Manager, Data Engineering
$88.54k - $121.1kPublicis Groupe
Company description
Hi there! We’re Razorfish. We’ve been leading the marketing industry with our digital expertise since the start of the internet. But in 2020, we did a full reboot. What’s different? It all starts with people. Weird, wonderful, complex people - with diverse backgrounds in strategy, creative and technology. But no matter how different we are, we all have one thing in common. We believe our differences are our strength. So we push for inclusion, challenge convention and bring in new perspectives, to inspire new ideas. Because when we connect by understanding what makes people different, we can create unforgettable experiences that enrich lives. Join us at razorfish.com.
Overview
We’re seeking a Machine Learning Engineer to help design, build, and maintain production-grade ML systems across cloud platforms. This role blends software engineering and ML expertise to translate prototypes into scalable solutions. You’ll own the full ML lifecycle from development and deployment to monitoring and optimization using tools like Databricks, Vertex AI, and other cloud-native platforms. Strong technical skills, collaboration, and a passion for delivering AI at scale are essential.
For this role, we expect the candidate to demonstrate a track record of:
Collaborating with Data Science teams to deploy ML solutions into production.
Hands-on MLOps experience, including model deployment, monitoring, and lifecycle management.
Designing data warehouses and orchestrating data pipelines to support scalable ML operations.
Responsibilities
ML System Development & Deployment
Design, build, and maintain scalable ML pipelines using cloud services (e.g., Vertex AI, Databricks, SageMaker, Azure ML)
Develop and integrate microservices, REST APIs, and webhooks for ML model serving
Implement CI/CD pipelines for automated model training, testing, and deployment
Create robust data processing workflows for model training and inference
MLOps & Infrastructure
Build and maintain ML infrastructure using modern MLOps practices and tools (e.g., MLflow, Kubeflow, Vertex AI Pipelines)
Implement model monitoring, versioning, and performance tracking systems
Design automated retraining pipelines and manage model lifecycle
Ensure reliability, scalability, and security of models in production
Optimize inference performance and cost efficiency across cloud platforms
Software Engineering Excellence
Write clean, maintainable, and well-documented code following best practices
Implement comprehensive testing strategies including unit, integration, and model testing
Contribute to technical design reviews and architecture decisions
Maintain high code quality standards and participate in code reviews
Cross-Functional Collaboration
Partner with data scientists to productionize research models and prototypes
Collaborate with data engineers to design efficient data pipelines and feature stores
Work with product teams to integrate ML capabilities into customer-facing applications
Participate in agile development processes and cross-functional project planning
Provide technical guidance and mentorship to junior team members
Qualifications
Education & Experience
Bachelor’s degree in Computer Science, Software Engineering, Data Science, Mathematics, or related field
3–4 years of professional experience in ML engineering, software engineering, or data science
2+ years of hands-on experience deploying and maintaining ML models in production
Experience working in collaborative, cross-functional team environments
Technical Skills
Programming Languages : Strong proficiency in Python and SQL (2+ years)
ML Frameworks : Experience with XGBoost, TensorFlow, PyTorch, sklearn, or Keras
Cloud Platforms : Solid hands-on experience with GCP, AWS, or Azure
ML Platforms : Practical knowledge of Vertex AI, SageMaker, Azure ML, or Databricks
Analytics & Feature Engineering : Proficient with BigQuery, Redshift, Azure Synapse
Distributed Processing : Skilled in Databricks, Apache Spark, Dataflow, Pub/Sub, Kafka
Workflow Orchestration : Experience with Airflow, Cloud Composer, Jenkins
Networking & Security : Understanding of cloud networking, security, and cost optimization
MLOps & DevOps : Familiarity with CI/CD, ML lifecycle management
API Development : Experience with REST APIs and microservices
Version Control : Proficiency with Git and collaborative development workflows
Core Competencies
Strong understanding of ML algorithms, model evaluation, and validation
Experience with data preprocessing, feature engineering, and performance tuning
Solid software engineering fundamentals and coding best practices
Awareness of data privacy, security, and ethical AI principles
Excellent collaboration skills with technical and non-technical stakeholders
Self-driven learner with curiosity about emerging ML technologies
Preferred Qualifications
Advanced Technical Skills
MLOps Tools: MLflow, Kubeflow, Vertex AI Pipelines
Containerization: Docker; basic Kubernetes knowledge
Specialized ML: Exposure to NLP, computer vision, or deep learning
Modern ML: Familiarity with LLMs, RAG patterns, transformer architectures
Professional Experience
Agile development and cross-functional collaboration
Code review and technical documentation practices
Interest in mentorship and knowledge sharing
Experience with model validation and software testing principles
Additional information
The Power of One starts with our people! To do powerful things, we offer powerful resources.
Our best-in-class wellness and benefits offerings include:
Paid Family Care for parents and caregivers for 12 weeks or more
Monetary assistance and support for Adoption, Surrogacy and Fertility
Monetary assistance and support for pet adoption
Employee Assistance Programs and Health/Wellness/Comfort reimbursements to help you invest in your future and work/life balance
Tuition Assistance
Paid time off that includes Flexible Time off Vacation, Annual Sick Days, Volunteer Days, Holiday and Identity days, and more
Matching Gifts programs
Flexible working arrangements
‘Work Your World’ Program encouraging employees to work from anywhere Publicis Groupe has an office for up to 6 weeks a year (based upon eligibility)
Business Resource Groups that support multiple affinities and alliances
The benefits offerings listed are available to eligible U.S. Based employees, are reviewed on an annual basis, and are governed by the terms of the applicable plan documents.
Razorfish is an Equal Opportunity Employer. Our employment decisions are made without regard to actual or perceived race, color, ethnicity, religion, creed, sex, sexual orientation, gender, gender identity, gender expression, pregnancy, childbirth and related medical conditions, national origin, ancestry, citizenship status, age, disability, medical condition as defined by applicable state law, genetic information, marital status, military service and veteran status, or any other characteristic protected by applicable federal, state or local laws and ordinances.
If you require accommodation or assistance with the application or onboarding process specifically, please contact View email address on click.appcast.io.
All your information will be kept confidential according to EEO guidelines.
Compensation Range: USD $88,540.00 - USD $121,100.00/Annually. This is the pay range the Company believes it will pay for this position at the time of this posting. Consistent with applicable law, compensation will be determined based on the skills, qualifications, and experience of the applicant along with the requirements of the position, and the Company reserves the right to modify this pay range at any time. Temporary roles may be eligible to participate in our freelancer/temporary employee medical plan through a third-party benefits administration system once certain criteria have been met. Temporary roles may also qualify for participation in our 401(k) plan after eligibility criteria have been met. For regular roles, the Company will offer medical coverage, dental, vision, disability, 401k, and paid time off. The Company anticipates the application deadline for this job posting will be 6/1/2026.
$88.54k - $121.1k
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