Bringing the Power of Automation to DevOps with Artificial Intelligence and ML

  • Artificial intelligence and ML can help us take DevOps to the next level through identifying problems more quickly and further automating our processes.

  • The automation wave has overtaken IT departments everywhere making DevOps a critical piece of infrastructure technology.

  • This automation frees up valuable IT resources to focus on innovative solutions, Here are three areas where AI and machine learning are advancing DevOps.


The automation wave has overtaken IT departments everywhere making DevOps a critical piece of infrastructure technology. DevOps breeds efficiency through automating software delivery and allowing companies to push software to market faster while releasing a more reliable product. What is next for DevOps? We need to look no further than artificial intelligence and machine learning.Most organizations quickly realize the promise of AI and machine learning, but often fail to understand how they can properly harness them to improve their systems. That isn’t the case with DevOps. DevOps has some natural deficiencies that are difficult to solve without the computing power of machine learning and artificial intelligence.


They are key to advancing your digital transformation. Here are three areas where AI and machine learning are advancing DevOps. As our technology stack grows, the complexity of our systems become increasingly magnified. Consider a distributed application architecture where IoT devices are contacting microservices running on a Kubernetes cluster. There are numerous potential points of failure, and data points are continuously logging every transaction. Sifting through massive data stores to pinpoint the root cause of an issue can be extremely time intensive for the team. Humans weren’t built for this kind of work. This is where artificial intelligence and machine learning thrive. With machine learning, we can build models to analyze patterns hidden within these mountains of data.



Read more: INFRASTRUCTURE AS CODE VS. PLATFORM AS CODE

It can recognize abnormalities, identify the underlying cause and provide suggestions for potential optimization. Through this predictive analysis, machine learning can not only help us identify problems eroding our systems.

~ DevOps


It can recognize abnormalities, identify the underlying cause and provide suggestions for potential optimization. Through this predictive analysis, machine learning can not only help us identify problems eroding our systems, but also trap issues before they become problems. By performing early prediction and notification, we can address concerns as they step their way through the development pipeline, so few ever reach production. AI and machine learning can analyze usage data and security threats to help us optimize our applications. It can inspect user behavior to identify what application modules and functions are doing the heaviest lifting so we can focus our efforts on improving the user experience in these areas. We can also compare current releases to previous ones to be alerted to subtle performance degradations.

Vendors are actively creating impressive tools to integrate with DevOps processes, Some IT departments are hoisting this responsibility on themselves, creating custom AI solutions tailored specifically to their business needs. .


By continuously evaluating user behavior, AI can help us keep user experience at the forefront of our release planning. In tracking security threats with AI, we can readily see where hackers are trying to breach our systems so we can fortify our defenses. If a denial-of-service attack is directed at the organization, we can have a decision engine kick in to minimize the impact on the business. Rogue hackers aren’t the only threat AI can help reign in. It can churn through data in real time to spot fraudulent activity tied to unusual data patterns. There are no moral victories discovering $100,000 has been lost when an employee has been sypho DevOps brings automation and consistency to our release process. Try as it might, there are still areas that require a person to manage the process. With AI, we can continue to automate tedious, mundane tasks that are rife for human error. This automation frees up valuable IT resources to focus on innovative solutions.ning it off over the past year.


Not only can we let AI automate our DevOps process, we can also take it a step further to self-heal problems without human intervention. Not ready to let the computers manage themselves? AI can recommend solutions for writing more efficient and performant code. It can even prioritize the anticipated impact of a change so the development team has direction when sizing up what should be addressed next. Some may say, we are essentially talking about AIOps. To a degree, this is true. Yet, the argument can be made that clear boundaries don’t exist marking where DevOps ends and AIOps begins. The overlap between the two can be significant, and AIOps is quickly becoming an indispensable part of the toolkit for DevOps practitioners. This isn’t Star Trek. We aren’t pondering about the technology of tomorrow. We can implement artificial intelligence and machine learning into our DevOps environment today. Vendors are actively creating impressive tools to integrate with DevOps processes. Some IT departments are hoisting this responsibility on themselves, creating custom AI solutions tailored specifically to their business needs.


