惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

云风的 BLOG
云风的 BLOG
Forbes - Security
Forbes - Security
IT之家
IT之家
I
InfoQ
The Register - Security
The Register - Security
宝玉的分享
宝玉的分享
罗磊的独立博客
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
GbyAI
GbyAI
Recorded Future
Recorded Future
Google DeepMind News
Google DeepMind News
U
Unit 42
V
Visual Studio Blog
Cyberwarzone
Cyberwarzone
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
I
Intezer
Project Zero
Project Zero
L
LINUX DO - 热门话题
Blog — PlanetScale
Blog — PlanetScale
大猫的无限游戏
大猫的无限游戏
Vercel News
Vercel News
博客园 - 三生石上(FineUI控件)
Stack Overflow Blog
Stack Overflow Blog
D
Darknet – Hacking Tools, Hacker News & Cyber Security
T
The Blog of Author Tim Ferriss
博客园 - 聂微东
H
Hackread – Cybersecurity News, Data Breaches, AI and More
P
Privacy & Cybersecurity Law Blog
Know Your Adversary
Know Your Adversary
美团技术团队
博客园 - Franky
F
Full Disclosure
P
Privacy International News Feed
NISL@THU
NISL@THU
MyScale Blog
MyScale Blog
C
CERT Recently Published Vulnerability Notes
Microsoft Security Blog
Microsoft Security Blog
P
Palo Alto Networks Blog
小众软件
小众软件
S
Secure Thoughts
T
Threat Research - Cisco Blogs
Schneier on Security
Schneier on Security
PCI Perspectives
PCI Perspectives
MongoDB | Blog
MongoDB | Blog
M
MIT News - Artificial intelligence
Help Net Security
Help Net Security
S
Securelist
Google Online Security Blog
Google Online Security Blog
L
Lohrmann on Cybersecurity
Y
Y Combinator Blog

