Building With Workers KV, a Fast Distributed Key-Value Store

Building With Workers KV, a Fast Distributed Key-Value Store
Building With Workers KV, a Fast Distributed Key-Value Store

Your Workers now have access to a low-latency key-value data store which lives inside our network all around the world!

For those who don’t know, Cloudflare Workers is a new type of compute platform, built on top of our global network of 152+ data centers around the world. It allows you to write serverless code which runs in the fabric of the Internet itself, allowing you to engage with your users faster than other platforms can even get a packet to where your code is running. It’s built on a new architecture which eliminates cold starts and dramatically reduces the memory overhead of keeping your code running when compared to a platform like Amazon Lambda.

As powerful as this is, compute is just one component of what you need to build an application, you also need the ability to store data. We evaluated many of the available open source data stores on the market, but ultimately nothing was designed for a world with quite as many distributed nodes as our network. Instead, we have begun releasing our own vision for distributed storage, beginning today.

The Workers KV is a highly distributed, eventually-consistent, key value store. It will allow you to Continue reading

Introducing Workers KV

Introducing Workers KV

In 1864 British computer pioneer Charles Babbage described the first key-value store. It was meant to be part of his Analytical Engine. Sadly, the Analytical Engine, which would have been the first programmable computer, was never built. But Babbage lays out clearly the design for his key-value store in his autobiography. He imagined a read-only store implemented as punched cards. He referred to these as Tables:

I explained that the Tables to be used must, of course, be computed and punched on cards by the machine, in which case they would undoubtedly be correct. I then added that when the machine wanted a tabular number, say the logarithm of a given number, that it would ring a bell and then stop itself. On this, the attendant would look at a certain part of the machine, and find that it wanted the logarithm of a given number, say of 2303. The attendant would then go to the drawer containing the pasteboard cards representing its table of logarithms. From amongst these he would take the required logarithmic card, and place it in the machine.

Introducing Workers KV

Punched card illustration from Babbage’s autobiography showing an integer key (2303) and value representing the decimal part of Continue reading

Setting up the Kubernetes AWS Cloud Provider

The AWS cloud provider for Kubernetes enables a couple of key integration points for Kubernetes running on AWS; namely, dynamic provisioning of Elastic Block Store (EBS) volumes and dynamic provisioning/configuration of Elastic Load Balancers (ELBs) for exposing Kubernetes Service objects. Unfortunately, the documentation surrounding how to set up the AWS cloud provider with Kubernetes is woefully inadequate. This article is an attempt to help address that shortcoming.

More details are provided below, but at a high-level here’s what you’ll need to make the AWS cloud provider in Kubernetes work:

  • The hostname of each node must match EC2’s private DNS entry for that node
  • An IAM role and policy that EC2 instances can assume as an instance profile
  • Kubernetes-specific tags applied to the AWS resources used by the cluster
  • Particular command-line flags added to the Kubernetes API server, Kubernetes controller manager, and the Kubelet

Let’s dig into these requirements in a bit more detail.

Node Hostname

It’s important that the name of the Node object in Kubernetes matches the private DNS entry for the instance in EC2. You can use hostnamectl or a confiugration management tool (take your pick) to set the instance’s hostname to the FQDN that matches the EC2 Continue reading

Back By Popular Demand – Docker Pals Is Coming To Barcelona!

At DockerCon Copenhagen we launched the Docker Pals program in order to connect attendees and help them make the most out of their trip to DockerCon. Attending a conference by yourself can be intimidating and we don’t want anyone to feel that way at DockerCon! Pals get matched with a few others who are new (the “Pals”), and someone who knows their way around (the “Guide”) so that you will know someone before you arrive at the conference. So, DockerCon veterans, please consider signing up to be a Guide and help welcome those newer to DockerCon to the amazing Docker community. Participating gives you the opportunity to learn even more, grow an even bigger network, and have even more fun!

Here’s what Pals had to say:

“Docker Pals was an excellent opportunity to meet new Docker Captains and Community Leaders who are open to engaging with container enthusiasts of all skill levels, specialities and backgrounds. I would certainly take advantage of the program again, and volunteer to be a Guide next year.” – Jackie Liu

“I was able to learn and understand how Docker is used in real time and in production with my fellow Docker Pal.” – Continue reading

Columnstore and B+ tree – are hybrid physical designs important?

Columnstore and B+ tree – are hybrid physical designs important? Dziedzic et al., SIGMOD’18

Earlier this week we looked at the design of column stores and their advantages for analytic workloads. What should you do though if you have a mixed workload including transaction processing, decision support, and operational analytics? Microsoft SQL Server supports hybrid physical design combining both column store and B+ tree indexes in the same database.

