SageMaker MLOps Engineer: Build Scalable ML Pipelines

mroads

Plano (TX)

On-site

USD 140,000 - 180,000

Full time

9 days ago
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Job summary

Mroads is seeking an experienced MLOps Engineer in Plano, TX, focused on cloud infrastructure and ML platform operations. The role emphasizes hands-on AWS SageMaker (Studio, Pipelines, Model Registry, Endpoints, Feature Store), IaC, and scalable model serving.

You will design and operate production ML pipelines, ensure secure networking, and collaborate with data teams. Familiarity with Snowflake, Kubernetes (EKS), and monitoring will be valued.

Qualifications

  • 10–15 years in software engineering focusing on cloud infra or ML platforms.
  • 5+ years AWS hands-on, with SageMaker (Studio/Pipelines/Model Registry/EndPoints/Feature Store).
  • 3+ years building/operating production MLOps pipelines.
  • SageMaker Unified Studio or Studio Classic experience.
  • Infrastructure as Code with Terraform, CDK, or CloudFormation.
  • IAM design for ML platforms (roles, cross-account, Lake Formation).
  • MLflow or equivalent experiment tracking.
  • SageMaker Pipelines or similar orchestration (Airflow/Step Functions).
  • Model serving: real-time endpoints, batch, auto-scaling, monitoring.
  • Snowflake as data source for ML pipelines.
  • Kubernetes (EKS) and container orchestration.
  • Networking & security: VPC, SGs, private endpoints.

Skills

Cloud infrastructure
ML platform ops
Production ML pipelines
IAM design
Experiment tracking
Workflow orchestration
Model serving
Networking & security

Tools

Amazon SageMaker
Terraform
CDK
CloudFormation
Airflow
Step Functions
Kubernetes (EKS)
Snowflake

Job description

Mroads is seeking an experienced MLOps Engineer in Plano, TX, focused on cloud infrastructure and ML platform operations. The role emphasizes hands-on AWS SageMaker (Studio, Pipelines, Model Registry, Endpoints, Feature Store), IaC, and scalable model serving.

You will design and operate production ML pipelines, ensure secure networking, and collaborate with data teams. Familiarity with Snowflake, Kubernetes (EKS), and monitoring will be valued.

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