MLOps: Strong, practical understanding of the machine learning lifecycle on Databricks using tools like MLflow. Databricks SQL: Knowledge of designing and optimizing analytical workloads. Mosaic AI:
MLOps: Strong, practical understanding of the machine learning lifecycle on Databricks using tools like MLflow. Databricks SQL: Knowledge of designing and optimizing analytical workloads. Mosaic AI:
Director - Technology Risk Consulting - Artificial Intelligence and Emerging Technology
Houston, TX · On-site
Evaluate SDLC and MLOps practices-cloud landing zones, APIs, data pipelines, CI/CD, model registries, and deployment strategies-to identify risk, control gaps, and engineering fixes * Embed "risk-by ...
Director - Technology Risk Consulting - Artificial Intelligence and Emerging Technology
Houston, TX · On-site
Evaluate SDLC and MLOps practices-cloud landing zones, APIs, data pipelines, CI/CD, model registries, and deployment strategies-to identify risk, control gaps, and engineering fixes * Embed "risk-by ...
Experience enabling MLOps or analytics platforms, preferred * Exposure to customer analytics, personalization, marketing, or e-commerce use cases, preferred * Experience operating in early-to-mid ...
Experience enabling MLOps or analytics platforms, preferred * Exposure to customer analytics, personalization, marketing, or e-commerce use cases, preferred * Experience operating in early-to-mid ...
Experience enabling MLOps or analytics platforms, preferred * Exposure to customer analytics, personalization, marketing, or e-commerce use cases, preferred * Experience operating in early-to-mid ...
Experience enabling MLOps or analytics platforms, preferred * Exposure to customer analytics, personalization, marketing, or e-commerce use cases, preferred * Experience operating in early-to-mid ...
Experience enabling MLOps or analytics platforms, preferred * Exposure to customer analytics, personalization, marketing, or e-commerce use cases, preferred * Experience operating in early-to-mid ...
Experience enabling MLOps or analytics platforms, preferred * Exposure to customer analytics, personalization, marketing, or e-commerce use cases, preferred * Experience operating in early-to-mid ...
Azure Databricks Architect with Oil & Gas
Houston, TX · On-site
$60.75 - $79/hr
... DataOps, and MLOps. - Strong stakeholder management and client-facing communication skills. - Minimum 10 years of experience in Data Engineering/Data Platform delivery, with strong leadership ...
Quick apply
Azure Databricks Architect with Oil & Gas
Houston, TX · On-site
$60.75 - $79/hr
... DataOps, and MLOps. - Strong stakeholder management and client-facing communication skills. - Minimum 10 years of experience in Data Engineering/Data Platform delivery, with strong leadership ...
Lead / Sr Analyst Data Scientist
Houston, TX · On-site
$125 - $150/hr
Implement MLOps practices to support scalable, automated model deployment and monitoring. * Ensure compliance with data governance, privacy, and ethical AI standards. * Stay current with industry ...
Lead / Sr Analyst Data Scientist
Houston, TX · On-site
$125 - $150/hr
Implement MLOps practices to support scalable, automated model deployment and monitoring. * Ensure compliance with data governance, privacy, and ethical AI standards. * Stay current with industry ...
Enterprise IT, Data & AI Architect
Houston, TX · On-site
$150 - $200/hr
Shape the enterprise AI architecture (platforms, MLOps, governance, Responsible AI).* Identify AI/automation use cases and integrate AI-powered solutions securely and at scale.**Business Process ...
Enterprise IT, Data & AI Architect
Houston, TX · On-site
$150 - $200/hr
Shape the enterprise AI architecture (platforms, MLOps, governance, Responsible AI).* Identify AI/automation use cases and integrate AI-powered solutions securely and at scale.**Business Process ...
AI/ML Engineer
Houston, TX · On-site
$150 - $200/hr
Familiarity with MLOps tools and practices (e.g., CI/CD for ML, model monitoring, versioning). * Excellent communication skills and ability to collaborate across technical and non-technical teams.
AI/ML Engineer
Houston, TX · On-site
$150 - $200/hr
Familiarity with MLOps tools and practices (e.g., CI/CD for ML, model monitoring, versioning). * Excellent communication skills and ability to collaborate across technical and non-technical teams.
Enterprise IT, Data & AI Architect
Houston, TX · On-site
$125 - $150/hr
Shape the enterprise AI architecture (platforms, MLOps, governance, Responsible AI). Identify AI/automation use cases and integrate AI-powered solutions securely and at scale. * Business Process ...
Enterprise IT, Data & AI Architect
Houston, TX · On-site
$125 - $150/hr
Shape the enterprise AI architecture (platforms, MLOps, governance, Responsible AI). Identify AI/automation use cases and integrate AI-powered solutions securely and at scale. * Business Process ...
Senior Data Engineer
$92K - $125K/yr
MLOps: Familiarity with MLOps platforms and tools such as Azure ML Studio, MLflow, Kubeflow, or Sagemaker. * Chemistry Domain: Basic understanding of analytical chemistry concepts, such as ...
