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4.2 Tbps of bad packets and a whole lot more: Cloudflare’s Q3 DDoS report

Welcome to the 19th edition of the Cloudflare DDoS Threat Report. Released quarterly, these reports provide an in-depth analysis of the DDoS threat landscape as observed across the Cloudflare network. This edition focuses on the third quarter of 2024.

With a 296 Terabit per second (Tbps) network located in over 330 cities worldwide, Cloudflare is used as a reverse proxy by nearly 20% of all websites. Cloudflare holds a unique vantage point to provide valuable insights and trends to the broader Internet community.

• The number of DDoS attacks spiked in the third quarter of 2024. Cloudflare mitigated nearly 6 million DDoS attacks, representing a 49% increase QoQ and 55% increase YoY.

• Out of those 6 million, Cloudflare’s autonomous DDoS defense systems detected and mitigated over 200 hyper-volumetric DDoS attacks exceeding rates of 3 terabits per second (Tbps) and 2 billion packets per second (Bpps). The largest attack peaked at 4.2 Tbps and lasted just a minute.

• The Banking & Financial Services industry was subjected to the most DDoS attacks. China was the country most targeted by DDoS attacks, and Indonesia was the largest source of DDoS attacks.

To learn more about DDoS attacks and other types Continue reading

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Introducing Access for Infrastructure: SSH

BastionZero joined Cloudflare in May 2024. We are thrilled to announce Access for Infrastructure as BastionZero’s native integration into our SASE platform, Cloudflare One. Access for Infrastructure will enable organizations to apply Zero Trust controls in front of their servers, databases, network devices, Kubernetes clusters, and more. Today, we’re announcing short-lived SSH access as the first available feature. Over the coming months we will announce support for other popular infrastructure access target types like Remote Desktop Protocol (RDP), Kubernetes, and databases.

Organizations have embraced Zero Trust initiatives that modernize secure access to web applications and networks, but often the strategies they use to manage privileged access to their infrastructure can be siloed, overcomplicated, or ineffective. When we speak to customers about their infrastructure access solution, we see common themes and pain points:

• Too risky: Long-lived credentials and shared keys get passed around and inflate the risk of compromise, excessive permissions, and lateral movement

• Too clunky: Manual credential rotations and poor visibility into infrastructure access slow down incident response and compliance efforts

Some organizations have dealt with the problem of privileged access to their infrastructure by purchasing a Privileged Access Management (PAM) solution Continue reading

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Per-Prefix and Per-VRF MPLS/VPN and EVPN Labels/VNIs

Long long time ago¹, in an ancient town far far away², an old-school networking Jeddi³ was driving us toward a convent⁴ where we had an SDN workshop⁵. While we were stuck in the morning traffic jam, an enthusiastic engineer sitting beside me wanted to know my opinion about per-prefix and per-VRF MPLS/VPN label allocation.

At that time, I had lived in a comfortable Cisco IOS bubble for way too long, so my answer was along the lines of “Say what???” Nicola Modena⁶ quickly expanded my horizons, and I said, “Gee, I have to write a blog post about that!” As you can see, it took me over a decade.

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PP036: News Roundup – NIST Nixes Password Resets, Cargo Crane Espionage Risks, Municipal Govs Targeted, and More

Today’s Packet Protector rounds up recent security news, including revised password guidelines from NIST, a White House push to help fill infosec jobs, and potential espionage risks from Chinese-made cranes being used at US ports. We also cover a hospital data breach that leaked nude patient photos, discuss why municipal governments are rich targets for... Read more »

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Leveraging open technologies to monitor packet drops in AI cluster fabrics

In this talk from the recent OCP Global Summit, Aldrin Isaac, eBay, describes the challenge, AI clusters operate most efficiently over lossless networks for optimum job completion times which can be significantly impacted by dropped packets. Although networks can be designed to minimize packet loss by choosing the right network topology, optimizing network devices and protocols, an effective monitoring and troubleshooting network performance tool is still required. Such tool should capture packet drops, raise notifications and identify various drop reasons and pin point where the drops caused congestions. In turn, it allows the governing management application to tune configurations of relevant infrastructure components, including switches, NICs and GPU servers.

The talk shares the results and best practices of a TAM (Telemetry and Monitoring) solution being prepared for deployment at eBay. It leverages OCP’s SAI and open sFlow drop notification technologies as part of eBay’s ongoing initiatives to adopt open networking hardware and community SONiC for its data centers.

The sFlow Dropped Packet Notification Structures extension mentioned in the talk adds real-time packet drop notifications (including dropped packet header and drop reason) as part of an industry standard sFlow telemetry feed, making the data available to open source and commercial sFlow analytics Continue reading

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HS086: [Next] Highlights: Drone to Titan, and More!