The Register

Shadow IT has given way to shadow AI. Enter AI-BOMs Zed team releases version 1.0 of Rust-built editor: Traditional editor and AI tool Microsoft boss tells investors the company is working to 'win back fans' What type of 'C2 on a sleep cycle' do they leave behind? Novel Chinese spy group found in critical networks in Poland, Asia NASA boss: Make Pluto A Planet Again GitHub says sorry and vows to do better as uptime slips and devs complain Age checks could turn internet into an ID checkpoint, complains Proton CEO Microsoft gives your Word documents an AI co-author you didn’t ask for Datadog digs down into GPU efficiency as AI costs soar If malware via monitor cables is a matter of national security, this might be the gadget for you Thunderbird in hand worth 2 Outlooks as fresh FOSS fave and Firefox arrive Grafana offers AI assistant for free, warns users not to go mad Right to repair champ Framework punts modular 13in laptop with Core Ultra Series 3 France's 'Secure' ID agency probes breach as crooks claim 19M records Scotland Yard can keep using live facial recognition on Londoners, say judges UK tribunal sends £2B claim accusing Microsoft of overcharging for licensing to trial Nation-states want to cause harm, not just steal cash - stop handing your cyber defenses to the cheapest contractor Murder, she wrote: Ex-FBI chief wants some ransomware crims charged with homicide Phone-to-satellite use goes into orbit, growing 25% in 8 months macOS ClickFix attacks deliver AppleScript stealers to snarf credentials, wallets Anthropic bakes memory fixes into Bun 1.1.13 as developers complain of leaks The spaghettified DBMS chart that shows Oracle's crown is slowly slipping Yet another ex-ransomware negotiator admits turning rogue after payoff from crimelords FAA grounds Blue Origin's New Glenn as it probes missed satellite delivery 'mishap' AMD's Ryzen 9 9950X3D2 Dual Edition tested: Gratuitous overkill with a price to match AI-assisted intruders pwned Vercel via OAuth abuse and a pilfered employee account Crook claims to leak 'video surveillance footage' of companies Met police trials snoop tech platform in push to cuff more London shoplifters England's school phone ban gets teeth, just in time to bite no one Adaptavist Group breach spawns imposter emails as ransomware crew claims mega-haul Panasonic creates device-locked QR codes to speed facial biometric capture Iran claims US used backdoors to knock out networking equipment during war NASA Inspector fears new spacesuits won’t be ready for Moon landing Vibe coding upstart Lovable denies data leak, cites 'intentional behavior,' then throws HackerOne under the bus Trump-branded datacenter project fails to make itself great, again World's blandest man steps down from CEO job to spend more time in tastefully appointed home Chase got a spiff of $77 million to create one job with New York datacenter Scot becomes second Scattered Spider-linked crook to plead guilty in US You too can build a nuclear battery from junk you have lying around the house Schmoozebots: study finds flattery will get AI everywhere One of Europe's sovereign cloud picks may not be so-sovereign after all New Android development tool designed for robots, not humans AI is reshaping Britain's datacenter map away from London HP's remote desktop push retreats as Anyware heads for end of life 'Invisible mouse' made a mess of PC rebuild NASA working on ‘Big Bang’ upgrade to keep the Voyagers alive for longer Indonesia’s game rating system paused amid claims it leaked developer creds and glimpses of major new titles Just like phishing for gullible humans, prompt injecting AIs is here to stay Atlassian’s new data collection policy protects rich customers while AI eats the rest Intel eases reliance on TSMC with 'Merica-made Core Series 3 processors NASA gets the ball rolling on its part in Europe's jinxed Mars rover mission Attention data hoarders: Alexa loses its Plex appeal as voice feature gets canned Locked-out iPhone user tells The Reg that Apple is scrambling to fix character flaw passcode bug Would you like fries with that terminal? Capita won disastrous UK pensions gig after acing performance checks NodeWeaver says its perpetual licensing beats VMware’s perpetual price hikes Maine to pause big bit barns as local opposition spreads If you want into Anthropic's Claude club, you may have to show ID DuckDB uses RDBMS to tackle lakehouse 'small changes' issue Iran has something America can only dream of: cheap broadband Brussels tells Google to hand rivals its search crown jewels as privacy row brews Visual Studio 18.5 lands with AI debugging at a price Git identity spoof fools Claude into giving bad code the nod McGraw Hill linked to 13.5M-record data leak Microsoft announces product it doesn't want anyone to buy Obsolete Google nag drowns out vital bar information at Swedish concert hall Cops hand Motorola £25M to keep 2000-era radios alive Server-room lock was nothing but a crock QUIC will soon be as important as TCP – but it's vastly different Nobody knows how many CVEs Anthropic's Project Glasswing has actually found Allbirds shoe company moving to AI infra is the top 20-year-old Enlightenment E16 bug finally gets patched Bad teacher bots can leave hidden marks on model students Autovista blames ransomware for service disruption Networks not ready for the challenges of AI traffic Windows takes a crash dump after one McDonald's too many French cops free mother and son after crypto kidnapping US states can't account for datacenter tax breaks. Literally Salesforce debuts Headless 360 agentic platform Fission impossible: Uncle Sam wants nuclear power in space UK told its Big Tech habit is now a national security risk UKAEA lays out roadmap to take Britain closer to fusion Waymo's self-driving cars face their toughest test yet: London The only technology that died more times than VR is AI, and that seems to have worked out Boeing soars past Airbus for the first time in years Commvault has a Ctrl+Z for rogue AI agents Nvidia slaps forehead: AI, that's what quantum needs! Oracle taps Bloom for fuel cells to support datacenter binge GitHub recalls Phabricator with preview of Stacked PRs Physicist proposes two-button calculator Amazon pays $11.5B to satisfy satellite-envy while cowering in Musk's shadow No honor among thieves as 0APT threatens rival ransomware gang Krybit NASA insiders oddly relaxed about latest budget threats Microsoft raises UK Surface prices as RAM crisis reaches the checkout OpenAI CEO Sam Altman home attack suspect charged Microsoft kills off Outlook Lite as memory costs skyrocket UK state bank considers lengthening disastrous IT program Japan going back to the future by reviving its chip industry Windows Update: Torture chamber for seldom-used PCs Japanese rocket came unglued, causing mission fail
AWS networking lab tour: Making networking disappear
Thomas Claburn Thomas Claburn · 2026-05-04 · via The Register

FEATURE In an unassuming three-story office building in Cupertino, California, engineers from Amazon Web Services are busy trying to make networking inconspicuous.