Quick apply
Senior Data Engineer
$92K - $125K/yr
MLOps: Familiarity with MLOps platforms and tools such as Azure ML Studio, MLflow, Kubeflow, or Sagemaker. * Chemistry Domain: Basic understanding of analytical chemistry concepts, such as ...
Senior Data Engineer
Stafford, TX · On-site
$92K - $125K/yr
MLOps: Familiarity with MLOps platforms and tools such as Azure ML Studio, MLflow, Kubeflow, or Sagemaker. * Chemistry Domain: Basic understanding of analytical chemistry concepts, such as ...
Senior Data Engineer
Stafford, TX · On-site
$92K - $125K/yr
MLOps: Familiarity with MLOps platforms and tools such as Azure ML Studio, MLflow, Kubeflow, or Sagemaker. * Chemistry Domain: Basic understanding of analytical chemistry concepts, such as ...
Shape the enterprise AI architecture (platforms, MLOps, governance, Responsible AI). * Identify AI/automation use cases and integrate AI-powered solutions securely and at scale. Business Process ...
Shape the enterprise AI architecture (platforms, MLOps, governance, Responsible AI). * Identify AI/automation use cases and integrate AI-powered solutions securely and at scale. Business Process ...
Senior Data Engineer
Stafford, TX · On-site
$92K - $125K/yr
MLOps: Familiarity with MLOps platforms and tools such as Azure ML Studio, MLflow, Kubeflow, or Sagemaker. * Chemistry Domain: Basic understanding of analytical chemistry concepts, such as ...
Senior Data Engineer
Stafford, TX · On-site
$92K - $125K/yr
MLOps: Familiarity with MLOps platforms and tools such as Azure ML Studio, MLflow, Kubeflow, or Sagemaker. * Chemistry Domain: Basic understanding of analytical chemistry concepts, such as ...
Data Analytics and AI Leader
Houston, TX · On-site
$125 - $150/hr
... MLOps best practices including CI/CD for models. * Analytics & Business Intelligence: lead the development of self‑service analytics capabilities, semantic layers, and BI infrastructure; define ...
Data Analytics and AI Leader
Houston, TX · On-site
$125 - $150/hr
... MLOps best practices including CI/CD for models. * Analytics & Business Intelligence: lead the development of self‑service analytics capabilities, semantic layers, and BI infrastructure; define ...
Databricks Consultant
Houston, TX · On-site
Knowledge of Machine Learning and MLOps on Databricks. * Experience with streaming technologies such as Kafka and Structured Streaming. * Databricks or Cloud Platform certifications.
Databricks Consultant
Houston, TX · On-site
Knowledge of Machine Learning and MLOps on Databricks. * Experience with streaming technologies such as Kafka and Structured Streaming. * Databricks or Cloud Platform certifications.
AI Architect
Houston, TX · On-site
$60.25 - $79.25/hr
... MLOps practices for model deployment, evaluation, prompt and version management, monitoring, and drift detection • Experience with vector databases and retrieval systems (e.g., Azure AI Search ...
AI Architect
Houston, TX · On-site
$60.25 - $79.25/hr
... MLOps practices for model deployment, evaluation, prompt and version management, monitoring, and drift detection • Experience with vector databases and retrieval systems (e.g., Azure AI Search ...
Head of Applied AI Products
Houston, TX · On-site
$150 - $200/hr
Strong engineering background in ML engineering, MLOps, or an equivalent technical field. * Proven experience building complex systems from 0→1. * Ability to independently write ...
Head of Applied AI Products
Houston, TX · On-site
$150 - $200/hr
Strong engineering background in ML engineering, MLOps, or an equivalent technical field. * Proven experience building complex systems from 0→1. * Ability to independently write ...
Databricks Azure Consultant
Houston, TX · On-site
$52.50 - $65.25/hr
Knowledge of Machine Learning and MLOps on Databricks. * Experience with streaming technologies such as Kafka and Structured Streaming. * Databricks or Cloud Platform certifications. Qualifications
Databricks Azure Consultant
Houston, TX · On-site
$52.50 - $65.25/hr
Knowledge of Machine Learning and MLOps on Databricks. * Experience with streaming technologies such as Kafka and Structured Streaming. * Databricks or Cloud Platform certifications. Qualifications
Senior AWS Python Data Engineer
Houston, TX · On-site
$100 - $125/hr
Prior experience working with machine learning operations (MLOps) or AI platform teams * Knowledge of knowledge graph construction and semantic modeling * Background in big data environments and real ...
Senior AWS Python Data Engineer
Houston, TX · On-site
$100 - $125/hr
Prior experience working with machine learning operations (MLOps) or AI platform teams * Knowledge of knowledge graph construction and semantic modeling * Background in big data environments and real ...
Mlops information
What is MLOps?
What are the key skills and qualifications needed to thrive as an MLOps engineer?
What are some common challenges faced by MLOps professionals when deploying machine learning models to production?
