Scale up is the atomic unit of AI data center infrastructure. In the scale-up domain, dozens to hundreds of accelerators are connected inside a single rack so directly that the whole rack appears to AI software as one logical XPU—a single compute domain. Inside that rack, the goal is to connect as many processors as possible in a full any-to-any configuration, where every processor can talk directly to every other one.
Today, the connectivity inside that rack uses copper as the medium to carry data. Copper is reliable, inexpensive, low-latency, and draws little power. As models grow, the scale-up domain is spreading from one rack to several—rack scale to row scale. Copper can't reach that far, because for every bandwidth doubling, the distance copper can carry it is divided roughly in two. Crossing racks forces two changes at once: the longer links go optical, and a switching layer is required, because thousands of XPUs can't each be wired directly to all the others. Marvell builds the silicon for both—the interconnect and the switching—across every link inside a scale-up domain, copper and optical, on whichever protocol an operator prefers.
Here's how three macro-level distance domains compare: scale up makes many accelerators act as one domain. Scale out ties many of those domains into a cluster, and scale across connects clusters in separate data centers. The scale-up domain comprises —the highest-bandwidth, lowest-latency connections in the data center.
Scale up is the connectivity that couples accelerators into a single compute domain within a rack today and, increasingly, across several. It's the tightest, highest-bandwidth tier, where dozens to hundreds of accelerators act as one.
Scale-up connectivity has two elements, the same two behind every tier of the AI data center: the switching that ties the domain together into a fabric, and the interconnect that carries the signal between accelerators and switches. Switching comes down to a protocol. Interconnect comes down to a type: first copper or optical, then, for optical links, which kind of optics. Marvell builds silicon across all of it.
The switching layer ties a scale-up domain together, and it runs on a protocol. Several are in play, and the industry hasn't settled on which will win. PCIe is in limited use today based upon widespread use in other applications. UALink and ESUN are newer open standards, built specifically for scale up, with switches maturing. Ethernet is filling in as a bridge until those are ready. NVLink is the most widespread use today, supported by Marvell through NVLink Fusion. Each one trades off bandwidth, latency, openness, and how ready it is to deploy. Different operators are making different choices based on their own architectures and priorities.
Marvell is developing the broadest range of scale-up switches in the industry, spanning these protocols in a single portfolio. So, an operator can pick whichever protocol fits the system and build it with Marvell silicon. That same portfolio spans merchant, semi-custom, and custom silicon, so it fits an operator buying a standard part as well as a hyperscaler co-designing its own XPU.
| Protocol | Role in the scale-up domain | Marvell silicon |
| PCIe | General-purpose protocol in limited use for scale up today | PCIe switches and retimers |
| UALink | Open standard built for scale up; switches maturing | UALink switches (in development, 1H27) |
| ESUN (Ethernet scale-up networking) | Ethernet adapted for scale up; open, industry-backed | ESUN switches (in development, 1H27) |
| Ethernet | The bridge today, until scale-up-native switches ship | Marvell® Teralynx® T100 switch |
| NVLink-compatible | A supported path via NVLink Fusion | NVLink Fusion-compatible switching; custom XPUs |
Ethernet plays a specific role today. UALink and ESUN switches are still maturing, so some operators run scale-up traffic over Ethernet now, often by encapsulating a protocol like UALink over Ethernet until native switches arrive. Ethernet is the bridge; ESUN is where Ethernet is headed for scale up. The Marvell® Teralynx® T100 switch fills the bridge role today: 102.4 Tbps of low-latency switching, the same switch silicon used in scale-out fabrics, applied to the scale-up domain.
Marvell can also build to NVLink Fusion, supplying NVLink Fusion-compatible scale-up connectivity and custom XPUs. It's one supported path among several.
Where switching comes down to a protocol, interconnect comes down to a media type with two separate choices.
Copper carries the scale-up domain today
The first choice is the choice of physical media: copper or optical (fiber-optic cable). Inside the rack, copper carries data in the scale-up domain today at low power and low latency over the meter or two between accelerators. What makes a copper link fast is the electrical SerDes at each end. SerDes is — the signaling technology that drives the data across the wire, engineered at the scale-in layer beneath every node.
As a scale-up domain pushes to the limits of copper reach, co-packaged copper (CPC) extends it one more step. CPC drives signals with the same 224G SerDes straight from the package to the cable, skipping the loss of traditional board routing—the highest signal integrity and lowest power per bit inside the rack. It's the last copper packaging step before a link has to go optical.
Optics take the domain across racks.
Past that point, the longer links of a multi-rack domain have to go optical to hold the bandwidth and latency scale up needs. How the optics get built isn't settled either, so Marvell is developing several photonic approaches in parallel—Marvell® Photonic Fabric® technology, built using electro-absorption modulators (EAM), is one approach, alongside Mach-Zehnder modulators (MZM), micro-ring modulators (MRM), micro-LED, micro-VCSEL, and others. Each is instantiated as a photonic I/O chiplet.
