Platform Engineer, Machine Learning

RAVL is a boutique technology advisory and engineering firm focused on the financial services industry. Everything we do is centered on helping our clients realize measurable ROI from their technology investments.
We’re hiring Senior ML Platform Engineers (Contract) to contribute to building and scaling machine learning platforms across a range of client engagements. This work includes developing ML pipelines, extending platform capabilities, and supporting MLOps workflows in cloud environments.
These roles support both active delivery and upcoming opportunities, offering the chance to work on modern, production‑grade ML systems.
What does success look like in this role?
Build and extend ML platform components on Databricks
Develop ML pipelines for training, deployment, and monitoring
Implement reusable workflows aligned with platform architecture
Integrate with enterprise tooling and services
Support performance, reliability, and observability
Great, do my skills fit?
Strong Databricks and Spark experience
Experience building ML pipelines and workflows
Proficiency in Python
Cloud experience (Azure preferred)
Familiarity with CI/CD and automation
Nice To Have Skills
MLflow or similar tools
Enterprise integration experience
Mindset Traits
Strong builder and problem solver
Detail‑oriented and delivery‑focused
Collaborative
Why join RAVL?
Flexible, client‑aligned work model — autonomy with accountability, adapting to client delivery needs
Variable bonus & RRSP contributions tied to performance and delivery impact
4 weeks paid time off (plus public holidays)
Paid professional development days and continuous learning opportunities
Comprehensive health & dental coverage, including mental health support
Commitment to lifelong learning — continuous improvement through training, mentorship, and certification
Compensation & Hiring ProcessWe are recruiting for a current opportunity. Final offers are based on experience, skills, and qualifications. As part of our hiring process we may use technology, including AI‑based tools, to help summarize and assess applications;
these tools assist our team and do not replace human review or decision‑making.
Equal Opportunity & AccessibilityRAVL is an equal opportunity employer committed to building a diverse, inclusive, and accessible workplace. We welcome applications from all qualified individuals and provide accommodations throughout the hiring process upon request.
We may use artificial intelligence (AI) tools to support parts of the hiring process, such as reviewing applications, analyzing resumes, or assessing responses. These tools assist our recruitment team but do not replace human judgment. Final hiring decisions are ultimately made by humans. If you would like more information about how your data is processed, please contact us.
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