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. | By Mike Azevedo | Article Rating: |
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| September 10, 2016 04:00 PM EDT | Reads: |
754 |
Migrating Your Database to the Cloud? Look Beyond MySQL
Companies are migrating infrastructure to the cloud in order to achieve advantages and agility that they need to remain competitive. However, they may have difficulty achieving one extremely important benefit of cloud computing as they attempt to run their MySQL databases in the cloud - scalability in true utility fashion. Similar to the power utilities we are all familiar with, this entails the ability to get what you need, when you need it and pay for only what you use, even during peak demand.
Why switch to the cloud if databases like MySQL limit scalability and performance? It's very simple: the advantages of shedding the headaches of managing one's own machines and reducing operating and capital expenditures are still too great to ignore. However, organizations are in many cases shortchanging themselves by focusing narrowly on these financial and operational benefits, not realizing that the right cloud database will dramatically increase flexibility and agility.
People far too often assume that "going to the cloud" is synonymous with "having the ability to migrate to a scale-out database." In reality, one does not necessarily follow the other. Adding more confusion, many companies are migrating to the cloud to use Aurora, which provides marginally more write/read scale than RDS MySQL, but still imposes a write performance ceiling.
This lack of ability to achieve true utility will be particularly acute for applications with OLTP (online transaction processing) workloads that are both high in volume and need to maintain data integrity through ACID compliance. These characteristics are shared by most applications that serve e-commerce, ad tech, gaming, social and IoT functions, and the inability of MySQL to meet their demands in utility fashion is largely attributed to one fact: it is architected for "single node" deployment.
The single-node conundrum: when "cloud" doesn't equate to "scale out"
MySQL databases are often the initial solution of choice for OLTP applications because of their ability to maintain ACID compliance. Though MySQL databases are commonly deployed in the cloud, they also run on a single server, and don't allow you to "scale out" by adding server nodes like most cloud applications. Eventually, this lack of ability to scale by adding nodes means that organizations running MySQL in the cloud will be hamstrung by the same performance problems that existed before they made the migration from the data center.
Scaling comes in many flavors, and some taste pretty bad
If the company in question is an e-commerce provider, for example, it is likely to experience dramatic seasonal changes in demands on the database that coincide with major shopping holidays, which requires flexibility. If the company is a rising star in a data-intensive industry like digital healthcare, it may find that its need for rapid scaling of capacity is the most important consideration.
If they're using a single-node solution like MySQL or Aurora, a primary method of increasing capacity, once they've scaled to the upper limit of the server they're using, will be to "scale up" by moving the database to a more powerful server. This method - which is neither rapid, nor flexible - will set you back a ridiculous amount of money for large, expensive hardware that can achieve the maximum level of performance that might be required. Inevitably, this capacity will lie unacceptably dormant for some period of time, which means you will be stuck paying for unused capacity for off-peak traffic periods (i.e., most of the time). This is an unnecessary waste of money and resources, one that the cloud is supposed to help companies circumnavigate.
For many companies, this is only the start of the problems associated with scaling their database. Even the largest server will impose a capacity ceiling, and once that is reached, they often resort to alternate methods for scaling performance, such as creating additional read slaves, master/master configurations and then finally sharding. These, however, are problematic - they either:
- Don't add write scale (read slaves)
- Have conflict management issues (master/master)
- Don't provide ACID transactional guarantees (sharding)
In short, in seeking to extend write scale beyond the limits of MySQL on the largest available server, painstaking programming and a highly undesirable level of complexity and fragility are often added to the application. Instead of a streamlined application, you wind up with a makeshift patchwork that requires a lot of effort to keep afloat.