In this episode, John and Johna share the findings from the recent [Next] conference that most inspired them: How to project-manage an 18-year effort to put a drone on Titan, why AI algorithms need to consider the factor of time, how to train robots, and why effective storytelling is an essential tool in a technology... Read more »

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Building Vectorize, a distributed vector database, on Cloudflare’s Developer Platform

Vectorize is a globally distributed vector database that enables you to build full-stack, AI-powered applications with Cloudflare Workers. Vectorize makes querying embeddings — representations of values or objects like text, images, audio that are designed to be consumed by machine learning models and semantic search algorithms — faster, easier and more affordable.

In this post, we dive deep into how we built Vectorize on Cloudflare’s Developer Platform, leveraging Cloudflare’s global network, Cache, Workers, R2, Queues, Durable Objects, and container platform.

A vector database is a queryable store of vectors. A vector is a large array of numbers called vector dimensions.

A vector database has a similarity search query: given an input vector, it returns the vectors that are closest according to a specified metric, potentially filtered on their metadata.

Vector databases are used to power semantic search, document classification, and recommendation and anomaly detection, as well as contextualizing answers generated by LLMs (Retrieval Augmented Generation, RAG).

Conventional data structures like B-trees, or binary search trees expect the data they index to be cheap to compare and to follow Continue reading

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Is this thing on? Using OpenBMC and ACPI power states for reliable server boot

At Cloudflare, we provide a range of services through our global network of servers, located in 330 cities worldwide. When you interact with our long-standing application services, or newer services like Workers AI, you’re in contact with one of our fleet of thousands of servers which support those services.

These servers which provide Cloudflare services are managed by a Baseboard Management Controller (BMC). The BMC is a special purpose processor  — different from the Central Processing Unit (CPU) of a server — whose sole purpose is ensuring a smooth operation of the server.

Regardless of the server vendor, each server has this BMC. The BMC runs independently of the CPU and has its own embedded operating system, usually referred to as firmware. At Cloudflare, we customize and deploy a server-specific version of the BMC firmware. The BMC firmware we deploy at Cloudflare is based on the Linux Foundation Project for BMCs, OpenBMC. OpenBMC is an open-sourced firmware stack designed to work across a variety of systems including enterprise, telco, and cloud-scale data centers. The open-source nature of OpenBMC gives us greater flexibility and ownership of this critical server subsystem, instead of the closed nature of proprietary firmware. Continue reading

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Caddy Reverse Proxy With Docker

I currently run multiple Docker containers across two hosts, each hosting various applications on different ports. UniFi Controller exposes the web GUI on 8443, Pi-hole on 8080, and Memos on 5230. Remembering each port number for every application started to become a hassle.

Additionally, most of these applications, like Pi-hole and Memos, do not support HTTPS out of the box. After searching for a solution to simplify this setup, I found that Caddy Reverse Proxy offers one of the simplest and most effective ways to manage these services. In this blog post, we’ll look at how to use Caddy Reverse Proxy with my Docker containers running across two hosts.

What is a Reverse Proxy?

A reverse proxy is a server that sits in front of one or more web servers and forwards client requests to them. It acts as an intermediary, handling incoming traffic and distributing it to the appropriate server. This setup can help improve security, manage SSL/TLS encryption, and simplify network traffic management by consolidating multiple services under a single domain.

What is Caddy?

Caddy is an open-source web server and reverse proxy software that is known for its simplicity and ease of use. It automatically handles HTTPS Continue reading

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Lab: Configure IS-IS on Point-to-Point Links

From a very high-level perspective, OSPF and IS-IS are quite similar. Both were created in the Stone Age of networking, and both differentiate between multi-access LAN segments and point-to-point serial interfaces. Unfortunately, that approach no longer works in the Ethernet Everywhere world where most of the point-to-point links look like LAN segments, so we always have to change the default settings to make an IGP work better.

That’s what you’ll do in today’s lab exercise, which also explains the behind-the-scenes differences between point-to-point and multi-access links and the intricate world of three-way handshake.

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ADCS Cert Templates for ISE Lab

In my ISE lab I’m going to be using EAP-TLS and TEAP, which means I’ll be needing user and computer certificates. The goal is to be able to enable the 802.1X supplicant via GPO and to distribute certificates automatically without requiring any user input. Another post will cover GPO, in this post I’ll cover creating the certificate templates in ADCS.

When opening the CA app, there are a number of templates provided by default:

There are already templates for User and Computer, but it’s better to leave the default templates alone and create new ones. First, we’ll create a template for user certificates. Start by right clicking Certificate Templates and selecting Manage:

Then we’re going to right click the User template and select Duplicate Template:

This is going to open up a new window with properties of the template:

Go to General and give the template a name:

Don’t select the Do not automatically reenroll option or it won’t be possible to renew certs before they expire.

Then go to Request Handling. We’re going to uncheck the Allow private key to be exported option as this is considered more secure:

Make sure Enroll subject without requiring any Continue reading

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The Money Keeps Rolling In For Optical Interconnects

With the bottlenecks between compute engines, their memories, and their networking adapters growing larger with each passing generation of AI machinery, there has never been a more pressing need to shift away from copper and towards optics in datacenter systems. …

The Money Keeps Rolling In For Optical Interconnects was written by Timothy Prickett Morgan at The Next Platform.

