Welcome!

Java IoT Authors: Elizabeth White, Peter Silva, Yeshim Deniz, Antonella Corno, Klaus Enzenhofer

Related Topics: @CloudExpo

@CloudExpo: Blog Post

Navigating the Fog - Billing, Metering & Measuring the Cloud

The 400,000+ Amazon Web Service consumers await with great anticipation and horror

It's that dreaded time of the month again, the time of the month that we, the 400,000+ Amazon Web Service consumers await with great anticipation / horror. What I'm talking about is the Amazon Web Services Billing Statement sent at beginning of each month. A surprise every time. In honor of this monthly event, I thought I'd take a minute to discuss some of the hurdles as well as opportunities for Billing, Metering & Measuring the Cloud.

I keep hearing that one of the biggest issues facing IaaS users currently is a lack of insight into costing, billing and metering. The AWS costing problem is straightforward enough, unlike other cloud services Amazon has decided to not offer any kind of real time reporting or API for their cloud billing (EC2, S3, etc). There are some reporting features for DevPay and Flexible Payments Service (Amazon FPS) as well as a Account Activity page, but who has time for a dashboard when what we really want is an realtime API?

To give some background, when Amazon launched S3 and later EC2 the reasoning was fairly straightforward, they were a new services still in beta. So without officially comfirming, the word was a billing API was coming soon. But 3 years later, still no billing billing API? So I have to ask, what gives?

Other Cloud services have done a great job of providing a real time view of what the cloud is costing you. One of the best examples is GoGrid's myaccount.billing.get API and widget which offers a variety of metrics through their Open Source GoGrid API.

Billing APIs aside, another major problem still remains for most cloud users, a basis for comparing the quality & cost of cloud compute capacity between cloud providers. This brings us to the problem of metering the cloud which Yi-Jian Ngo at Microsoft pointed out last year. In his post he stated that "Failing to come up with an appropriate yardstick could lead to hairy billing issues, savvy customers tinkering with clever arbitrage schemes and potentially the inability of cloud service providers to effectively predict how much to charge in order to cover their costs."

Yi-Jian Ngo couldn't have been more right in pointing to Wittgenstein's Rule: "Unless you have confidence in the ruler's reliability, if you use a ruler to measure a table, you may as well be using the table to measure the ruler."



A few companies have attempted to define cloud capacity, notably Amazon's Elastic Compute Cloud service uses a EC2 Compute Unit as the basis for their EC2 pricing scheme (As well as bandwidth and storage) Amazon states they use a variety of measurements to provide each EC2 instance with a consistent and predictable amount of CPU capacity. The amount of CPU that is allocated to a particular instance is expressed in terms of EC2 Compute Units. Amazon explains that they use several benchmarks and tests to manage the consistency and predictability of the performance from an EC2 Compute Unit. One EC2 Compute Unit provides the equivalent CPU capacity of a 1.0-1.2 GHz 2007 Opteron or 2007 Xeon processor. They claim this is the equivalent to an early-2006 1.7 GHz Xeon processor. Amazon makes no mention of how they achieve their benchmark and users of the EC2 system are not given any real insight to how they came to their benchmark numbers. Currently there are no standards for cloud capacity and therefore there is no effective way for users to compare with other cloud providers in order to make the best decision for their application demands.

An idea I suggested in a post last year was to create an open universal compute unit which could be used to address an "apples-to-apples" comparison between cloud capacity providers. My rough concept was to create a Universal Compute Unit specification and benchmark test based on integer operations that can form an (approximate) indicator of the likely performance of a given virtual application within a given cloud such as Amazon EC2, GoGrid or even a virtualized data center such as VMWare. One potential point of analysis cloud be in using a stand clock rate measured in hertz derived by multiplying the instructions per cycle and the clock speed (measured in cycles per second). It can be more accurately defined within the context of both a virtual machine kernel and standard single and multicore processor types.

My other suggestion was to create a Universal Compute Cycle (UCC) or the inverse of Universal Compute Unit. The UCC would be used when direct system access in the cloud and or operating system is not available. One such example is Google's App Engine or Microsoft Azure. UCC could be based on clock cycles per instruction or the number of clock cycles that happen when an instruction is being executed. This allows for an inverse calculation to be performed to determine the UcU value as well as providing a secondary level of performance evaluation / benchmarking.

