Bruno Martins
Senior MLOps Engineer
Lisbon, Portugal · Europe/Lisbon (UTC+1) · 10 years of experience
Bruno focuses on reproducible model delivery, promotion controls, observability, and rollback.
Request a shortlistWhy this profile fits
Reproducible model delivery
Versions code, data references, configuration, and artifacts so training and promotion can be repeated and audited.
Safe promotion and rollback
Uses evaluation gates, staged rollout, lineage, and a tested rollback path for model changes.
Operational measurement
Monitors service health, data quality, drift, cost, and model behavior with clear ownership.
Relevant toolkit
Python
Kubernetes
MLflow
TerraformCI/CDDelivery evidence
Selected work
Recommendation Serving Platform
digital mediaDesigned and delivered a production ML platform focused on real-time recommendation infrastructure; reduced p95 feature latency by 38% while doubling deployment frequency. The release included reproducible pipelines, promotion gates, lineage, drift alerts, and a documented rollback path.
Online Feature Quality Monitor
digital media operationsBuilt the supporting control and measurement layer for the primary system, covering review queues, regression checks, operational visibility, and a documented handoff to the owning team.
Relevant experience
Career timeline
Senior MLOps Engineer
2023–PresentDevlyn client assignments · Remote
- Led real-time recommendation infrastructure delivery for a digital media team and reduced p95 feature latency by 38% while doubling deployment frequency.
MLOps Engineer
2016–2022digital media product company (confidential) · Lisbon, Portugal
- Built production systems in digital media, with increasing ownership of reliability, testing, and stakeholder delivery.
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Skill depth
Show experience in context.
Relevant experience by skill
See the complete skill index
Languages
Frameworks
Tools
Platforms
Storage
Paradigms
Credentials
Certifications
Google Cloud Professional Cloud DevOps Engineer
Google Cloud · 2023 · Certified
HashiCorp Certified: Terraform Associate (004)
HashiCorp · 2026 · Certified
Communication
Languages
English
Fluent
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