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NB500: SolarWinds and MacOS Vulernabilities Get Attention; Amazon Invests in Nuclear to Meet Power, Carbon Goals

This week’s Network Break discusses a CISA warning that a serious SolarWinds vulnerability is being exploited, Microsoft turns the tables by discovering a MacOS vulnerability, and Amazon invests in small modular nuclear reactors to meet growing power demands and reduce carbon output. T-Mobile releases a new device using the 5G Reduced Capacity spec, Palo Alto... Read more »

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Tech Bytes: From AWS Topography to On-Prem Flows, Cisco ThousandEyes Boosts Network Visibility (Sponsored)

The Tech Bytes podcast welcomes back sponsor Cisco ThousandEyes to talk about new features that improve visibility into both the public cloud and your on-prem network. We’ll get details on the new topographical mapping feature for AWS, as well as ThousandEyes’ new capability to consume flow records from on prem and correlate those records with... Read more »

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Unlocking The Future of AI Infrastructure: Breaking Through Bottlenecks For Profitability And Performance

As the last several years have shown, scaling up AI systems to train larger models with more parameters across more data is a very expensive proposition, and one that has made Nvidia fabulously rich. …

Unlocking The Future of AI Infrastructure: Breaking Through Bottlenecks For Profitability And Performance was written by Timothy Prickett Morgan at The Next Platform.

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AI for Network Engineers: Multi-Class Classification

 Introduction 

This chapter explains the multi-class classification training process. It begins with an introduction to the MNIST dataset (Modified National Institute of Standards and Technology dataset). Next, it describes how the SoftMax activation function computes the probability of the image fed into the model during the forward pass and how the weight parameters are adjusted during the backward pass to improve training results. Additionally, the chapter discusses the data parallelization strategy from a network perspective.

MINST Dataset

We will use the MNIST dataset [1], which consists of handwritten digits, to demonstrate the training process. The MNIST dataset includes four files: (1) a training set with 60,000 gray-scale images (28x28 pixels) and their respective (2) labels, and a test set with 10,000 images (28x28 pixels) and their respective labels. Figure 3-1 illustrates the structure and dependencies between the test dataset and the labels.

The file train-images-idx3-ubyte contains metadata describing how the images are ordered, along with the image pixel order. The file train-labels-idx1-ubyte defines which label (the digits 0-9) corresponds to which image in the image file. Since we have ten possible outputs, we use ten output neurons.

Before the training process begins, the labels for each image-label pair are one-hot Continue reading

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NOG.HR: A NOG Meeting Worth Attending

I never know what to expect when I’m invited to speak at a regional (or in-country) Network Operator Group (NOG) meeting. Sometimes, it turns out to be a large conference (PLNOG and ITNOG come to mind); other times, it’s just a few people gathered around free donuts and coffee¹. Last week’s Croatian NOG (NOG.HR) meeting was in the Goldilocks zone between the extremes: plenty of interested networking engineers, but not large enough to be overpowering.

Also, it was such a nice experience ;)

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The IPv6 Transition

I wrote an article in May 2022, asking “Are we there yet?” about the transition to IPv6. At the time I concluded the article on an optimistic note, observing that we may not be ending the transition just yet, but we are closing in. I thought at the time that we won’t reach the end of this transition to IPv6 with a bang, but with a whimper. A couple of years later, I’d like to revise these conclusions with some different thoughts about where we are heading and why.

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Global Protect VPN SAML SSO with Entra-ID

In this blog post, we will look at how to use Entra-ID SAML SSO with GlobalProtect VPN. This guide assumes you are already familiar with GlobalProtect VPN and have an existing VPN solution with other forms of authentication. If you are new to GlobalProtect VPN, feel free to check out my other blog post, which is linked below.

Palo Alto Global Protect VPN Configuration Example

In this blog post, we will cover how to configure Palo Alto Global Protect VPN. We’ll go through setting up the portal, gateway, authentication profile, IP pools, split-tunnel, security policy, NAT policy and other necessary components.

PacketswitchSuresh Vina

Adding GlobalProtect to the Admin Centre

1. Sign in to the Microsoft Entra admin centre and navigate to Identity > Applications > Enterprise applications > New application.
2. Add the Palo Alto Networks - GlobalProtect application.
3. Once added, select Palo Alto Networks - GlobalProtect > Single sign-on.

On the Set up single sign-on with SAML page, click the pencil icon in the Basic SAML Configuration section to edit the settings.

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Hedge 247: SONiC and other NOSs

SONiC has been around for a while–is there a solid commercial play for this open-source operating system? If so, what is it? What is the future for open-source and other network operating systems? Mike Bushong joins Tom Ammon, Eyvonne Sharp, and Russ White to discuss SONiC and open source network operating systems.
 

 
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