Driven by the explosive growth of generative AI and large-scale model training workloads, the power density of data center racks has entered a new era of rapid expansion. Modern ultra-high-density computing racks (such as NVIDIA GB200 and AMD MI350 platforms) have already exceeded 120kW per rack in power consumption.
Traditional air cooling architectures are increasingly reaching their physical heat dissipation limits. Under these circumstances, the Coolant Distribution Unit (CDU) has become an indispensable fluid management and heat exchange hub for modern direct-to-chip liquid cooling infrastructures.
This article provides a comprehensive analysis of CDU applications in AI computing clusters from multiple perspectives, including engineering implementation, core component selection, system configuration, and daily operation and maintenance.
Traditional air cooling systems rely on air as the heat transfer medium. Due to air’s low specific heat capacity and poor thermal conductivity, the maximum cooling capability of a single rack is typically limited to approximately 10kW–20kW.
For GPU clusters consuming hundreds of kilowatts of power, air cooling is unable to remove the intense instantaneous heat generated by modern processors quickly enough.
However, while direct-to-chip liquid cooling dramatically improves heat removal capability, it also introduces several engineering challenges:
The core engineering value of a CDU is precisely to address these challenges.
Through an integrated design featuring:
the CDU achieves the optimal balance between high cooling performance and long-term operational reliability.

From a mechanical and thermal engineering perspective, a CDU is the central fluid control platform connecting the IT equipment cooling loop with the facility cooling infrastructure.
Its fundamental design philosophy is based on two principles:
Isolation and Precision Control
Through physical separation, the CDU prevents facility water with potentially inferior water quality from directly entering the highly sensitive and narrow cooling channels inside server cold plates.
A complete standard CDU integrates six major subsystems:
The brazed stainless-steel plate heat exchanger is the thermal transfer core of a liquid-to-liquid CDU.
During selection, engineers must carefully balance size, cost, and heat dissipation performance.
Key design parameters include:
Fixed-speed pumps can cause unnecessary power consumption and excessive fluid shear under low-load operating conditions.
By adopting variable-frequency drive (VFD) controlled variable-speed pump assemblies, the CDU can dynamically adjust pump speed according to real-time chip thermal power demand, maintain constant system pressure, and significantly reduce operational energy consumption.
Common pump architecture comparisons and engineering trade-offs:
Before system deployment, engineers must conduct pump pressure response testing under both full-load and partial-load conditions to ensure smooth primary/backup switching logic.

Traditional machining methods and welded tee fittings can create internal turbulence, while numerous welding points may experience stress aging and leakage risks under long-term thermal expansion and contraction cycles.
The industry increasingly adopts CNC precision punching and flanging technology, which directly forms seamless branch outlets from the main pipe wall.
This integrated manufacturing process provides:
For piping materials, high-grade stainless steel such as 316L stainless steel or dezincification-resistant copper should be preferred to minimize electrochemical corrosion risks.
Electric control valves, static balancing valves, and high-precision flow sensors work together to ensure accurate coolant distribution according to actual cooling demand.
If flow distribution is unbalanced, multiple rack rows may experience localized thermal accumulation, reducing the overall computing efficiency of the AI cluster.
Field Engineering Experience:
During the first 1–3 months after commissioning a newly constructed liquid cooling system, residual welding debris and machining particles inside the piping system are gradually released. During this period, filtration inspection and replacement frequency should be increased.
The system integrates:
An industrial-grade PLC serves as the central controller, executing real-time PID regulation.
When abnormal pressure drops or leakage events are detected, the system can rapidly trigger alarms and execute interlock actions such as:
Based on the heat rejection method of the primary-side heat sink, CDUs are mainly divided into two categories:
The primary side connects to the facility chilled water or cooling tower water loop, while the secondary side connects directly to the IT cold plate cooling circuit.
The secondary side circulates liquid coolant, while the primary side rejects heat through air-cooled coils and fan assemblies into the surrounding environment.
However, maximum rack power density is limited by room ventilation capability.

A compact CDU installed directly inside an individual server rack.
Advantages:
Limitations:
Typical application:
Single rack cooling around 100kW class.
A standalone CDU installed alongside server racks within the same row.
Advantages:
Challenges:
Large industrial skid-mounted CDU systems installed in dedicated mechanical rooms or facility support areas.
Advantages:
To clearly understand the role of CDU within the overall data center cooling architecture, the following comparison summarizes its differences from traditional data center cooling equipment:
CRAC and CRAH systems are designed only for air cooling and cannot directly interface with server chip cold plates.
Chiller systems provide building-level cooling sources.
The CDU is the only dedicated isolation and distribution platform directly serving high-density IT liquid cooling cold plate systems.

CDU selection must be accurately calculated according to the maximum thermal output and hydraulic characteristics of the rack cluster.
The secondary cooling loop typically operates with:
with carefully controlled corrosion inhibitors.
Operations teams should regularly sample and analyze:
Excessive chloride concentration may cause:
An excessively low pH value may accelerate:
All standard CDUs should be equipped with dedicated coolant sampling ports.
To prevent condensation forming on chips and motherboard surfaces, the CDU control system must ensure that:
The secondary-side coolant supply temperature always remains above the room dew point temperature.
The typical design margin is:
2℃–3℃ above dew point temperature.
When abnormal humidity conditions occur in the data center environment:
The PLC automatically:
During pipeline design, engineers must control maximum coolant velocity:
Typically below 1.5–2.5 m/s
to prevent:
At rack connection points, engineers should use:
Low-resistance, dry-break quick couplers
to reduce localized pressure losses.
To provide maximum protection for expensive GPU hardware, CDU systems should incorporate multiple leakage protection layers:
Includes:
Includes:
When PLC receives:
the system automatically:
To ensure long-term stability and reliability of the CDU and secondary cooling loop, the following standardized maintenance schedule is recommended:
Perform visual inspection of:
Confirm there are no signs of:
Inspect:
During initial operation of newly installed systems:
Perform secondary coolant sampling and chemical balance testing:
Conduct functional testing of:
Perform:
removal of accumulated microscopic sediments.

By increasing primary-side supply water temperature:
32℃–45℃
warm-water cooling architectures can maximize the utilization of outdoor natural cooling sources (Free Cooling), significantly reducing the operating time of mechanical chillers.
By combining:
future CDU control systems can proactively adjust variable-speed pump output, eliminating temperature response delays.
Factory-integrated and factory-tested CDU skid systems enable:
This allows future data centers to be assembled using a building-block approach.
By creating complete thermal and fluid simulation models of cooling infrastructure, digital twin systems will enable:
Future liquid cooling infrastructures will capture high-quality server waste heat and reuse it for:
A future generation of CDU hardware may support multiple cooling technologies within a unified platform, including:
This will enable flexible cooling resource allocation across heterogeneous computing environments.
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