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Application decision brief

AI & Cloud 400G Optical Networks

400G selection is a fabric decision: lane architecture, FEC, breakout, fibre topology, thermal load and migration timing must be approved together.

400G QSFP-DDPrimary fabric

DR4, FR4, LR4 and short copper paths

200G / 100GMigration layer

Breakouts and mixed-generation hosts

PAM4 + FECSystem dependency

Host settings are part of approval

AI fabrics concentrate bandwidth and heat. A module that reaches the receiver may still be unsuitable when cage temperature, power budget, FEC mode or breakout behaviour is outside the approved host envelope.

DR4, FR4 and LR4 are not interchangeable labels. They imply different fibre counts, connectors, reach zones and operational patching. The optical choice must follow the cluster topology and installed fibre plant.

A controlled migration records both ends of every link, the old and new port speeds, breakout mapping, firmware baseline and rollback spares before production quantities are released.

01 / Architecture

Translate the network requirement into an optical path

Separate in-rack, cluster-row, campus and long DCI paths. One 400G part number should not be stretched across every zone.

Network requirement Recommended design path Confirm before approval
Short GPU/server adjacency 400G passive DAC where length, airflow and port support are confirmed. Cable gauge, bend radius, cage temperature and coding.
Parallel single-mode fabric 400G DR4 for up to 500 m and MPO-based parallel fibre. Fibre count, polarity, breakout plan and receiver type.
Duplex-LC cluster or campus 400G FR4 for up to 2 km where duplex SMF simplifies the plant. FEC, link budget, patch loss and host support.
Longer DCI path 400G LR4 for up to 10 km after route and thermal review. Dispersion, loss, connector cleanliness and power.
Staged 200G transition 200G FR4 or approved 400G breakout during phased migration. Lane mapping, firmware, FEC and rollback design.
03 / Deployment patterns

Where this application architecture is used

The commercial value is different in each pattern: capacity, migration risk and replacement time must be separated.

01

GPU cluster east–west traffic

Dense 400G leaf–spine links with strict thermal, FEC and latency control.

02

Cloud fabric expansion

Add racks while preserving approved host coding and labelled spare identity.

03

400G DCI

Connect halls or buildings over FR4/LR4 after loss and route review.

04

Mixed 100G/200G/400G migration

Use controlled breakouts and staged acceptance instead of a one-step replacement.

04 / Validation

Sample, compatibility and release workflow

400G approval must test the system, not merely read the EEPROM.

  1. 1

    Freeze topology and lane map

    Record each port role, peer, lane breakout and migration state.

  2. 2

    Confirm host power and thermal envelope

    Check cage power, airflow direction and operating temperature.

  3. 3

    Validate FEC and firmware

    Use the named switch/NIC release and record counters under traffic.

  4. 4

    Inspect optical path

    Confirm fibre type, MPO polarity or LC loss, patch count and cleaning.

  5. 5

    Lock sample-to-lot identity

    Tie coding, label, serial format and component-change approval to the order.

05 / Commercial control

MOQ, lead time and pricing factors

400G pricing is not a single speed premium. Optical architecture, host validation and migration staging change both cost and schedule.

Commercial item What changes the outcome Buyer action
MOQ Different DR/FR/LR and coding lines split volume. Send quantities by exact host and link zone.
Sample stage 400G host and thermal validation may require more than one build. Reserve time for traffic and FEC observation.
Lead time DSP, optics, coding and lot inspection have separate dependencies. Identify critical cluster links and acceptable alternates.
Price Reach, power, connector, DSP and warranty drive the line price. Compare like-for-like specifications and evidence scope.
06 / Evidence

Downloadable buyer evidence pack

Use the redacted templates to define what must be recorded for the exact quoted configuration.

07 / Risk control

Failure modes to remove before shipment

Wrong lane assumption

A breakout that exists electrically may not be supported by the line card or software.

Thermal margin loss

High-density ports can push module temperature beyond the approved operating envelope.

FEC mismatch

The link may flap or accumulate errors when host FEC is not aligned.

Fibre topology mismatch

DR4 MPO and FR4/LR4 duplex LC require different plant design.

08 / Buyer questions

Application-specific questions

DR4 or FR4 for 400G?

Choose from fibre topology and reach: DR4 uses parallel SMF/MPO, while FR4 uses duplex SMF/LC and internal wavelength multiplexing.

Can a 400G module be approved without traffic testing?

Recognition alone is insufficient. Record FEC, errors, stability and temperature under representative traffic.

Is a 400G breakout always available?

No. Confirm line-card lane mapping, firmware, cable/optic implementation and peer-port support.

What belongs in the AI-cluster RFQ?

Host/NIC models, software, topology, port roles, reach, fibre, connector, lane map, quantities, delivery target and spare plan.

Controlled next step

Send the 400G fabric map, not a generic speed request.

We will structure the DR4/FR4/LR4/DAC choice, host-validation boundary, migration stage and evidence plan around the named AI or cloud project.

Open the prefilled application RFQ