They work in windowless hardware development labs at the center of the structure, surrounded by a ring of office cubicles that afford a view of scarce parking spaces and perimeter tree cover.

Their latest project, which The Register and several other publications agreed not to discuss in advance of the pending official announcement, may get some attention. But their networking ambition differs from the promotional goals of the AWS communications team.

A network should be like a light switch, said Matt Rehder, VP of global network engineering at AWS, during a tour of AWS's Torre Avenue lab in late April. It should be something that just works.

"No one really cares about the network at the end of the day," he said. "It serves a function. You care about it when it's broken. But otherwise you want it to be out of your way. So that's been our mental model for the last 15 years – how do we get the network out of the way?"

Matt Rehder and Satish Vangala

Networking was broken for AWS in 2010, at least from a business perspective. James Hamilton, SVP and distinguished engineer at Amazon, said as much in a presentation titled, "Datacenter Networks are in my Way."

"This was in the very early days of the cloud," Rehder explained. "But even at that time, with the growth of bandwidth we were seeing, it was very clear that the way networks had been built wasn't going to scale into the future and that something fundamentally different had to happen."

Hamilton objected to the vertically integrated networking stack that slowed innovation and kept margins high for network equipment makers. He likened it to the mainframe business model, and said he preferred the server business model, where there's competition and open source software.

Networks for AWS, Rehder explained, consist of three primary types of hardware: network devices, including switches and routers, built on application-specific integrated circuits (ASICs) that forward data from one port to another; optical transceivers, which send and receive light signals via laser; and cabling, which may be fiber-optic glass or copper wire.

When AWS was being built out a decade and a half ago, the cloud biz decided it needed to take control of its network technology. "It's so foundational to what we built," said Rehder. "And so we decided we needed to start developing our own hardware and developing our own software."

The company started small, working with third parties to develop network devices, iterating on that until the footprint of its homegrown technology covered its datacenters, its core network, and its border network. 

What's unique about AWS, Rehder said, is that other network providers typically use one type of switching ASIC for their aggregation network, another for their core network, and another for their border network, because each has different needs in terms of memory, performance, and throughput.

"They would all use different silicon for different switches," he said. "We use one for everything."

The reason, he explained, is simplicity. "If you have one thing and you overly invest in making it really good, you're putting all of your energy into that hardware and software making it super-reliable," Rehder said. "It also helps us scale the network because when we're managing our supply chain or figuring out how to scale, we're not trying to balance all these competing SKUs."

That does create some challenges, he admitted.

"There's a good reason people use different types of switching ASICs because there is different functionality," Rehder explained. "And that's where controlling our own software really comes to play. We've effectively been able to remove the need for that custom silicon by being smart with our software and just finding creative ways to keep what needs to happen on the device in the hardware as simple as possible while still delivering great performance and functionality for our customers."

The switches have specialized ASICs to maximize the efficiency of packet routing. The ASIC can move many millions of packets per second from one port to another, without going through a CPU.

So now AWS has its own hardware, running on its own software, a version of Linux called NetOS. The company's current homegrown switch is capable of transmitting 51.2 terabits per second of traffic, via 64 ports operating at 800 gigabits per second. Within the next 12 months, its next generation switch will provide 102.4 terabits per second via 64 ports running at 1.6 terabits per second.

Image of AWS's next generation 102 Tbps switch

"Everything runs the same operating system as well, which is super powerful for us," said Rehder. "From a security perspective, it means the code's all ours. We can scan it, we can fix bugs … we can patch and update our devices very, very regularly."

Owning everything has allowed AWS to do some difficult things. As an example, Rehder pointed to the high precision time network that AWS released a few years ago. That required unique hardware and unique software that integrates with the company's Nitro server chip. The technology, he said, allows applications such as high-frequency trading and distributed databases to operate across long distances.