Of the three scaling techniques mentioned, read (only) slaves are the most common technique for scaling out capacity once the upward limit of a single-node implementation has been reached. In fact, Amazon RDS provides 15 "read replicas" very simply via their AWS Console. However, as Marc Staimer of Dragonslayer Consulting pointed out in "Why Traditional SQL Databases Fail to Scale Effectively," while read-only slaves require nominal setup and maintenance, they "cannot overcome the bottleneck of the master SQL database, especially for write-intensive applications." Which brings us to a consideration that is of paramount importance - the ability to scale in both reads and writes.
Scaling reads isn't enough, but sharding isn't the answer
Scaling along the read axis can be helpful, but services that handle OLTP loads will eventually hit a wall if writes cannot be scaled in addition to reads. There is no shortage of services out there, like Amazon's Aurora, that do a good job scaling reads in the cloud, but don't scale writes without building complicated and expensive solutions (giving you the "patchwork" application described above).
Many cloud providers, including AWS Aurora, do not support sharding, a method commonly used to yield scalability in both reads and writes. And, even when sharding is supported, it is difficult, costly to implement and fragile while in use. It can be problematic with workloads that require full data integrity, due to the difficulty of maintaining ACID compliance without making comprehensive changes to the application layer (once again leading to undesirable complexity and fragility). Ultimately, those who employ this method wind up exchanging one set of problems for another potentially more serious set.
Suffice it to say, most companies moving to the cloud do not anticipate having to resort to sharding, yet many will find themselves in that exact predicament due to ever-increasing transactional demands. These kinds of barriers are exactly the ones that companies aim to overcome when they set out with a cloud database migration project.
OLTP cloud database needs scale-out performance with ACID compliance
Many companies don't realize that their most common database hiccups often stem from their efforts to jerry-rig them to do things they weren't designed to do, not because the databases themselves are fundamentally inferior. MySQL wasn't designed to scale out (horizontally), and rather than performing unnatural feats in order to make it do so, organizations should instead look to solutions that are architected for this type of scaling.
The NewSQL era has made it possible to scale out by adding nodes, while maintaining linear performance. And, for companies with transactional applications - such as those in e-commerce, gaming, social, IoT and ad tech - they will be able to maintain ACID compliance the whole time.
There may be initial advantages to platforms like MySQL for small operations, but IT decision-makers should have their eyes on the exit route if their companies project any kind of serious growth. Playing catch-up with databases is nobody's idea of a good time, and is an untenable business practice when an organization's applications rely on OLTP. A database that can massively scale horizontally to increase or decrease capacity according to dramatic seasonal swings in traffic, or scale to very large total capacities, may not be deemed necessary by a fledgling service or company with fairly nominal requirements. However, if a company sees rapid success in the near future, such capabilities are likely to become a necessity - and what management team is worth their salt if they don't plan for success?
Many are in fact acknowledging that moving up from MySQL and its kin to the next tier of database is a necessary stage to prevent slowdowns and failures for businesses with high-growth services. This new reality is certainly evidenced in the popularity of Aurora. But again, companies must keep in mind that Aurora, despite its improvements over MySQL, is a single node with old school scale techniques solution, and thus presents limitations. The best way database companies can serve these kinds of organizations is to offer a drop-in replacement for MySQL that delivers the linear scalability that enables you to fully leverage the flexibility of the cloud.
Published September 10, 2016 Reads 754
Copyright © 2016 SYS-CON Media, Inc. — All Rights Reserved.
Syndicated stories and blog feeds, all rights reserved by the author.
More Stories By Mike Azevedo
Mike Azevedo is CEO of Clustrix, provider of the first scale-out relational database designed to meet the needs of large, fast-growing e-commerce sites and other big Web- and cloud-based applications. He has more than 25 years of experience in scale-out analytic applications, grid computing, storage infrastructure, security, and retail, and has led top sales divisions at Platform Computing, ParAccel and PostX Corporation.