Read more: COMPARING SIX LEADING CONVERGED INFRASTRUCTURE VENDORS' PRODUCT

Spotlight

Spotlight

Related News

Application Infrastructure

dxFeed Launches Market Data IaaS Project for Tradu, Assumes Infrastructure and Data Provision Responsibilities

PR Newswire | January 25, 2024

dxFeed, a global leader in data solutions and index management for the financial industry, announces the launch of an Infrastructure as a Service (IaaS) project for Tradu, an advanced multi-asset trading platform catering to active traders and investors. In this venture, dxFeed manages the crucial aspects of infrastructure and data provision for Tradu. As an award-winning IaaS provider (the Best Infrastructure Provider by the Sell-Side Technology Awards 2023), dxFeed is poised to address all technical challenges related to market data delivery to hundreds of thousands of end users, allowing Tradu to focus on its core business objectives. Users worldwide can seamlessly connect to Tradu's platform, receiving authorization tokens for access to high-quality market data from the EU, US, Hong Kong, and Australian Exchanges. This approach eliminates the complexities and bottlenecks associated with building, maintaining, and scaling the infrastructure required for such extensive global data access. dxFeed's scalable low latency infrastructure ensures the delivery of consolidated and top-notch market data from diverse sources to the clients located in Asia, Americas and Europe. With the ability to rapidly reconfigure and accommodate the growing performance demands, dxFeed is equipped to serve hundreds of thousands of concurrent clients, with the potential to scale the solution even further in order to meet the constantly growing demand, at the same time providing a seamless and reliable experience. One of the highlights of this collaboration is the introduction of brand-new data feed services exclusively for Tradu's Stocks platform. This proprietary solution enhances Tradu's offerings and demonstrates dxFeed's commitment to delivering tailored and innovative solutions. Tradu also benefits from dxFeed's Stocks Radar—a comprehensive technical and fundamental market analysis solution. This Software as a Service (SaaS) seamlessly integrates with infrastructure, offering added value to traders and investors by simplifying complex analytical tasks. Moreover, Tradu leverages the advantages of dxFeed's composite feed (the winner at The Technical Analyst Awards). This accolade reinforces dxFeed's commitment to delivering excellence in data provision, further solidifying Tradu's position as a global leader in online foreign exchange. "When we were thinking of our new sophisticated multi-asset trading platform for the active trader and investors we met with the necessity of expanding instrument and user numbers. We realized we needed a highly competent, professional team to deploy the infrastructure, taking into account the peculiarities of our processes and services," said Brendan Callan, CEO of Tradu. "On the one hand, it allows our clients to receive quality consolidating data from multiple sources. On the other hand, as a leading global provider of online foreign exchange, we can dispose of dxFeed's geo-scalable infrastructure and perform rapid reconfiguration to meet growing performance demands to provide data to hundreds of thousands of our clients around the globe." "The range of businesses finding the Market Data IaaS (Infrastructure as a Service) model appealing continues to expand. This approach is gaining traction among various enterprises, from agile startups seeking rapid development to established, prominent brands acknowledging the strategic benefits of delegating market data infrastructure to specialized firms," said Oleg Solodukhin, CEO of dxFeed. By taking on the responsibilities of infrastructure and data provision, dxFeed empowers Tradu to focus on innovation and client satisfaction, setting the stage for a transformative journey in the dynamic world of financial trading. About dxFeed dxFeed is a leading market data and services provider and calculation agent for the capital markets industry. According to the WatersTechnology 2022 IMD & IRD awards honors, it's the "Most Innovative Market Data Project." dxFeed focuses primarily on delivering financial information and services to buy- and sell-side institutions in global markets, both traditional and crypto. That includes brokerages, prop traders, exchanges, individuals (traders, quants, and portfolio managers), and academia (educational institutions and researchers). Follow us on Twitter, Facebook, and LinkedIn. Contact dxFeed: pr@dxfeed.com About Tradu Tradu is headquartered in London with offices around the world. The global Tradu team speaks more than two dozen languages and prides itself on its responsive and helpful client support. Stratos also operates FXCM, an FX and CFD platform founded in 1999. Stratos will continue to offer FXCM services alongside Tradu's multi-asset platform.

Read More

Application Infrastructure

Legrand Acquires Data Center, Branch, and Edge Management Infrastructure Market Leader ZPE Systems, Inc.