I'm not the only one thinking about this, One such company trying to address this need is Satori Tech with their capacity measurement metric, which they call the Computing Resource Unit (“CRU”). They claim that the CRU allows for dynamic monitoring of available and used computing capacity on physical servers and virtual pools/instances. The CRU allows for uniform comparison of capacity, usage and cost efficiency in heterogeneous computing environments and abstraction away from operating details for financial optimization. Unfortunately the format is a patented and closed format only available to customers of Satori Tech.

And before you say it, I know that UCU, UCC or CRU could be "gamed" by unsavory cloud providers attempting to pull an "Enron", this is why we would need to create an auditable specification which includes a "certified measurement" to address this kind of cloud bench marking. A potential avenue is IBM's new "Resilient Cloud Validation" program, which I've come to appreciate lately. (Sorry about my previous lipstick on pig remarks) The program will allow businesses who collaborate with IBM to perform a rigorous, consistent and proven program of benchmarking and design validation to use the IBM logo: "Resilient Cloud" when marketing their services. These types of certification programs may serve as the basis for defining a level playing field among various cloud providers. Although I feel that a more impartial trade group such as the IEEE may be a better entity to handle the certification process.

More Stories By Reuven Cohen

An instigator, part time provocateur, bootstrapper, amateur cloud lexicographer, and purveyor of random thoughts, 140 characters at a time.

Reuven is an early innovator in the cloud computing space as the founder of Enomaly in 2004 (Acquired by Virtustream in February 2012). Enomaly was among the first to develop a self service infrastructure as a service (IaaS) platform (ECP) circa 2005. As well as SpotCloud (2011) the first commodity style cloud computing Spot Market.

Reuven is also the co-creator of CloudCamp (100+ Cities around the Globe) CloudCamp is an unconference where early adopters of Cloud Computing technologies exchange ideas and is the largest of the ‘barcamp’ style of events.

