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THURSDAY, FEBRUARY 12, 2026
Industrial Robotics2 min read

Infrastructure Automation: The Real Cost of Failure

By Maxine Shaw

Automated packaging line in food factory

Image / Photo by Remy Gieling on Unsplash

A crashed deployment pipeline costs companies thousands of dollars every hour it remains broken.

In an era where infrastructure automation is critical for maintaining competitive advantage, companies often fall prey to a common pitfall: relying solely on feature comparisons when evaluating DevOps automation providers. This narrow focus can obscure the real risks associated with operational failures, which can lead to catastrophic downtime and lost revenue.

Production data shows that many organizations mistakenly prioritize flashy features over reliability. A comprehensive analysis of the deployment history for various automation platforms reveals that the most successful implementations are driven not by what vendors promise, but by lessons learned from past failures. Infrastructure automation should not be treated as a checklist of capabilities; rather, it should be viewed through the lens of operational resilience and real-world performance.

Take, for example, a manufacturer that recently switched to a new automation provider to streamline its deployment process. Initially attracted by promises of “seamless integration,” the company soon found itself grappling with an unexpected reality: the new system crashed during peak production hours, resulting in losses that quickly added up to over $50,000 in just a few days. The painful irony? The previous system, despite being less feature-rich, had a proven track record of reliability. Integration teams report that moving away from a known quantity often introduces risks that are not immediately apparent.

The hidden costs of switching automation providers are often underestimated. Vendors may tout their capabilities, but they frequently gloss over the training hours required for staff to effectively utilize the new system. Industry benchmarks suggest that organizations should budget for at least 20% of their workforce's time in training when implementing new technologies. This translates to a significant financial investment—not just in direct costs, but also in the productivity lost while employees are learning the ropes.

Moreover, operational metrics show that features alone do not guarantee success. A robust automation solution must also consider the constraints of the existing infrastructure. Floor space, power requirements, and existing workflows are all critical factors that can dictate whether a new system will enhance productivity or become a costly hindrance. For instance, if a new system requires more power than can be supplied, the entire operation risks stagnation.

It's essential to remember that not all tasks can or should be automated. Automation can streamline processes, but human workers are still indispensable for complex decision-making and troubleshooting. Floor supervisors confirm that while automation can handle repetitive tasks, it cannot replicate the nuanced judgment that experienced workers bring to the table. Balancing automation with human oversight is key to maintaining operational efficiency.

What’s the takeaway for plant managers and operations directors? Look beyond the marketing materials. Evaluate vendors based on documented operational outcomes, not just features. Focus on the lessons learned from previous deployments to avoid the pitfalls that could lead to expensive downtime.

As companies continue to invest in automation, the emphasis must shift from simply comparing capabilities to understanding the full operational context. The next time you’re evaluating a DevOps automation provider, remember: the real cost of failure is measured not just in dollars but in lost opportunities and wasted resources.

Sources

  • A Complete Guide to DevOps-Based Infrastructure Automation + Practical Tips + Top 4 Providers

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