Mike holds a Bachelor of Science degree in business administration/ management from Chico State University
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. Sep. 10, 2016 02:00 PM EDT Reads: 530 |
By Elizabeth White Fact is, enterprises have significant legacy voice infrastructure that’s costly to replace with pure IP solutions. How can we bring this analog infrastructure into our shiny new cloud applications? There are proven methods to bind both legacy voice applications and traditional PSTN audio into cloud-based applications and services at a carrier scale. Some of the most successful implementations leverage WebRTC, WebSockets, SIP and other open source technologies.
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Fact is, enterprises have significant legacy voice infrastructure that’s costly to replace with pure IP solutions. How can we bring this analog infrastructure into our shiny new cloud applications? There are proven methods to bind both legacy voice applications and traditional PSTN audio into cloud-based applications and services at a carrier scale. Some of the most successful implementations leverage WebRTC, WebSockets, SIP and other open source technologies.
In his session at @ThingsExpo, Da...
The vision of a connected smart home is becoming reality with the application of integrated wireless technologies in devices and appliances. The use of standardized and TCP/IP networked wireless technologies in line-powered and battery operated sensors and controls has led to the adoption of radios in the 2.4GHz band, including Wi-Fi, BT/BLE and 802.15.4 applied ZigBee and Thread. This is driving the need for robust wireless coexistence for multiple radios to ensure throughput performance and th...
SYS-CON Events announced today that Roundee / LinearHub will exhibit at the WebRTC Summit at @ThingsExpo, which will take place on November 1–3, 2016, at the Santa Clara Convention Center in Santa Clara, CA.
LinearHub provides Roundee Service, a smart platform for enterprise video conferencing with enhanced features such as automatic recording and transcription service.
Slack users can integrate Roundee to their team via Slack’s App Directory, and '/roundee' command lets your video conference ...
For basic one-to-one voice or video calling solutions, WebRTC has proven to be a very powerful technology. Although WebRTC’s core functionality is to provide secure, real-time p2p media streaming, leveraging native platform features and server-side components brings up new communication capabilities for web and native mobile applications, allowing for advanced multi-user use cases such as video broadcasting, conferencing, and media recording.
WebRTC adoption has generated a wave of creative uses of communications and collaboration through websites, sales apps, customer care and business applications. As WebRTC has become more mainstream it has evolved to use cases beyond the original peer-to-peer case, which has led to a repeating requirement for interoperability with existing infrastructures.
In his session at @ThingsExpo, Graham Holt, Executive Vice President of Daitan Group, will cover implementation examples that have enabled ea...
In his session at @ThingsExpo, Kausik Sridharabalan, founder and CTO of Pulzze Systems, Inc., will focus on key challenges in building an Internet of Things solution infrastructure. He will shed light on efficient ways of defining interactions within IoT solutions, leading to cost and time reduction. He will also introduce ways to handle data and how one can develop IoT solutions that are lean, flexible and configurable, thus making IoT infrastructure agile and scalable.
SYS-CON Events announced today that China Unicom will exhibit at the 19th International Cloud Expo, which will take place on November 1–3, 2016, at the Santa Clara Convention Center in Santa Clara, CA.
China United Network Communications Group Co. Ltd ("China Unicom") was officially established in 2009 on the basis of the merger of former China Netcom and former China Unicom.
China Unicom mainly operates a full range of telecommunications services including mobile broadband (GSM, WCDMA, LTE F...
If you’re responsible for an application that depends on the data or functionality of various IoT endpoints – either sensors or devices – your brand reputation depends on the security, reliability, and compliance of its many integrated parts. If your application fails to deliver the expected business results, your customers and partners won't care if that failure stems from the code you developed or from a component that you integrated. What can you do to ensure that the endpoints work as expect...
SYS-CON Events announced today that Numerex Corp, a leading provider of managed enterprise solutions enabling the Internet of Things (IoT), will exhibit at the 19th International Cloud Expo | @ThingsExpo, which will take place on November 1–3, 2016, at the Santa Clara Convention Center in Santa Clara, CA.