It is generally understood that columnstores are crucial to achieving high performance for analytic queries and that B+ tree indexes are key to supporting transactional workloads efficiently. However, it is not well understood whether hybrid physical designs – both columnstore and B+ tree indices on the same database and potentially the same table – are important for any of the above workloads.

Through a series of benchmarks the authors show that hybrid physical designs can result in more than an order of magnitude lower execution costs for many workloads when compared to alternatives using B+ tree-only or columnstore-only. The Database Engine Tuning Advisor (DTA) for SQL Server is extended to analyze and recommend the appropriate indices for a given workload. Support for columnstore indices and the new DTA functionality was Continue reading

BrandPost: It’s Time to Think Outside the Router

“Turn Me Loose” I finally delivered four large boxes of CDs to my local library – my collection of nearly 1,000 titles, some as old as 33 years, like my Loverboy CD, when I acquired them in back in 1985. And back in 1985, or maybe 1986, I did a similar uncluttering with my cassettes and vinyl (except for a few select albums like an original release of Dark Side of the Moon).Music has gone from 12” vinyl to more compact cassette tapes to even more compact CDs and now streaming services that connect listeners to music anywhere, anytime. Just as music technology has changed through the years to provide more flexibility on how music is consumed, the application consumption model has changed, too. The “job of the WAN” has always been to connect users to applications, but wide area networking (WAN) technology based on conventional branch routers has not kept up to provide the optimal means of connecting to them.To read this article in full, please click here

Industrial IoT faces big challenges

Future cellular Internet of Things (IoT) networks are going to be expected to deliver much lower latency and significantly higher reliability. Getting to that point, however, must be a step-by-step approach, said a telco equipment executive at Mobile World Congress Americas earlier this month.“Doing one at a time is not so difficult, but doing both at the same time is a challenge,” said Jawad Manssour, head of Networks Portfolio Management at Product Area Networks with equipment maker Ericsson, during a presentation at the conference.Ericsson is one of the world’s big three principal base station and cellular equipment vendors, along with Huawei and Nokia. Mobile network providers Sprint and Ericsson recently announced that they are building a distributed virtualized core IoT network and an IoT operating system.To read this article in full, please click here

Industrial IoT faces big challenges

Future cellular Internet of Things (IoT) networks are going to be expected to deliver much lower latency and significantly higher reliability. Getting to that point, however, must be a step-by-step approach, said a telco equipment executive at Mobile World Congress Americas earlier this month.“Doing one at a time is not so difficult, but doing both at the same time is a challenge,” said Jawad Manssour, head of Networks Portfolio Management at Product Area Networks with equipment maker Ericsson, during a presentation at the conference.Ericsson is one of the world’s big three principal base station and cellular equipment vendors, along with Huawei and Nokia. Mobile network providers Sprint and Ericsson recently announced that they are building a distributed virtualized core IoT network and an IoT operating system.To read this article in full, please click here

Don’t Miss The Latest Module In Our Certified Ethical Hacking v10 Technology Course!

Module 9 is here! Tune into Josue Vargas’s newest video – Certified Ethical Hacking: Denial of Service to learn about DoS and DDoS attacks and how to prevent them.

About the Course

DoS and DDoS are disruptive attacks meant to bring a server or network out of operation. You might have seen some of this in the news, especially as related to hacktivism (people who hack for a cause). A DDoS attack can be a big financial hit on an organization. In this module you will learn how this type of attack is accomplished and even how it can be done stealthily. As an ethical hacker you will get the point of view of the attacker, as usual, but you will also learn how to protect your organization from this type of event using the right tools and strategies.

Cisco unearths 13 ‘High Impact’ IOS vulnerabilities you need to patch now

Cisco today exposed 13 vulnerabilities in its IOS and IOS XE switch and router operating software that the company said should be patched as soon as possible.The vulnerabilities were detailed in Cisco’s twice-yearly dump of IOS exposures. All have a High Impact security rating, and fixes should be evaluated by users quickly.[ Also see Invaluable tips and tricks for troubleshooting Linux. ] The company said this particular batch of issues could let an attacker gain elevated privileges for an affected device or cause a denial of service (DoS) on an affected device.To read this article in full, please click here

Cisco unearths 13 ‘High Impact’ IOS vulnerabilities you need to patch now

Cisco today exposed 13 vulnerabilities in its IOS and IOS XE switch and router operating software that the company said should be patched as soon as possible.The vulnerabilities were detailed in Cisco’s twice-yearly dump of IOS exposures. All have a High Impact security rating, and fixes should be evaluated by users quickly.[ Also see Invaluable tips and tricks for troubleshooting Linux. ] The company said this particular batch of issues could let an attacker gain elevated privileges for an affected device or cause a denial of service (DoS) on an affected device.To read this article in full, please click here

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