What is the difference between Mlops vs Data Engineer?
| Aspect | Mlops | Data Engineer |
|---|---|---|
| Primary Focus | Deploying, managing, and monitoring machine learning models in production | Building and maintaining data pipelines and infrastructure for data processing |
| Skills & Certifications | Machine learning, DevOps, cloud platforms, scripting | SQL, ETL, data warehousing, programming |
| Work Environment | Collaborates with data scientists, software engineers, and DevOps teams | Works with data analysts, data scientists, and software developers |
| Industry Usage | AI/ML projects, production environments, cloud services | Data infrastructure, analytics, big data processing |
While both Mlops and Data Engineers work closely with data and cloud technologies, Mlops specialists focus on deploying and maintaining machine learning models in production, ensuring their scalability and reliability. Data Engineers primarily build data pipelines and infrastructure to support data analysis and ML workflows. Understanding these distinctions helps organizations assign the right roles for their AI and data projects.
Is MLOps in demand?
Is MLOps outdated?
What is the average salary in MLOps?
What cities near Rosenberg, TX are hiring for Mlops jobs?
Cities near Rosenberg, TX with the most Mlops job openings:

Full-time
Re-posted 11 days ago
Key responsibilities
Design, build, and maintain a library of production-quality reference architectures and reusable patterns for the Databricks platform.
Architect and build proofs-of-concept for end-to-end solutions on the Databricks Lakehouse Platform, demonstrating feasibility and validating designs.
Create training sessions and lead the adoption of new Databricks features, while providing expert guidance and support to engineering teams.
Job description
Details:
Principal Architect, Databricks
Location: Houston TX - 4 days in office
Duration: Full Time / Direct Hire
The Principal Architect, Databricks will act as our top technical expert and lead practitioner for the Databricks Platform. This role combines architectural leadership with practical implementation. You will be responsible not only for defining the architectural vision but also for developing core, reusable patterns and reference architectures that will accelerate our teams. The ideal candidate is a master of the Databricks ecosystem who leads by example, demonstrates what's possible through hands-on development, and empowers teams to build robust, scalable data solutions.
As a Principal Architect, Databricks you will:
- Develop and Implement Reference Architectures: Design, build, and maintain a library of production-quality reference architectures and reusable patterns that showcase best practices and accelerate development for engineering teams.
- Architect and Prototype Solutions: Architect and build proofs-of-concept for end-to-end solutions on the Databricks Lakehouse Platform, actively demonstrating feasibility and validating complex designs through hands-on implementation.
- Advise Through Doing: Serve as the primary consultant for engineering teams on all aspects of Databricks, providing expert guidance that extends beyond diagrams to include code, best practices, and hands-on support.
- Lead Platform Training: Create training sessions and train engineers, leading the adoption and implementation of new features such as Unity Catalog, Delta Live Tables, and advanced MLOps capabilities.
- Establish and Govern Best Practices: Define, document, and evangelize standards for Databricks development, including data modeling, performance tuning, security, and cost management.
- Mentor and Coach: Mentor engineers and other technical staff through code reviews, paired programming, and design sessions, elevating the overall technical proficiency of the organization within the Databricks ecosystem.
What We Need From You
- Bachelor's Degree Computer Science or related field. Req
- 10+ years' Experience in software engineering, including significant experience in architecting systems. Required
- Proven experience acting as a hands-on technical architect and advisor on large-scale data projects. Required
- Databricks Mastery: Deep, expert-level knowledge of the Databricks Platform, including: Unity Catalog: Designing and implementing data governance and security. Delta Lake & Delta Live Tables: Architecting and building reliable, scalable data pipelines. Performance & Cost Optimization: Expertise in tuning Spark jobs, optimizing cluster usage, and managing platform costs. MLOps: Strong, practical understanding of the machine learning lifecycle on Databricks using tools like MLflow. Databricks SQL: Knowledge of designing and optimizing analytical workloads. Mosaic AI: Knowledge of designing and optimizing AI Agents.
- Cloud & Infrastructure: Deep knowledge of cloud architecture and services on AWS. Strong command of Infrastructure as Code (Terraform, YAML).
- Software Engineering & Programming: Strong background in software engineering and building large fault-tolerant systems.
- CI/CD & Automation: Experience with designing and implementing CI/CD pipelines (preferably with GitHub Actions) for data and ML workloads.
- Observability: Familiarity with implementing monitoring, logging, and alerting for data platforms.
- Automation: The platform is ephemeral, and all changes are implemented using Terraform and Python. Expertise in Terraform and Python is a must.
- Excellent communication and interpersonal skills, with the ability to influence and guide technical teams and stakeholders effectively.
- A strategic mindset with a passion for solving complex data challenges and driving business outcomes through technology.
- The ability to think critically, challenge assumptions, and make clear, well-reasoned architectural decisions.
About NAVA Software Solutions
Sourced by ZipRecruiter
NAVA is a strategic partner for companies seeking to develop or customize software and products. Our team of experts leverages cutting-edge technology and deep industry knowledge to provide customized solutions that drive business success. Whether you're looking to improve your operations, increase efficiency, or bring a new product to market, NAVA has the expertise and resources to help you achieve your goals. Trust us to be your partner in software and product development.
Industry
It services
Company size
51 - 200 Employees
Headquarters location
Rocky Hill, CT, US