Numerex Corp. (NASDAQ:NMRX) is a leading provider of managed enterprise solutions enabling the Internet of Things (IoT). The Company's solutions produce new revenue streams or create operating...
The Internet of Things can drive efficiency for airlines and airports.
In their session at @ThingsExpo, Shyam Varan Nath, Principal Architect with GE, and Sudip Majumder, senior director of development at Oracle, will discuss the technical details of the connected airline baggage and related social media solutions. These IoT applications will enhance travelers' journey experience and drive efficiency for the airlines and the airports.
The session will include a working demo and a technical d...
Why do your mobile transformations need to happen today? Mobile is the strategy that enterprise transformation centers on to drive customer engagement.
In his general session at @ThingsExpo, Roger Woods, Director, Mobile Product & Strategy – Adobe Marketing Cloud, covered key IoT and mobile trends that are forcing mobile transformation, key components of a solid mobile strategy and explored how brands are effectively driving mobile change throughout the enterprise.
Although it has gained significant traction in the consumer space, IoT is still in the early stages of adoption in enterprises environments. However, many companies are working on initiatives like Industry 4.0 that includes IoT as one of the key disruptive technologies expected to reshape businesses of tomorrow. The key challenges will be availability, robustness and reliability of networks that connect devices in a business environment. Software Defined Wide Area Network (SD-WAN) is expected to...
As cloud adoption continues to transform business, today’s global enterprises are challenged with managing a growing amount of information living outside of the data center. The rapid adoption of IoT and increasingly mobile workforce are exacerbating the problem. Ensuring secure data sharing and efficient backup poses capacity and bandwidth considerations as well as policy and regulatory compliance issues.
Developing software for the Internet of Things (IoT) comes with its own set of challenges. Security, privacy, and unified standards are a few key issues. In addition, each IoT product is comprised of (at least) three separate application components: the software embedded in the device, the back-end service, and the mobile application for the end user’s controls. Each component is developed by a different team, using different technologies and practices, and deployed to a different stack/target –...
IoT is fundamentally transforming the auto industry, turning the vehicle into a hub for connected services, including safety, infotainment and usage-based insurance. Auto manufacturers – and businesses across all verticals – have built an entire ecosystem around the Connected Car, creating new customer touch points and revenue streams.
In his session at @ThingsExpo, Macario Namie, Head of IoT Strategy at Cisco Jasper, will share real-world examples of how IoT transforms the car from a static p...
SYS-CON Events announced today that Pulzze Systems will exhibit at the 19th International Cloud Expo, which will take place on November 1–3, 2016, at the Santa Clara Convention Center in Santa Clara, CA.
Pulzze Systems, Inc. provides infrastructure products for the Internet of Things to enable any connected device and system to carry out matched operations without programming.
For more information, visit http://www.pulzzesystems.com.
I suppose I should explain. As many of you who have read my articles and posts the last few years already know, medical devices in the Internet of Things is topic that is near and dear to my heart. Literally. For over 10 years, I have had a pacemaker (see my piece The Internet of Everything – It’s All About the ecosystem). But until last week, I was not a ‘thing’ on the internet.
Given the age of my pacemaker, I actually have to go in to the doctor’s office for them to read information off of it. Last week, my cardiologist placed an insertable cardiac monitor (ICM) under my skin to monitor m...
Today is another exciting day as an Evangelist to a Big Data company, because I love me some data and I love making it accessible to everyone. I got it in my head that I wanted to take my other “how to”, start to finish, make it easy for everyone approach to analytics, and build something that would do the same for people interested in IoT. So I went ahead and started on my IoT journey today in the way I figured it was best. I bought a bunch of sensors and components and a Raspberry Pi (R-Pi) 3, yes I am turning into a hipster nerd. I had asked around to some folks I knew were doing cool R-Pi ...
