From Python to Go 008. Object Oriented Programming Or Build Your Own Network Switch.

Hello my friend,

So far we have covered almost all possible data types in Python and Go (Golang), at least the ones we are going to use ourselves for network automation. One of these data types, which we have introduced in the previous blog post, that is object/class or struct, has without overestimations enormous importance as it opens for us doors into object oriented programming. As doors are opened, let’s enter them.

Festive Time Is Here… Make Sure You Make Most Of It.

Meaning, apart of spending time your family and friends, cooking, eating and dancing, you also study network automation with our trainings!

We offer the following training programs in network automation for you:

During these trainings you will learn the following topics:

  • Success and failure strategies to build the automation tools.
  • Principles of software developments and the most useful and convenient tools.
  • Data encoding (free-text, XML, JSON, YAML, Protobuf).
  • Model-driven network automation with YANG, NETCONF, RESTCONF, GNMI.
  • Full configuration templating with Jinja2 based on the source of truth (NetBox).
  • Best programming languages (Python, Continue reading

The role of email security in reducing user risk amid rising threats

Phishing remains one of the most dangerous and persistent cyber threats for individuals and organizations. Modern attacks use a growing arsenal of deceptive techniques that bypass traditional secure email gateways (SEGs) and email authentication measures, targeting organizations, employees, and vendors. From business email compromise (BEC) to QR phishing and account takeovers, these threats are designed to exploit weaknesses across multiple communication channels, including email, Slack, Teams, SMS, and cloud drives.

Phishing remains the most popular attack vector for bad actors looking to gain unauthorized access or extract fraudulent payment, and it is estimated that 90% of all attacks start with a phishing email. However, as companies have shifted to using a multitude of apps to support communication and collaboration, attackers too have evolved their approach. Attackers now engage employees across a combination of channels in an attempt to build trust and pivot targeted users to less-secure apps and devices. Cloudflare is uniquely positioned to address this trend thanks to our integrated Zero Trust services, extensive visibility from protecting approximately 20% of all websites, and signals derived from processing billions of email messages a year.

Cloudflare recognizes that combating phishing requires an integrated approach and a more complete view Continue reading

DSNS Nameservers

It's common folklore in the Domain Name System that a delegated domain name must be served by 2 or more nameservers. This guidance raises a couple of questions. Firstly, when presented with a list of nameservers for a domain how do recursive resolvers respond? Do they send queries to all of the nameservers at once? Or do they serialise their actions in looking for a responsive nameserver? Secondly, if these queries are serialised, then how can a domain administrator organise the zone’s nameservers to maximise both DNS resolution performance and service resilience?

Introducing Low-Latency DNS Policy with eBPF in Calico Enterprise

In Kubernetes, pods often need to securely communicate with external resources, such as internet services or APIs. Traditional Kubernetes network policies use IP addresses to identify these external resources. However, managing policies with IP addresses can be challenging because IPs often change, especially when dealing with dynamic websites or APIs.

Calico Enterprise addresses this challenge by extending Kubernetes network policies to support Fully Qualified Domain Names (FQDNs). This allows users to define policies using domain names instead of IP addresses, making it easier to manage and secure egress traffic. By dynamically mapping domain names to IPs, Calico ensures that policies remain up-to-date, enabling seamless and secure connectivity to external resources.

While this approach is conceptually simple, practical implementation is tricky. DNS mappings are dynamic: domain names often resolve to different IPs with each query, and wildcard support (e.g., *.example.com) adds complexity. To address this, Calico monitors DNS traffic to create and manage domain-to-IP mappings dynamically, translating high-level DNS-based rules into efficient low-level constructs like iptables, nftables, or eBPF.

Evolution of Calico DNS policy implementation

The DNS policy implementation significantly impacts performance and reliability. Currently, Calico offers three different modes to operate the DNS Continue reading

PP044: Optimizing Security and Performance with ADEM and App Acceleration (Sponsored)

Autonomous Digital Experience Management, or ADEM, measures network and application performance from the user perspective and gives network and IT teams visibility into the entire data path—including the home user network, first mile and last mile, and the WAN. On today’s Packet Protector, we learn how ADEM can complement your network and security efforts with... Read more »

Segment Routing IPv6 (SRv6) with FRR and Debian

In a previous post, I wrote about my experiences with using FRR on Ubuntu to provide L3VPN services over Segment Routing on IPv6 (SRv6). Since then a new major version of FRR has become available and I thought it may be time to revisit this configuration to see if I still experience the same issues. Success TL;DR - I am happy to report that IPv4 and IPv6 L3VPN mostly works out of the box.

How Kubernetes Simplifies Configuration Security

This is the second blog post in a series exploring how Kubernetes, despite its inherent complexity, provides features that simplify security efforts.

Kubernetes presents an interesting paradox: while it is complex, it simplifies many aspects of deploying and managing containerized applications, including configuration security. Once you navigate its learning curve, Kubernetes unlocks powerful capabilities and tool support that make managing configuration security significantly easier.

In this blog post, we’ll dive into how Kubernetes enhances configuration security and outline its key advantages.

How Kubernetes Can Help Improve and Simplify Configuration Security

Despite its complexity, Kubernetes offers a range of features that simplify configuration security. These include enhanced visibility, streamlined access to log data, robust RBAC (Role-Based Access Control) capabilities, security policy as code, a layered network policy model, and more. Many of these capabilities also improve the efficiency and effectiveness of mitigation and remediation workflows for configuration security. Below, we highlight key features that should be considered when developing a configuration security strategy.

