LambdaGain Blog

Navigating Datacenter Interconnects at 400G and 800G

Understanding DAC, AOC, and Optical Transceiver Options

As datacenter networks evolve toward 400G and 800G, selecting the right interconnect is no longer a simple matter of speed or cost. Engineers must balance reach, power consumption, port density, airflow, cable management, and total cost of ownership—often within the same row or even the same rack. Direct Attach Copper (DAC), Active Optical Cables (AOC), and pluggable optical transceivers each excel in different scenarios, and by making informed decisions, network designers can reduce up-front costs, simplify operations, and adapt to physical design constraints. Understanding where each technology fits best is now a foundational skill for designing scalable, high-performance datacenter fabrics.

From Simple Guidelines to Design Trade-Offs

In earlier generations, interconnect decisions followed relatively clear rules. DACs were commonly used for short links, AOCs for moderate distances, and pluggable optics for longer reach or core fabrics. At lower speeds, this approach worked well and was easy to apply. As speeds increase, network engineers need to consider additional factors affecting each technology. Tight electrical margins, higher port densities, and challenging thermal constraints mean that interconnect choices must be evaluated in the broader context of the overall network design and plans for growth and evolution. The table below provides a high-level overview of the basic considerations for each of the three technologies.  

Table: Key characteristics of Data Center DAC, AOC, and pluggable transceivers

Criteria

DAC

AOC

Pluggable Optics

Typical Reach

~0.5–3 m

~5–30 m

50 m to 2+ km

Power Consumption

Very low

Low to moderate

Moderate

Cable Bulk / Airflow

Thick at high speeds

Thin, lightweight

Thin fiber

Deployment Model

Plug-and-play

Plug-and-play

Structured cabling

Flexibility

Low

Medium

High

Scalability

Limited

Moderate

High

Typical Use Cases

In-rack, adjacent rack

Cross-rack, row-level

Fabric, spine, AI clusters

At 400G and 800G, the old simple guidelines need to be treated with caution. Engineers can still optimize cost and performance by making intelligent use of technologies like DAC, despite the clear limitations it shows at higher speeds. On the other hand, an investment in pluggable optics can be justified in other portions of the data center, particularly if you’re designing for the long term. Tight electrical margins, higher port densities, and challenging thermal constraints mean that interconnect choices must be evaluated in the broader context of the overall network design and plans for growth and evolution.

Reach versus Speed

For practical guidelines on DAC, AOC, and pluggable optics speed vs reach performance, take a look at the table below. 

Speed

DAC
(Direct Attach Copper)

AOC
(Active Optical Cable)

Pluggable Optics

100G

1–3 m (passive)

5–7 m (active)

10–30 m

100 m (SR4, MMF)

500 m (DR, SMF)

2 km+ (LR)

200G

1–2 m (passive)

3–5 m (active)

10–30 m

100 m (SR4/SR8)

500 m (DR4)

2 km (FR4)

10 km (LR4)

400G

0.5–1.5 m (passive)

2–3 m (active)

5–20 m

100 m (SR8 / SR4.2)

500 m (DR4)

2 km (FR4)

10 km (LR4)

800G

~0.5–1 m (passive)

~2 m (active, emerging)

5–10 m (early deployments)

50–100 m (SR8, MMF)

500 m (DR8)

2 km (FR8)

10 km (LR8)

Note: Ranges reflect common, deployable limits in data centers, not absolute lab maxima (actual reach depends on fiber type, modulation, vendor, and FEC).

Comparing Datacenter Interconnect Options

Direct Attach Copper (DAC): Efficient and Simple for Short Links

DAC delivers excellent efficiency where physical constraints allow, and it remains an effective and widely used solution. Its low cost, near-zero power consumption, and straightforward deployment make it well suited for shorter links and the lower speeds seen within racks. Leveraging these strengths, 100G DACs remain a very popular option for cost-effective intra-rack and adjacent-rack connections, but DAC’s range of applications narrows as speeds increase.

At higher speeds, usable DAC lengths decrease, and cable bulk becomes more important to consider, particularly in high-density environments. 

Active Optical Cables (AOC): Optical Performance with Cable-Like Deployment

AOCs occupy a valuable middle ground between copper and traditional optics. By integrating optical transceivers into the cable ends, AOCs extend reach beyond copper while maintaining a familiar, plug-and-play deployment model.

They are well suited for short-to-medium reach links where lighter cabling, improved airflow, and predictable performance are important. Fixed lengths and power consumption at higher speeds are design considerations, but in stable layouts, AOCs provide a clean and effective solution.

Pluggable Optical Transceivers: Flexibility and Scalability at Higher Speeds

Pluggable optical transceivers offer the greatest flexibility in terms of reach, architecture, and upgrade paths. They enable structured cabling, support a wide range of distances, and are commonly used in spine-leaf fabrics and large-scale datacenters.

As speeds move to 400G and 800G, advances in optical technology have made pluggable solutions increasingly attractive—not only for long reach, but also for high-density fabrics where scalability and long-term adaptability are priorities.

Higher Speeds Increase Design Complexity

At 100G, all three interconnect options are widely used and well understood. At 400G and beyond, trade-offs become more nuanced. Copper reach, airflow constraints, power per port, and future expansion all influence the optimal choice.

Rather than replacing one technology with another, higher speeds are driving hybrid designs, where DAC, AOC, and pluggable optics are each deployed where they deliver the most value.

There Is No Single “Right” Answer

One of the key lessons of modern datacenter design is that no single interconnect technology is universally optimal. The right choice depends on distance, density, growth plans, and operational preferences.

 

This is where experience and system-level perspective matter most.

How LambdaGain and FONEX Help Simplify the Puzzle

LambdaGain and FONEX help customers navigate the increasing complexity of datacenter interconnect selection. Rather than promoting a single technology, we work with customers to position DACs, AOCs, and optical transceivers where they make the most sense—balancing performance, power, cost, and long-term scalability.

Our role is to help customers make confident design decisions across the entire network fabric.

Want a Deeper Dive? Download the Application Note

For readers who want a more detailed, technical view, we’ve created a companion Application Note.  The Application Note includes:

  • A rule-based interconnect decision framework 
  • Design considerations for 100G, 400G, and 800G deployments
  • Guidance on building hybrid interconnect architectures

If you’d like to talk directly to a LambdaGain expert, click here.

Date

January 16, 2026

Author

Fernando Donoso

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