Senior ML & AWS Engineer: Secure Pipelines & Governance

TWG Global AI; Santa Monica (CA); On-site; USD 190,000 - 290,000; Full time

Job summary

TWG AI is recruiting for a senior data/ML pipeline engineer to own the hardened batch pipelines, model governance, and external data integrations. The role sits at the intersection of analytics and compliance, ensuring traceability from data sources to model outputs in a regulated environment.

You’ll help build scalable, auditable pipelines and maintain robust MLOps practices. Based onsite in Santa Monica, CA or New York, NY, you will collaborate with analytics, compliance, and product teams to

Qualifications

• 5+ years of experience in data / ML pipeline engineering.
• Hands‑on MLOps: model registries, versioning, lineage, and reproducible deployment.
• Experience building and maintaining third‑party API and data integrations.
• Production AWS experience.
• Comfort working to governance and audit requirements; regulated-domain experience a plus.

Responsibilities

• Hardening and maintaining the batch pipelines and feature infrastructure the models run on.
• Model governance: versioning, lineage, reproducibility, and audit-ready records of how every model and flag was produced.
• The external integrations that feed the systems — surveillance-vendor feeds, screening providers, KYC/identity sources, market/event data, and DeFi feeds.
• The MLOps tooling that keeps deployments consistent and reversible.
• Keeping the systems audit-ready as they grow, in partnership with data science and compliance.

Skills

ML pipeline engineering

MLOps

AWS

API/data integrations

Governance & audits

Tools

AWS

Job description

TWG AI is recruiting for a senior data/ML pipeline engineer to own the hardened batch pipelines, model governance, and external data integrations. The role sits at the intersection of analytics and compliance, ensuring traceability from data sources to model outputs in a regulated environment.

You’ll help build scalable, auditable pipelines and maintain robust MLOps practices. Based onsite in Santa Monica, CA or New York, NY, you will collaborate with analytics, compliance, and product teams to