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monoliths vs microservices performance

Published 2026-01-19

When servo systems meet software architecture: a conversation about efficiency

Does the robotic arm in your factory occasionally get "stuck"? Does the speed of the conveyor belt always drop at critical moments? Don't rush to check circuits or lubricate parts - sometimes, the problem can be hidden in the code you can't see. Today we will talk about a topic that sounds far away from hardware, but actually affects every mechanical project: monolithic architecture or microservices, which one can make your equipment "run" more stably?

From the shop floor to the cloud: an overlooked bottleneck

Imagine this: you design a sophisticated gripping system and usekpowerThe servo motor has fast response, accurate torque, and the mechanical structure is also perfectly integrated. But the overall performance still cannot improve, and the response is always delayed by a few milliseconds. What's the problem? It is very likely that the software that controls this system is a huge "monobody" - all functions are bundled together, just like the motor, reducer, and sensor are all welded into an iron lump. If you change a small parameter, the entire system will have to be recompiled and deployed; if a module has a problem, the entire system will shut down.

"But what does this have to do with my mechanical project?" you might ask. It's a big deal. Modern automation is no longer a simple mechanical movement, but a dance of hardware and software. The efficiency of the software architecture directly determines whether your servo motor can exert 100% strength.

Microservices: Give each function an "independent server unit"

What are microservices? You can think of it as in the software world, each functional module is equipped with an independentkpowersteering gear. Those responsible for data processing, those responsible for motion control, and those responsible for status monitoring—each has its own "small motor" that operates independently and collaborates through lightweight protocols. Once one module is upgraded, the others will run as usual; if a certain service has a high load, just expand it alone.

It's like being on an assembly line, where each robotic arm is controlled by an independent servo drive, rather than all being tethered to the same master controller. Flexibility is a given.

An informal comparison experiment

Last year, we came across a packaging line renovation case. The original system had a typical monolithic architecture. Although it used high-performance motors, congestion at the software level caused the overall line efficiency to always be stuck at about 70% of the theoretical value. Later, the team split the software into several microservices such as order analysis, path planning, motion control, and quality inspection reporting. Guess what? SamekpowerServo motor, the response delay is reduced by 40%, and the production line throughput is nearly doubled.

Of course, this is not to say that microservices are a panacea. It also has a "temper": if there are too many services, network calls will bring additional overhead; distributed deployment requires more detailed monitoring. This is just like in mechanical design, parts don’t just need to be disassembled to become thinner - the strength of the connecting parts and the accuracy of the transmission chain must also be considered.

How to choose? Ask yourself these questions

  • Does your system often need partial updates, but you are afraid of affecting the whole system?
  • Is the coupling between business modules like the gears in an old-fashioned mechanical clock? When one gets stuck, the whole thing stops?
  • In the next few years, will your production line be frequently adjusted and expanded?

If the answer is yes, it may be time to seriously consider an architectural transformation. Just like when selecting a mechanical system, you will weigh the speed, torque, and accuracy of the servo motor, the software architecture also needs to match your actual scenario. No one will say "reducers are always better than direct drives". Similarly, no one architecture is suitable for all scenarios.

Let hardware and software truly "rotate concentrically"

In the final analysis, technology is not absolutely good or bad, only whether it is suitable or not. The monolithic architecture is like a heavy-duty stamping machine - concentrated power, suitable for stable and less changing scenarios; the microservices are like a set of manipulators coordinated by multiple Kpower small servos - flexible, scalable, and able to cope with the needs of rapid iteration.

A good project is never a simple stack of hardware and software. Instead, the physical accuracy of the servo motor and the logical efficiency of the software achieve the same frequency resonance. When you feel that the performance of your device has hit the ceiling, you might as well look up and take a look: maybe the bottleneck is not in the gearbox, but in those invisible code flows.

After all, what makes the machine run smoothly is not only steel and electricity, but also those carefully organized 0s and 1s. And finding the most balanced point between the two may be the most fascinating part of the project.

Established in 2005, Kpower has 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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