@ThingsExpo Stories
SYS-CON Events announced today that SoftLayer, an IBM Company, has been named “Gold Sponsor” of SYS-CON's 18th Cloud Expo, which will take place on June 7-9, 2016, at the Javits Center in New York, New York. SoftLayer, an IBM Company, provides cloud infrastructure as a service from a growing number of data centers and network points of presence around the world. SoftLayer’s customers range from Web startups to global enterprises.
Web Real-Time Communication APIs have quickly revolutionized what browsers are capable of. In addition to video and audio streams, we can now bi-directionally send arbitrary data over WebRTC's PeerConnection Data Channels. With the advent of Progressive Web Apps and new hardware APIs such as WebBluetooh and WebUSB, we can finally enable users to stitch together the Internet of Things directly from their browsers while communicating privately and securely in a decentralized way.
Keeping pace with advancements in software delivery processes and tooling is taxing even for the most proficient organizations. Point tools, platforms, open source and the increasing adoption of private and public cloud services requires strong engineering rigor - all in the face of developer demands to use the tools of choice. As Agile has settled in as a mainstream practice, now DevOps has emerged as the next wave to improve software delivery speed and output. To make DevOps work, organization...
DevOps is often described as a combination of technology and culture. Without both, DevOps isn't complete. However, applying the culture to outdated technology is a recipe for disaster; as response times grow and connections between teams are delayed by technology, the culture will die. A Nutanix Enterprise Cloud has many benefits that provide the needed base for a true DevOps paradigm.
What sort of WebRTC based applications can we expect to see over the next year and beyond? One way to predict development trends is to see what sorts of applications startups are building. In his session at @ThingsExpo, Arin Sime, founder of WebRTC.ventures, will discuss the current and likely future trends in WebRTC application development based on real requests for custom applications from real customers, as well as other public sources of information,
SYS-CON Events announced today that Interoute, owner-operator of one of Europe's largest networks and a global cloud services platform, has been named “Bronze Sponsor” of SYS-CON's 20th Cloud Expo, which will take place on June 6-8, 2017 at the Javits Center in New York, New York. Interoute is the owner-operator of one of Europe's largest networks and a global cloud services platform which encompasses 12 data centers, 14 virtual data centers and 31 colocation centers, with connections to 195 add...
TechTarget storage websites are the best online information resource for news, tips and expert advice for the storage, backup and disaster recovery markets. By creating abundant, high-quality editorial content across more than 140 highly targeted technology-specific websites, TechTarget attracts and nurtures communities of technology buyers researching their companies' information technology needs. By understanding these buyers' content consumption behaviors, TechTarget creates the purchase inte...
With the introduction of IoT and Smart Living in every aspect of our lives, one question has become relevant: What are the security implications? To answer this, first we have to look and explore the security models of the technologies that IoT is founded upon. In his session at @ThingsExpo, Nevi Kaja, a Research Engineer at Ford Motor Company, will discuss some of the security challenges of the IoT infrastructure and relate how these aspects impact Smart Living. The material will be delivered i...
In his session at @ThingsExpo, Eric Lachapelle, CEO of the Professional Evaluation and Certification Board (PECB), will provide an overview of various initiatives to certifiy the security of connected devices and future trends in ensuring public trust of IoT. Eric Lachapelle is the Chief Executive Officer of the Professional Evaluation and Certification Board (PECB), an international certification body. His role is to help companies and individuals to achieve professional, accredited and worldw...
Your homes and cars can be automated and self-serviced. Why can't your storage? From simply asking questions to analyze and troubleshoot your infrastructure, to provisioning storage with snapshots, recovery and replication, your wildest sci-fi dream has come true. In his session at @DevOpsSummit at 20th Cloud Expo, Dan Florea, Director of Product Management at Tintri, will provide a ChatOps demo where you can talk to your storage and manage it from anywhere, through Slack and similar services ...
My team embarked on building a data lake for our sales and marketing data to better understand customer journeys. This required building a hybrid data pipeline to connect our cloud CRM with the new Hadoop Data Lake. One challenge is that IT was not in a position to provide support until we proved value and marketing did not have the experience, so we embarked on the journey ourselves within the product marketing team for our line of business within Progress. In his session at @BigDataExpo, Sum...
SYS-CON Events announced today that Ocean9will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Ocean9 provides cloud services for Backup, Disaster Recovery (DRaaS) and instant Innovation, and redefines enterprise infrastructure with its cloud native subscription offerings for mission critical SAP workloads.
SYS-CON Events announced today that Linux Academy, the foremost online Linux and cloud training platform and community, will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Linux Academy was founded on the belief that providing high-quality, in-depth training should be available at an affordable price. Industry leaders in quality training, provided services, and student certification passes, its goal is to c...
SYS-CON Events announced today that Telecom Reseller has been named “Media Sponsor” of SYS-CON's 20th International Cloud Expo, which will take place on June 6–8, 2017, at the Javits Center in New York City, NY. Telecom Reseller reports on Unified Communications, UCaaS, BPaaS for enterprise and SMBs. They report extensively on both customer premises based solutions such as IP-PBX as well as cloud based and hosted platforms.
SYS-CON Events announced today that Loom Systems will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Founded in 2015, Loom Systems delivers an advanced AI solution to predict and prevent problems in the digital business. Loom stands alone in the industry as an AI analysis platform requiring no prior math knowledge from operators, leveraging the existing staff to succeed in the digital era. With offices in S...
SYS-CON Events announced today that T-Mobile will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. As America's Un-carrier, T-Mobile US, Inc., is redefining the way consumers and businesses buy wireless services through leading product and service innovation. The Company's advanced nationwide 4G LTE network delivers outstanding wireless experiences to 67.4 million customers who are unwilling to compromise on ...
SYS-CON Events announced today that Cloudistics, an on-premises cloud computing company, has been named “Bronze Sponsor” of SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Cloudistics delivers a complete public cloud experience with composable on-premises infrastructures to medium and large enterprises. Its software-defined technology natively converges network, storage, compute, virtualization, and management into a ...
SYS-CON Events announced today that CA Technologies has been named “Platinum Sponsor” of SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY, and the 21st International Cloud Expo®, which will take place October 31-November 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA. CA Technologies helps customers succeed in a future where every business – from apparel to energy – is being rewritten by software. From ...
SYS-CON Events announced today that Infranics will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Since 2000, Infranics has developed SysMaster Suite, which is required for the stable and efficient management of ICT infrastructure. The ICT management solution developed and provided by Infranics continues to add intelligence to the ICT infrastructure through the IMC (Infra Management Cycle) based on mathemat...
Now that the world has connected “things,” we need to build these devices as truly intelligent in order to create instantaneous and precise results. This means you have to do as much of the processing at the point of entry as you can: at the edge. The killer use cases for IoT are becoming manifest through AI engines on edge devices. An autonomous car has this dual edge/cloud analytics model, producing precise, real-time results. In his session at @ThingsExpo, John Crupi, Vice President and Eng...