The age of digital disruption is upon us, as the last decade alone has proven in terms of technology and disruption with the progression of organizations like Uber, Airbnb, and Netflix. We are also on the brink of new disruptions in industry, including banking or payments, insurance, healthcare, construction, packaging, and many more. These not only come from startups disrupting a sector, but companies being able to shift from their existing focus areas to build on new opportunities. They’re driven internally or by creating a new spinoff company into additional areas.
This is a short blog with a harsh message for Big Data vendors.
Camera fades in to Pastor Schmarzo heading to the pulpit…
What does the future hold for today’s big data vendors? Hundreds of startups are rushing into the big data market to stake their claim to a market that IDC predicts will reach $187 billion by 2019. Dang, that’s a big market, especially considering that the Global Business Intelligence market will only reach a trifling $20.8 billion by 2018 or the long-running ERP applications market is expected to reach a trivial $84.1 billion by 2020. Yes, the big data market opportu...
As good Venn diagrams always show it's the intersection areas that offer the sweet spot for trends and markets, and an especially potent one is the intersection of Cloud computing, with the blockchain and also digital identity, particularly when considered within contexts such as Digital Democracy.
Given the diversity of each field alone there are multiple perspectives to this, more the start of a conversation rather than a definitive design.
Part 3 of my IoT series is finally here, and it's like Christmas in more ways than one! I have decided to move to video for my updates for the series, and the first video entry is ready. We will be looking at the kit I purchased to build my IoT rig at home, and show you the parts you need to get started on yours if you are interested. Enjoy the video!
Smart Cities are here to stay, but for their promise to be delivered, the data they produce must not be put in new siloes.
In his session at @ThingsExpo, Mathias Herberts, Co-founder and CTO of Cityzen Data, will deep dive into best practices that will ensure a successful smart city journey.
For enterprises disrupting the marketplace, technology is the key enabler that is helping them create new business models and processes. Open source software has played an enabler role in developing these new scalable and high-performing systems. From the digital transformation perspective, following four levers play an important role.
This is an unusual blog for me. Usually I talk about how organizations can more effectively leverage data and analytics to power their business. However, as I conduct more Big Data Vision Workshops, I have come to realize that a big part of the success of these engagements is the ability to “listen and comprehend.”
Here are some observations and tips for “listening and comprehending” more effectively. I’ve classified this as “facilitation” because I seek to “facilitate” a dialogue with the client where I can learn enough about the client’s business to help them build the right Big Data busine...
The development of your app isn’t something that happens overnight, but rather it is something that takes place over time and through multiple iterations. While you may have developed the framework for your app already, improving engagement and innovating to provide a better user experience is a completely different process. There are plenty of ways that you can improve user engagement, but these five strategies will help you improve your app while also reducing the risk that your “innovative” updates actually decrease user engagement.
Privileged Identity Management (PIM) is the lowest common denominator in today’s most treacherous corporate and governmental security breaches. Or more accurately: Privilege Mismanagement. Sony, Target, Anthem, JP Morgan Chase, the city of San Francisco and many others succumbed to the reality that the identity of a single super-user account can be subverted for the purposes of manipulating sensitive organizational data, correspondence, commercial goods and intellectual property.
Today we can collect lots and lots of performance data. We build beautiful dashboards and even have fancy query languages to access and transform the data. Still performance data is a secret language only a couple of people understand. The more business becomes digital the more stakeholders are interested in this data including how it relates to business. Some of these people have never used a monitoring tool before. They have a question on their mind like “How is my application doing” but no idea how to get a proper answer.
As IoT technologies attempt to live up to their promises to solve real-world problems and deliver consistent value for companies, there is still confusion among businesses on how to collect, store, and analyze a massive amount of IoT data generated from Internet-connected devices, both from industry and consumers, and unlock its value. Many businesses that are looking to collect and analyze IoT data are still unacquainted with the benefits and capabilities the IoT analytics technology offers, or struggle with how to analyze the data to continuously benefit their business in different ways such...

























