degreeMaster’s degree in mathematicsMaster’s degree in computer science