Marvell Photonic Fabric technology extends a scale-up domain well past copper's reach while holding scale-up performance—high bandwidth, low latency, and low power over distances copper can't span. The same technology carries an optical shared-memory tier across racks.
Where the optics sit is a separate choice
One more choice sits alongside these, independent of protocol and optical technology: where the optics physically go. Optics can sit on the board (on-board optics, OBO), move onto the interposer next to the package (near-package optics, NPO), or go inside it (co-packaged optics, CPO). The tightest, densest scale-up links are where co-packaging pays off, placing a photonic chiplet beside the compute silicon. That's why the natural home for co-packaged optics is the scale-up domain, while pluggable optical modules lead the scale-out fabric.
Scale up connects accelerators; it also determines how memory is shared across them. As models grow—longer context windows, larger KV caches—memory capacity and bandwidth become as much a constraint as compute, and the scale-up domain has to let memory scale more independently. Marvell addresses this at two levels of the domain.
At rack level, Marvell® Structera™ X memory expansion solutions expand and pool CXL memory across servers, so operators can grow and share memory capacity without over-provisioning each server, laying the groundwork for CXL-based memory pooling and sharing.
Across multiple racks, the Marvell Photonic Fabric memory modules, Photonic Fabric NIC, and Photonic Fabric chiplets form an optical shared-memory tier that reaches multiple XPUs and racks up to 50 meters. It offloads up to 32TB of warm KV cache at high bandwidth and low latency, which can raise token throughput by up to 3x within the same data center footprint and power envelope.
One connected foundation, from copper inside the rack to optics across rows, plus the switching that ties the domain together:
Switching
Electrical interconnect
Optical interconnect
Memory
Scale up tightly couples accelerators into a single compute domain — within a rack, and increasingly across a few racks. Scale out connects many such domains — row upon row of racks across a floor — into one cluster. Scale across connects separate data centers. Scale up makes many accelerators act as one domain, while scale out ties many domains into a cluster.
Marvell builds the silicon for both tiers. For scale up, that spans switching—a portfolio across PCIe, UALink, ESUN, and NVLink-compatible protocols, with the Teralynx T100 as today’s Ethernet bridge—and interconnect, from copper and co-packaged copper (CPC) inside the rack to Photonic Fabric optics across racks. The same Teralynx switch silicon also serves scale-out fabrics, so a single vendor can supply both tiers rather than lining up a separate chip vendor behind each protocol.
Co-packaged copper (CPC) extends copper reach one step further inside the rack by driving signals with Marvell SerDes straight from the package to the cable, skipping the loss of traditional board routing for the highest signal integrity and lowest power per bit. It’s the last copper packaging step before a link has to go optical, and it’s built into the Teralynx T100 as a packaging option.
Scale up is the connectivity that couples accelerators into a single compute domain. It’s within a rack today and increasingly across several racks. It's the tightest, highest-bandwidth, lowest-latency tier, where dozens to hundreds of accelerators are connected so directly they appear to AI software as one logical XPU.DSP chips convert electrical data into optical signals, correct distortions, and optimize transmission quality—enabling faster, low-error data transfer across fiber networks.
Scale up tightly couples accelerators into a single compute domain—within a rack and increasingly across a few racks. Scale out connects many such domains—row upon row of racks across a floor—into one cluster. Scale across connects separate data centers. Scale up makes many accelerators act as one domain, while scale out ties many domains into a cluster.
Several, and the industry hasn't settled on one. PCIe is in limited use today. UALink and ESUN (Ethernet scale-up networking) are open standards built specifically for scale up, with switches maturing. Ethernet serves as the bridge until those are ready. NVLink is a widely used option, supported by Marvell through NVLink Fusion. Marvell builds switch silicon across all of them.
Inside the rack, over a meter or two, copper is the most reliable, lowest-power, lowest-cost way to connect accelerators, driven by Marvell SerDes. Co-packaged copper (CPC) extends copper one step further by driving the signal straight from the package to the cable. Only when a scale-up domain grows past a single rack do the longer links need to go optical.
Yes. The tightest, densest links in a scale-up domain are where co-packaged optics (CPO) pay off, placing a photonic chiplet beside the compute silicon for maximum density and power efficiency. Scale up is the natural home for CPO, while pluggable optical modules lead the scale-out fabric.
As models grow, memory capacity and bandwidth become as much a constraint as compute. Marvell Structera X devices expands CXL memory at server level, and Marvell Photonic Fabric memory modules extend a shared-memory tier optically across multiple racks up to 50 meters, with up to 32TB of warm KV cache, so memory can scale more independently of compute.
The full scale-up connectivity stack: copper cabling and co-packaged copper (CPC) inside the rack, driven by Marvell SerDes from the scale-in layer; Photonic Fabric technology and a range of photonics approaches for optical links across racks; a scale-up switch portfolio spanning PCIe, UALink, ESUN, and NVLink-compatible protocols, with the Teralynx T100 switch as today's Ethernet bridge; and Structera X memory expanders and Photonic Fabric memory for rack- and domain-level memory scaling..
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