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distributed architecture vs microservices

Published 2026-01-19

Why is your servo always stuck? Maybe it’s time to change the architecture idea

Have you ever encountered this situation: that robotic arm on the production line always runs like an old gear without oil? Obviously the parameters of a single servo motor are very beautiful and the response of the servo is fast enough, but the whole system is not smooth enough. After a long time of troubleshooting, it was not a hardware problem or a program bug. The problem may lie deeper—perhaps your system architecture can no longer keep up with demand.

This is the embarrassment of what we often call "monolithic architecture". All functions are squeezed into a huge software, affecting the whole body. Want to upgrade a certain mechanical module? Sorry, you have to mess with the whole system. If one area fails, the entire line may be shut down. It's like using a thick steel shaft to drive all the joints - it looks strong, but is actually bulky and lacks flexibility.

Distribution and microservices: It’s not about choosing one or the other, but how to collaborate

When they hear "distributed architecture" and "microservices", many people will frown and think that they are buzzwords in the software field. What does they have to do with mechanical hardware? The relationship is actually very big. Imagine that instead of a rigid machine, you design a flexible team of machines.

Distributed architecture is like distributing the functions of the brain to various joints. Each servo unit is no longer just a "hand" that passively executes commands, but an "intelligent node" with local processing capabilities. They can process position and torque feedback in real time and make local adjustments quickly without having to report everything to a central controller. The lower the latency, the faster the response.

Microservices take this concept one step further. It splits the control software itself into independent, function-specific services. For example, path planning services, torque control services, and fault diagnosis services run independently and communicate through clear interfaces. Update path? Just restart that service and the entire system will run as usual.

Someone asked: "Doesn't this make the system more complicated?" On the surface, yes, there are a lot more interactions. But the key is that this "complexity" is orderly and modular. It uses a clear structure at the software level to replace the original "big ball of mud" that was chaotic and difficult to maintain. When each part has clear responsibilities and clear boundaries, the overall reliability and maintainability will be greatly improved.

kpowerPractice: Let architectural ideas turn into mechanical rhythm

existkpower, the way we look at this problem is very straightforward: the architecture is not just a piece of paper, it can be integrated into steel and circuits. When we design the driver solution, we will think about: Can this tension control module be deployed as an independent service? Is this multi-axis synchronization suitable to be encapsulated and used repeatedly for different projects?

For example, in a sophisticated pick-and-place application, we no longer rely on a single controller to call the shots. Visual recognition, trajectory calculation, servo fine adjustment, and terminal force control are decomposed into a series of coordinated microservices. They run on different processing units and exchange data over high-speed networks. The result is that when a slight change in the position of the workpiece is visually recognized, the adjustment command can be directed to the corresponding servo via the shortest path, and the actions are as coherent as a conditioned reflex.

This brings real benefits:

  • More resilient: A problem with one service will not cause the entire machine to "suddenly die". The system can be downgraded or quickly switched to a backup solution.
  • Evolution is easier: Want to try a new control algorithm? Develop, test, and deploy that standalone service without disturbing the entire stable system.
  • Flexible scaling: Need to add new sensors or actuators? Just like adding a professional member to the team, define its responsibilities and communication methods, and then connect.

How to start your architectural evolution?

This may sound like a bit too much of a jump. Don't worry, transformation can happen step by step. Let’s start with a small question: Which part of your current system changes most frequently? Which feature needs the most independent upgrade cadence? Identify it and think about whether you can establish clear boundaries and interfaces for it.

You don’t have to reinvent the wheel overnight. You can start from the edge node to let a certain servo motor group have more independent "decision-making power". Or, split auxiliary functions such as log monitoring and alarm management into independent services. Feel the relief this decoupling brings.

The soul of machinery is flowing from the steel body into software and architecture. A good architecture is like injecting a nervous system into a machine, making every action precise, coordinated, and full of wisdom to cope with changes. When your equipment is like a well-trained band, each performing its duties and cooperating tacitly, that kind of smoothness and reliability is the most beautiful appearance of technology.

Established in 2005,kpowerhas been dedicated to a professional compact motion unit manufacturer, headquartered in Dongguan, Guangdong Province, China. Leveraging innovations in modular drive technology, Kpower integrates high-performance motors, precision reducers, and multi-protocol control systems to provide efficient and customized smart drive system solutions. Kpower has delivered professional drive system solutions to over 500 enterprise clients globally with products covering various fields such as Smart Home Systems, Automatic Electronics, Robotics, Precision Agriculture, Drones, and Industrial Automation.

Update Time:2026-01-19

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