"The only way we could have achieved that is because we were able to bring our own hardware and our own software and then do something that was unique to solve some AWS customer problem," he said.

"The bigger problem we're trying to solve is how do we keep all the server clocks in sync," said Satish Vangala, director of network product development at AWS. "We had to build a dedicated network to ensure that we have the timing synchronization at microsecond accuracy for all the servers in our datacenter."

AWS's network consists of about two million devices and about 50-60 million optical links and transceivers. It includes about 20 million kilometers of terrestrial and subsea fiber at the moment, which Rehder says is enough to reach from the Earth to the Moon and back 25 times. And that's just cable between buildings. If you measure the cable within its datacenters, the amount of cable is maybe an order of magnitude higher.

One of the ways AWS has been improving its network recently has been through the deployment of hollow core fiber, which has been around for a while but only recently became something that could be manufactured at scale. 

With normal fiber optic cable, light-based networking signals travel through the glass fiber. Hollow core fiber consists of a glass tube surrounding air or vacuum, which offers less refractive interference and allows light to travel at a speed closer to its natural limit.

Image of one of the AWS networking labs

The result is a 30 percent reduction in latency, which Rehder says is significant, particularly for datacenter placement. He explained that when an AWS region is built and has, for example, three availability zones, the datacenters have to be near each other but not too close. 

For subsequent expansion, latency between structures constrains building placement – it has to be low enough that customer applications in different datacenters within the same region behave as if they were located in the same place. 

So hollow core fiber expands the potential resources available to AWS datacenters – in terms of land and power – by allowing structures to be placed within a larger radius.

"We do have hollow core deployed in a few places now," said Rehder. "It's more expensive than the traditional fiber. But if it enables us to improve latency or better serve customers, in the grand scheme of things, the cost of the fiber is small when you look at the entire cost of datacenters, servers and network devices and everything else."

Network improvements like hollow core fiber are necessary because the demand for bandwidth keeps growing. 

Rehder said that the need for bandwidth has been growing throughout his career but more so in the last four or five years as generative AI services have taken off.

"The accelerated server types tend to have three to four times the bandwidth needs of the more traditional CPU-based server types," he explained. "We're still using the same hardware and we're using the same software, but we're packaging it together in a different way."

To get more servers with more bandwidth under one network in a datacenter with less latency between servers, AWS uses fewer networking devices in the path between two servers.

 "So the UltraCluster network lets you scale out to be much larger than the other traditional network that we use," Rehder said. "Effectively a different network topology. Instead of having seven network devices in the path between any two points, it has five network devices in the path between the two points."

As AWS has built more capacity and expanded its network, the scale of its operations has demanded innovation. Rehder explained that issues like physical cabling infrastructure – the number of connectors required and how they can be optimized for ease, speed of deployment, and reliability come into play.

"When you're into fiber optic, it's not like the Ethernet port you plug in," Rehder explained. "With fiber optic cabling, because you're sending a signal, even though you may plug the cable in right, if it's not seated perfectly or if it's dirty at all, that can obscure the signal and that can reduce the reliability of it. It's a major challenge when you're operating at high scale and the latest technology is on the edge of what you can cleanly send and receive and everyone's trying to deploy that."

"That's a big area of focus for us – not only building all this capacity but making sure it can be built quickly and then, once it's built, it runs extremely reliably," he said.

One of the ways AWS tries to ensure a smooth setup is with a device called a firefly, a connector that looks a bit like an alien from the arcade classic Space Invaders. Its function is to verify a fiber signal path so that's not a variable when a new endpoint gets added.

"Each of these will have a send and a receive," said Rehder, "and this basically takes the send and receive and loops it, so that when we get the fiber into the datacenter, it'll be connected to a network switch at the other side and it can send a signal and if you see the signal come back to itself, you can make sure the fiber path is clean. So when the client comes in you can just plug it in and it's good to go."

When the network works – more than 99 percent of the time, usually – you may not even notice the engineering. ®

Updated at 2118 to correct the title for Matt Rehder.