Industrial Data Engineering Services
We design, build, and deploy data infrastructure for industrial operations. Our practice covers the full stack from plant floor sensors to cloud analytics, with deep expertise in time-series data, IT/OT integration, and operational intelligence. Every engagement delivers working systems, not strategy documents.
Industrial Data Platform Engineering
The foundation of operational intelligence is reliable, well-architected data infrastructure. We design and implement time-series platforms that capture, store, and serve your operational data at scale.
What We Deliver:
- Time-Series Architecture — Design and deployment of platforms built for industrial data volumes. Azure Data Explorer, OSIsoft PI, InfluxDB, and other historian technologies.
- IT/OT Integration — Bridging the gap between plant floor systems and enterprise infrastructure. Modbus, OPC-UA, MQTT, and industrial protocol expertise.
- Process Historian Implementation — Full lifecycle historian projects from requirements through commissioning. Tag configuration, data modeling, and integration.
- IoT Sensor Integration — Edge device deployment, gateway configuration, and sensor network architecture for brownfield and greenfield implementations.
Unified operational data accessible to analytics tools. Reduced manual data collection. Historical data preserved and queryable. Foundation for advanced analytics and ML.
Operational Intelligence & Analytics
Data infrastructure only creates value when it drives better decisions. We implement analytics solutions that give operators, engineers, and managers visibility into what matters.
What We Deliver:
- Seeq Implementation — Full deployment of Seeq for advanced process analytics. Workbench configuration, training, and integration with your historian infrastructure.
- Dashboard Development — Operational dashboards in Grafana, Tableau, or Power BI designed for your specific KPIs and user workflows. Purpose-built visualizations.
- Observability Systems — Monitoring and alerting infrastructure for industrial systems. Know when something is wrong before it becomes a production issue.
- Energy Analytics & ISO 50001 — Energy monitoring systems, EnPI tracking, and analytics infrastructure to support ISO 50001 energy management systems.
Real-time operational visibility. Faster root cause analysis. Energy consumption reduction. Data-driven continuous improvement.
Cloud Infrastructure & DevOps
Industrial data platforms require robust, secure, and maintainable infrastructure. We design and deploy cloud environments purpose-built for operational technology workloads.
What We Deliver:
- Azure Deployment — Infrastructure as code using Bicep and Terraform. Repeatable, documented deployments that your team can maintain and extend.
- Data Pipelines — ETL/ELT implementation using Databricks, Prefect, Azure Data Factory, or custom solutions. Reliable data movement from source to consumption layer.
- CI/CD Setup — Automated build, test, and deployment pipelines. Version control, environment management, and release automation for industrial software.
- Hybrid Cloud Architecture — Designs that work with on-premise constraints. Edge computing, secure connectivity, and architectures for air-gapped environments.
Infrastructure that scales with your data. Deployments that are repeatable and auditable. Reduced operational burden on IT teams. Security posture appropriate for industrial systems.
Custom Industrial Software
When off-the-shelf solutions do not fit, we build custom software designed for industrial environments. Practical applications that solve specific operational problems.
What We Deliver:
- MES Systems — Manufacturing execution system development and integration. Work order management, production tracking, and quality data capture tailored to your processes.
- Industrial APIs — Custom interfaces between systems that were never designed to talk to each other. REST APIs, data transformation services, and integration middleware.
- AI/RAG Implementation — Practical AI applications for industrial use cases. Document retrieval systems, knowledge bases, and machine learning models integrated with your operational data.
- Rapid Prototyping — Fast proof-of-concept development to validate ideas before committing to full implementation. Working software in weeks, not months.
Systems that fit your process, not the other way around. Integration between previously siloed applications. AI capabilities grounded in your operational context.
How We Work
Project-Based Delivery
Fixed scope, fixed price engagements with defined deliverables and milestones. We agree on what success looks like, then build it. Suitable for well-defined initiatives like historian implementations, dashboard projects, or infrastructure deployments.
Fractional CTO
Ongoing technical leadership on a monthly retainer. Typically 2-4 days per month of embedded expertise. Ideal for companies that need senior technical guidance but not a full-time hire. Includes architecture reviews, vendor evaluation, team mentoring, and strategic technical planning.
Value Engineering Sprint
A two-week intensive engagement designed to move fast. We assess your current state, design a target architecture, and deliver an actionable implementation roadmap. Often used to kick off larger initiatives or evaluate feasibility of new projects.
What You Can Expect
Working Deliverables
Every engagement produces functional systems, not just documentation. Code is deployed, infrastructure is running, dashboards are live.
Knowledge Transfer
We document what we build and ensure your team can operate and extend it. No black boxes, no dependency on us for day-to-day operations.
Transparent Communication
Regular progress updates, clear scope management, and honest assessment of risks and trade-offs.
Let's talk about your project
Tell us what you are trying to accomplish. We'll have an honest conversation about whether we are the right fit and what a path forward might look like.
Get in touch