Legrand | January 15, 2024

Legrand, a global specialist in electrical and digital building infrastructures, including data center solutions, has announced its acquisition is complete of ZPE Systems, Inc., a Fremont, California-based company that offers critical solutions and services to deliver resilience and security for customers' business critical infrastructure. This includes serial console servers, sensors, and services routers that enable remote access and management of network IT equipment from data centers to the edge. The acquisition brings together ZPE's secure and open management infrastructure and services delivery platform for data center, branch, and edge environments to Legrand's comprehensive data center solutions of overhead busway, custom cabinets, intelligent PDUs, KVM switches, and advanced fiber solutions. ZPE Systems will become a business unit of Legrand's Data, Power, and Control (DPC) Division. Arnaldo Zimmermann will continue to serve as Vice President and General Manager of ZPE Systems, reporting to Brian DiBella, President of Legrand's DPC Division. "ZPE Systems leads the fast growing and profitable data center and edge management infrastructure market. This acquisition allows Legrand to enter a promising new segment whose strong growth is expected to accelerate further with the development of artificial intelligence and associated needs," said John Selldorff, President and CEO, Legrand, North and Central America. "Edge computing, AI and operational technology will require more complex data centers and edge infrastructure with intelligent IT needs to be built in disparate remote geographies. This makes remote management and operation a critical requirement. ZPE Systems is well positioned to address this need through high performance automation infrastructure solutions, which are complementary to our current data center offerings." "By joining forces with Legrand, ZPE Systems is advancing our leadership position in management infrastructure and propelling our technology and solutions to further support existing and new market opportunities," said Zimmermann. About Legrand and Legrand, North and Central America Legrand is the global specialist in electrical and digital building infrastructures. Its comprehensive offering of solutions for commercial, industrial, and residential markets makes it a benchmark for customers worldwide. The Group harnesses technological and societal trends with lasting impacts on buildings with the purpose of improving lives by transforming the spaces where people live, work, and meet with electrical, digital infrastructures and connected solutions that are simple, innovative, and sustainable. Drawing on an approach that involves all teams and stakeholders, Legrand is pursuing its strategy of profitable and responsible growth driven by acquisitions and innovation, with a steady flow of new offerings—including products with enhanced value in use (faster expanding segments: data centers, connected offerings and energy efficiency programs). Legrand reported sales of €8.0 billion in 2022. The company is listed on Euronext Paris and is notably a component stock of the CAC 40 and CAC 40 ESG indexes.

Read More

Application Infrastructure

Flip Electronics and Ampleon Enter into an Exclusive Partnership to Provide a Continued Authorized Source of Legacy Ampleon Components

PR Newswire | January 09, 2024

Flip Electronics and Ampleon have joined forces to extend the supply of Ampleon's LDMOS portfolio of high-performance RF transistors to customers worldwide. Flip Electronics, the fastest growing authorized distributor of electronic components, provides supply chain solutions for extended manufacturing of legacy OEM-authorized electronic components. Ampleon is a global leader in RF power devices. The Ampleon LDMOS portfolio offers solutions for industrial, scientific, medical, broadcast, navigation and safety radio applications, along with applications for 4G LTE and 5G NR infrastructures. "We chose to transfer Ampleon's LDMOS portfolio to Flip Electronics because they have been very successful in extending the lifecycle of semiconductors through inventory acquisition, wafer procurement and licensing IP from original manufacturers. Flip Electronics' ability to continue manufacturing our legacy parts was a paramount asset. We are very confident in Flip's commitment to ensuring our clients have long-term access to Ampleon legacy products," said Vincent Gerritsma, CEO of Ampleon. "Flip is always looking for new ways to make a difference for our suppliers and customers. This strategic agreement is a perfect example. Ampleon is an outstanding brand within the RF power industry. Adding a premier RF supplier to our expanding portfolio of who's who in the semiconductor industry broadens our ability to support the long-term needs of our mutual customers. Uninterrupted manufacturing of Ampleon's portfolio will enable us to support customers for the next 20+ years. Our customers can also be assured that the products will be certified and guaranteed by Flip Electronics and 100% authorized by the original manufacturer, Ampleon," said Jason Murphy, CEO of Flip Electronics. About Flip Electronics Based in Alpharetta, Georgia, since 2015, Flip Electronics is an authorized electronic components distributor and extended life manufacturer that works closely with the world's leading original equipment manufacturers (OEMs) and contract manufacturers to create supply chain solutions for customers impacted by industry shortages and product obsolescence. Flip leverages its supplier relationships and supply chain expertise to help customers reliably, efficiently and cost-effectively source authorized components that extend their products' lifecycles. About Ampleon Created in 2015 and headquartered in the Netherlands, Ampleon is shaped by nearly 60 years of RF Power leadership. The company envisions to advance society through innovative RF solutions based on GaN and LDMOS technologies. Ampleon is dedicated to being the partner of choice by delivering high-quality, high-performance RF products with its world-class talent. The portfolio offers flexibility in scaling design and production for any volume and addresses applications for 4G LTE, 5G NR infrastructure, industrial, scientific, medical, broadcast, navigation and safety radio applications. Proven reliability, secure supply and excellent product consistency enable highest manufacturing yields for customers who benefit from Ampleon being a one-stop-partner for RF Power solutions.

Read More