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Bonfirevc

Senior Data/ML Engineer

denver, CO

Check who can apply and the requirements below before continuing.

About this opportunity

Bonfirevc lists this Senior Data/ML Engineer opportunity in denver, Colorado. Review the employer’s description below for duties, qualifications and application requirements.

Job description

Company Overview

Straddle is building the intelligence layer for modern payments—enabling smarter, faster, and more reliable financial decisions through data and machine learning. We operate at the intersection of fintech, data infrastructure, and real-time decisioning, where the systems we build directly impact transaction success, fraud detection, and customer experience.

We are a fast-moving, high-ownership team that values speed, clarity, and pragmatic execution. We believe in delivering impact quickly, iterating continuously, and building systems that scale as the business grows.

Position Overview

We are seeking a Senior/Staff ML/Data Platform Engineer to own the design and implementation of our data and machine learning platform.

This role spans data engineering, ML engineering, and MLOps, with responsibility for building a scalable lakehouse architecture, productionizing models, and enabling real-time and batch decisioning systems.

This is a hands‑on role requiring strong individual contribution across system design, coding, and deployment. The ideal candidate can balance speed and scalability, make pragmatic trade‑offs, and operate with high ownership in a fast‑paced startup environment.

Essential Functions

Design and build scalable data pipelines for ingesting and processing transactional and event data

Architect and implement a Databricks‑based lakehouse using Delta Lake and Unity Catalog

Establish data governance standards (access control, lineage, data quality, compliance)

Build and maintain feature pipelines and feature store infrastructure

Deploy machine learning models in batch and real‑time environments

Implement CI/CD pipelines for data and ML workflows within Databricks

Set up model monitoring, drift detection, and automated retraining pipelines

Design real‑time and batch processing architectures based on business needs

Develop dashboards and analytics to monitor product, model, and business performance

Manage and optimize data infrastructure, storage, and database systems

Translate business problems into scalable data and ML solutions

Collaborate cross‑functionally with data science, engineering, and product teams

Continuously improve system performance, scalability, and reliability

Desired Experience & Skills

5+ years in data engineering, ML engineering, or related roles

Strong experience building production‑grade data pipelines (ETL/ELT)

Proficiency in R/Python and SQL

Experience with Databricks and Apache Spark

Experience with cloud platforms (preferably Azure)

Experience deploying ML models into production systems

Familiarity with CI/CD, containerization (Docker), and DevOps practices

Experience with ML lifecycle tools (e.g., MLflow, Kubeflow, Vertex AI)

Strong problem‑solving and debugging skillsAbility to work across ambiguous, evolving requirements

Strong communication and collaboration skills

Technical Expertise

Databricks ecosystem (Delta Lake, Unity Catalog, MLflow)

Data modeling, warehousing, and lakehouse architectures

Feature engineering and feature store design

Batch and real‑time data processing (e.g., Spark, Kafka, streaming systems)

REST APIs / microservices for model serving

Data quality, observability, and monitoring frameworks

Performance optimization for large‑scale data systems

Security and compliance for sensitive financial data

Culture Fit

At Straddle, data science and engineering are guided by a shared philosophy:

Speed over perfection — momentum creates opportunity; we deliver, iterate, and improve

Ownership mentality — we don’t stop at “our part”; we ensure outcomes

Honest, data‑driven thinking — we trust the data, even when it’s inconvenient

Curiosity and creativity — we ask “why,” explore ideas, and challenge assumptions

Pragmatic execution — we balance long‑term scalability with immediate business impact

Collaborative mindset — we think out loud, share context, and make each other better

We are building systems that directly impact real financial outcomes. That responsibility demands high standards, strong judgment, and a bias toward action.

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Worksite address

denver, CO, 80285, US

Who can apply

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