100% Inventory

Maintaining a complete inventory of workloads can be challenging in non-Kubernetes environments. However, Kubernetes provides complete visibility into every containerized workload running in the system. This eliminates concerns about shadow systems or overlooked resources that could Continue reading

LRZ Adopts Nvidia Engines For €250 Million “Blue Lion” Supercomputer In 2027

The expansion of the computing capacity in Europe for both traditional HPC simulation as well as AI training and modeling continues apace, with the Leibniz-Rechenzentrum lab in Germany announcing late last week (when we took a day of holiday) that it would be shelling out €250 million – about $262.7 million at current exchange rates – to build a hybrid CPU-GPU cluster based on Nvidia compute engines to tackle both kinds of high performance computing. …

LRZ Adopts Nvidia Engines For €250 Million “Blue Lion” Supercomputer In 2027 was written by Timothy Prickett Morgan at The Next Platform.

Internationalization and localization: bringing Cloudflare Radar to a global audience

Cloudflare Radar celebrated its fourth birthday in September 2024. As we’ve expanded Radar’s scope over the last four years, the value that it provides as a resource for the global Internet has grown over time, and with Radar data and graphs often appearing in publications and social media around the world, we knew that we needed to make it available in languages beyond English.

Localization is important because most Internet users do not speak English as a first language. According to W3Techs, English usage on the Internet has dropped 8.3 points (57.7% to 49.4%) since January 2023, whereas usage of other languages like Spanish, German, Japanese, Italian, Portuguese and Dutch is steadily increasing. Furthermore, a CSA Research study determined that 65% of Internet users prefer content in their language.

To successfully (and painlessly) localize any product, it must be internationalized first.  Internationalization is the process of making a product ready to be translated and adapted into multiple languages and cultures, and it sets the foundation to enable your product to be localized later on at a much faster pace (and at a lower cost, both in time and budget). Below, we review how Cloudflare’s Radar Continue reading

Happy Holidays and All the Best in 2025!

Another year is almost gone, and it’s time for my traditional “I will disappear until mid-January” retreat (also, don’t expect me to read my email until I’m back).

I hope you’ll also be able to disconnect from the crazy pace of the networking world, forget the “AI will make networking engineers obsolete” shenanigans (hint: SDN did not), and focus on your loved ones. I would also like to wish you all the best in 2025!

I will probably get bored sometime in late December, so expect a few new netlab features in early January.

AI for Network Engineers: Recurrent Neural Network (RNN)

 Introduction

So far, this book has introduced two neural network architectures. The first one, the Feed-Forward Neural Network (FNN), works well for simple tasks, such as recognizing handwritten digits in small-sized images. The second one, the Convolutional Neural Network (CNN), is designed for processing larger images. CNNs can identify objects in images even when the location or orientation of the object changes.

This chapter introduces the Recurrent Neural Network (RNN). Unlike FNNs and CNNs, an RNN’s inputs include not only the current data but also all the inputs it has processed previously. In other words, an RNN preserves and uses historical data. This is achieved by feeding the output of the previous time step back into the hidden layer along with the current input vector.

Although RNNs can be used for predicting sequential data of variable lengths, such as sales figures or a patient’s historical health records, this chapter focuses on how RNNs can perform character-based text autocompletion. The upcoming chapters will explore word-based text prediction.


Text Datasets

For training the RNN model, we typically use text datasets like IMDB Reviews or the Wikipedia Text Corpus. However, in this chapter, we simplify the process by using a tailored dataset containing Continue reading

From Python to Go 007. (Data)Classes, Structs, and Custom Data Types.

Hello my friend,

Today we are going to talk about the last data type, which in generally exists in Python and Go (Golang), and which we need dearly for all meaningful applications including network and IT infrastructure automation. We are talking about structured, typed data, which is represented in Python in form of objects and classes and in Go (Golang) in form of structs. These structures are truly powerful and once you figure out how to use them, I’m quite confident you will be using it everywhere, where you can.

You Talk So Much About Go (Golang), But You Offer Python In Trainings. Why?

This question I’ve been asked rather frequently recently. Indeed, why do we in each blog post talk about Network Automation Trainings, which gravitate around Python/Ansible duet. The answer is straightforward: whilst Go (Golang) is very powerful as we showing it in these blogs, its usage in many cases is justified only in very high-scale environment. For majority of networks and IT systems, Python is great. It is suffice to say that entire OpenStack is built in Python. And ourselves we use it extensively in many customers’ systems. Go (Golang) is useful as extension of automation skills, Continue reading

Worth Reading: Hard Truths about AI-assisted Coding

Addy Osmani published an excellent overview of the challenges of AI-assisted coding. They apply equally well to the “AI will generate device configurations for me” or “AI will troubleshoot my network” ideas (ignoring for the moment the impact of the orders-of-magnitude smaller training set), so it’s definitely worth reading.

I particularly liked the “‌AI is like having a very eager junior developer on your team” take, as well as the description of the “70% problem” (AI will get you 70% there, but the last 30% will be frustrating) – a phenomenon perfectly illustrated by the following diagram by Forrest Brazeal:

Read more …

N4N007: Performance vs. Cost

When building your network and buying equipment, is performance or cost more important? On today’s episode, we discuss the balance between performance and cost in selecting networking equipment. We also cover other considerations, including why you should understand client and network needs, the fluid nature of pricing, and the necessity of creative problem-solving. Bonus material: ... Read more »
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