Why Platform Consolidation Pays Off
Key Highlights
- Training costs for multi-platform environments can exceed $50,000 per technician, a figure that multiplies fast across a workforce managing five or more systems.
- Modern platform consolidation uses open standards like OPC UA and MQTT to unify control systems without sacrificing the flexibility to integrate specialized equipment.
- Fewer platforms mean simpler spare parts inventory, stronger cybersecurity and faster troubleshooting.
Here’s a familiar industry scenario: You're on the factory floor watching a technician puzzle over three different control panels. These three interfaces present three ways of telling you something's wrong.
This happens because many manufacturers chase "best of breed" technologies, investing in Company A's conveyor system, Company B's packaging equipment and Company C's quality control. Each looks amazing in the brochures. But nobody talks about what happens when you try to make them work together.
The hidden costs of this strategy can easily dwarf initial equipment investment.
That’s why technology investment decisions are not to be taken lightly. It’s important to really dig into the options available and extrapolate total cost of ownership and overall return on investment, especially when looking at multiple versus single vendor systems.
To do this effectively, look at:
- Purchase costs.
- Direct training costs as well as potential “hidden” training multipliers, for example, multiple vendor training costs.
- Organizational impact in terms of time, investment and lost productivity.
All of these are valid considerations that must be factored into the decision-making process.
What platform consolidation means today
Modern platform consolidation isn't about forcing everything into a single proprietary black box. It means standardizing on a unified control and software architecture that serves as your operational foundation while maintaining flexibility to integrate specialized equipment when necessary. Think of it as choosing a common operating language for your facility.
The key distinction here is that consolidated platforms leverage open standards and protocols, such as OPC UA, MQTT, REST APIs and PackML, to communicate with diverse equipment.
More specifically, modern consolidation includes:
- Core control and HMI systems from a unified platform provider sharing common programming environments, visualization tools and data models.
- Industrial networks and communication protocols standardized across the facility.
- Centralized data infrastructure providing unified access to operational data.
- Common security architecture with consistent authentication and access control.
- Standardized edge-to-cloud connectivity enabling consistent data flow.
This approach still allows you to connect that specialized packaging line or innovative quality inspection system. The difference is that they are integrated into your unified infrastructure through standard protocols rather than existing as automation islands.
The $50,000 technician problem
To better understand the impact of platform consolidation, consider a maintenance supervisor at a medium-sized auto parts plant with five different automation platforms. Training one new technician takes six months and costs more than $50,000 due to complexity multipliers, redundant certification requirements and reduced efficiency. With 20 technicians maintaining five distinct control platforms, that's a million-dollar training cost before accounting for other hidden expenses.
OPC UA includes built-in security specifications, making third-party equipment integrations more secure than custom middleware that often lacks robust security features.
Let’s look at how that breaks down:
- Basic automation training: $5,000 to $10,000 per employee.
- Advanced industrial training: $10,000 to $35,000 per employee for high-end software training.
- Multiple platform complexity: This is 3X to 5X multiplier for multi-platform environments as broader training and role specialization are essential.
Add to this ongoing schooling, lost productivity from switching between systems and increased salaries for specialists who can handle the complexity, and the $50,000+ threshold becomes a conservative estimate.
Modern open standards change this equation. A consolidated platform using OPC UA and standard Ethernet protocols can integrate specialized equipment without requiring your team to master five programming languages. Technicians learn one primary control environment deeply, then access data from diverse equipment through standardized interfaces.
Consider two further scenarios: A technician gets an alarm and spends 10 minutes remembering system access and diagnostic locations across proprietary platforms, versus accessing unified diagnostics through a common HMI that aggregates data from multiple sources via open protocols. That's the difference between complexity and intelligent consolidation.
Consolidated platforms provide consistent user interfaces that eliminate the need for memorization of different navigation protocols, standardized diagnostics ensure consistent troubleshooting methods, built-in monitoring provides single-pane-of-glass visibility across all automation systems, and improved knowledge transfer is achieved with solutions that can be applied throughout the entire environment, even when underlying equipment comes from different OEMs.
The inventory nightmare
Inventory issues are another way platform consolidation can be applied to improve operations. Inventorying spare parts for five different systems is like maintaining five garages for five car models. Each platform needs proprietary components from independent vendors with independent lead times. When something crashes at 2:00 a.m., you'd better have the right part on your shelf.
One plant manager told me: "We've got three warehouses full of automation spares. Half the time, we're out of what we need or drowning in parts for obsolete systems."
