DevOps Engineer - ML & Data Infrastructure
Full-time
High 5 Games
We’re looking for a DevOps Engineer to help design, build, and optimize the cloud infrastructure powering our machine learning operations. You’ll play a key role in scaling AI models from research to production — ensuring smooth deployments, real-time monitoring, and rock-solid reliability across our Google Cloud Platform (GCP) environment.
You’ll work hand-in-hand with data scientists, ML engineers, and other DevOps experts to automate workflows, enhance performance, and keep our AI systems running seamlessly for millions of players worldwide.
What You’ll Do
- Manage, configure, and automate cloud infrastructure using tools such as Terraform and Ansible .
- Implement CI/CD pipelines for ML models and data workflows, focusing on automation, versioning, rollback, and monitoring with tools like Vertex AI , Jenkins , and DataDog .
- Build and maintain scalable data and feature pipelines for both real-time and batch processing using BigQuery , BigTable , Dataflow , Composer , Pub/Sub , and Cloud Run .
- Set up infrastructure for model monitoring and observability — detecting drift, bias, and performance issues using Vertex AI Model Monitoring and custom dashboards.
- Optimize inference performance , improving latency and cost-efficiency of AI workloads.
- Ensure overall system reliability, scalability, and performance across the ML/Data platform.
- Define and implement infrastructure best practices for deployment, monitoring, logging, and security.
- Troubleshoot complex issues affecting ML/Data pipelines and production systems.
- Ensure compliance with data governance, security, and regulatory standards , especially for real-money gaming environments.
What We’re Looking For
- 3+ years of experience as a DevOps Engineer, ideally with a focus on ML and Data infrastructure.
- Strong hands-on experience with Google Cloud Platform (GCP) — especially BigQuery , Dataflow , Vertex AI , Cloud Run , and Pub/Sub .
- Proficiency with Terraform (and bonus points for Ansible ).
- Solid grasp of containerization (Docker, Kubernetes) and orchestration platforms like GKE .
- Experience building and maintaining CI/CD pipelines , preferably with Jenkins .
- Strong understanding of monitoring and logging best practices for cloud and data systems.
- Scripting experience with Python , Groovy , or Shell .
- Familiarity with AI orchestration frameworks (LangGraph or LangChain) is a plus.
- Bonus points if you’ve worked in gaming , real-time fraud detection , or AI-driven personalization systems .
Vacancy posted 17 hours ago
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