The equipment's OPC UA server provides status and alarms in standardized formats, meaning that there’s no need to log into three separate proprietary interfaces. They simply troubleshoot from one environment that aggregates information from diverse sources.
Modern consolidation addresses this through two mechanisms:
* First, standardizing core control hardware, such as PLCs, I/O modules, HMIs, network switches dramatically reduces spare parts inventory.
* Second, when specialized equipment requires unique components, unified remote diagnostics and predictive maintenance across the platform help you anticipate failures and manage inventory more strategically rather than keeping spares for every possible failure point.
The consolidation success story
When everything is correctly integrated, problem solving is incrementally easier. Say, for example, there are three pieces of equipment from three different OEMs connected on the same enterprise network, working together to run a process or build and package a product. Then, suddenly, everything stops.
With a common unified architecture, there’s no need to panic.
By using the same core products, maintenance engineers can quickly assess, identify and repair the problem. Even if the issue originates in third-party equipment, technicians access diagnostics through the unified platform's HMI. The equipment's OPC UA server provides status and alarms in standardized formats, meaning that there’s no need to log into three separate proprietary interfaces. They simply troubleshoot from one environment that aggregates information from diverse sources.
Security concerns
Every new platform multiplies your cybersecurity worries. Each has its own security model, update cycles and vulnerabilities, which makes it like protecting five houses with different alarm systems.
Consolidated platforms simplify everything with single security policies, unified monitoring, coordinated updates and smaller attack surfaces. All this makes compliance easier to manage and audit, which is a significant issue considering the EU Cyber Resiliency Act requiring certification by 2027.
With 20 technicians maintaining five distinct control platforms, that's a million-dollar training cost before accounting for other hidden expenses.
The critical nuance to understand here is that modern consolidated platforms using OPC UA actually improve security compared to proprietary integration. OPC UA includes built-in security specifications (encryption, authentication, authorization), making third-party equipment integrations more secure than custom middleware that often lacks robust security features.
The bottom line is that fewer control systems mean fewer entry points for hackers and less complexity for you to manage, even when you're integrating diverse equipment through standardized, secure protocols.
Industry-specific touchstones
There is no silver bullet across all industries when it comes to platform consolation because there are different challenges for different industries. Considering that, let’s look at a few key considerations:
- Pharmaceutical and life sciences. Consolidation onto one platform facilitates single validation exercise across all systems, regulatory submission simplification, ease of change control and reduced validation maintenance expenses. FDA compliance benefits encompass electronic batch records with standardized formats, centralized audit trails and simplified 21 CFR Part 11 compliance. Modern platforms using ISA-88 and PackML standards can integrate specialized bioprocess equipment while maintaining validated state.
- Automotive manufacturing. Consolidation supports lean production through standard work instructions across production lines, embedded quality management, unified data collection and analysis, and integrated streamlining of suppliers. It also enables duplicated production lines for global operations, standardized technical support, consistent quality procedures and transferable technology. Open standards enable integration of specialized robotics and testing equipment without abandoning platform benefits.
- Food and beverage. Consolidation addresses industry challenges through combined hygienic design practices, standardized cleaning and sanitizing procedures, combined food safety systems and effective HACCP implementation. Traceability benefits include standardized lot tracking, systematized recall processes, combined supplier management and standardized quality data capture. Modern platforms can integrate specialized packaging and inspection equipment via standard interfaces while maintaining unified batch and quality data.
The implementation path forward
To embark on a platform consolidation path, start with a reality check. Map all automation platforms you're running, count spending on training, inventory and integration, and assess your cybersecurity posture.
Then assess your integration architecture. Do your systems use open standards or proprietary islands? Systems already using OPC UA and standard Ethernet protocols are easier to consolidate than closed proprietary platforms.
Align consolidation with natural equipment renewal cycles. Start at highest pain points with systems that are perpetually failing or requiring expensive training. Prioritize consolidating core control and HMI platforms first. Specialized equipment can integrate through open protocols as budget allows.
Most importantly, bring your technicians along. They know where the complexities are. Involve them in platform selection and invest heavily in training.
Your goal isn't vendor lock-in, it’s operational coherence. Modern platform consolidation leverages open standards to deliver unified operational infrastructure with flexibility to integrate specialized equipment when business needs justify it. Savvy companies are choosing integrated simplicity built on open standards over pure best-of-breed complexity or closed proprietary systems because the returns are real: reduced training expenses, simpler inventory, faster troubleshooting, improved cybersecurity and quicker response.
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About the Author

Dennis Wylie
Dennis Wylie is principal product manager at Rockwell Automation.

