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

DevOps | June 04, 2020

  • 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

Making the decision to use an electronic signature tool is a big step on the way to building an efficient agreement system. But not all e-signature providers are the same. Before you make that step, you want to make sure that you’re lined up in the right direction. Agreements don’t start or end when someone signs on the dotted d

Spotlight

Making the decision to use an electronic signature tool is a big step on the way to building an efficient agreement system. But not all e-signature providers are the same. Before you make that step, you want to make sure that you’re lined up in the right direction. Agreements don’t start or end when someone signs on the dotted d

Related News

Windows Systems and Network, Storage Management

SourceCode™ Expands Global AI Presence with Acquisition of Boston Limited

prnewswire | June 27, 2023

SourceCode, a pioneer of co-designed, custom, certified IT systems for next generation AI infrastructure spanning the cloud, datacenter and edge, today announced that it has agreed to acquire UK-EU-based Boston Limited, a leading provider of high-performance server and storage solutions for the significant growth in business around data, media, and AI as well as traditional IT workloads. SourceCode is a portfolio company of Cerberus Capital Management, L.P. ("Cerberus"), a global leader in alternative investing. The transaction is expected to close on June 30, 2023. With a combined presence across four continents, the synergistic addition of Boston Limited will create a global powerhouse able to serve local and global customers with a rich set of device-to-datacenter-to-cloud offerings. Arthur Ataie, SourceCode CEO, said: "As the world moves towards intelligent infrastructure, the modern enterprise with its burgeoning specialized workloads demands a new approach to IT solutions. The addition of Boston Limited, further enables us to address the industry's need for a new class of technology partner, one that delivers customer-first, engineering-led, best-in-class solutions — from intelligent edge devices to data centers and the cloud." With an increase in size, scope, and strength, SourceCode is also strengthening its collaboration with its long-term trusted partners in the semiconductor, original device manufacturers (ODM), and software industries. This will allow SourceCode to better serve the needs of its clients—with a broader product portfolio, stronger supply chain, and worldwide reach. "I am very happy to see two of our oldest friends join hands to make a bigger group that can leverage the systems we design and manufacture at Supermicro. Our facilities are well known to both SourceCode and Boston and I feel this is a strong move that will provide benefits to all of us and the industry," commented Charles Liang, Founder and CEO of Super Micro Computer Inc. Boston Limited original founders, Manoj Nayee and Dev Tyagi, will continue in the combined company. "It seems like a homecoming!" said Manoj Nayee, Managing Director and co-founder of Boston Limited. "Boston and SourceCode were both founded in 1992 and share a proud heritage, a customer-first culture, and excellent reputation with leading organizations across four continents. As we serve more global customers with a richer set of customized solutions, the time is right to join forces with SourceCode. We are entering this next phase with a clear strategy, unrelenting support, and long-term commitment to work towards accelerated growth with the executive teams at SourceCode and Cerberus Capital Management." SourceCode will accelerate its already substantial focus on delivering co-designed and customized computing solutions for emerging needs such as generative artificial intelligence, intelligent edge compute, and high-performance computing, offering solutions for edge devices to datacenter and large-scale systems. Michael Sanford, Global Head of Private Equity at Cerberus, added: "SourceCode is a key player in enabling critically important technology infrastructures, which is an area of focus for Cerberus. This combination creates a global leader serving partners across industry verticals and governmental organizations." Cerberus acquired SourceCode in 2021. About SourceCode Founded in 1992, SourceCode is a global provider of co-designed, custom, certified IT systems for next generation intelligent infrastructure. The company's edge devices, desktop, servers, storage, clusters, and reference architectures are available via its industry-leading ecommerce platform as well as its customer-centered engineering-led engagement model.

Read More

Application Infrastructure, Data Storage

Aqua Comms Announces its AEC-3 Trans-Atlantic Subsea Cable System is Now Live Leveraging CoreSite IT Infrastructure

Business Wire | August 28, 2023

CoreSite, a leading hybrid IT solutions provider and subsidiary of American Tower Corporation (NYSE: AMT) (“American Tower”), today announced Aqua Comms, a leading provider of global subsea connectivity services, has activated its Amitié (AEC-3) transatlantic subsea cable system leveraging native colocation and connectivity services at the CoreSite Boston data center campus (BO1). AEC-3 is the first modern subsea cable system to directly connect Boston to Europe. CoreSite’s BO1 facility, which is strategically located in Boston’s central business district, serves as an integral part of the IT infrastructure that powers AEC-3 to deliver reliable, low-latency, diverse capacity and the latest technology to Aqua Comm customers. AEC-3 is the third high-capacity system added to Aqua Comms’ transatlantic footprint and offers enhanced diversity in both the United States and Europe. CoreSite’s Boston location is a keycomponent in the trans-Atlantic system with landings in Lynn, Massachusetts and Widemouth Bay, England. The design of the system brings all users additional connectivity options in the United States and the United Kingdom. Built by Alcatel Submarine Network, the 6,783 km (4,215 miles) trans-Atlantic system has 16 fiber pairs and 400 Tbps current design capacity. As one of the most interconnected buildings in New England, CoreSite’s BO1 data center provides Aqua Comms access to leading network, cloud and IT providers. Aqua Comm’s deployment in BO1 includes a secure colocation environment as well as diverse connectivity options through the robust CoreSite ecosystem. The CoreSite Boston facility offers Aqua Comms 100% SLA uptime, options to grow its data center footprint and the power capabilities needed for the effective operation of the trans-Atlantic system. “CoreSite values our partnership with Aqua Comms and the critical role our IT infrastructure plays in helping their organization deliver global subsea connectivity services as well as improving transmission capacity in North America and Europe,” said Juan Font, President and CEO of CoreSite and SVP of U.S. Tower. “As demand for reliable, diverse and secure connectivity continues to rise, purpose-built data centers like CoreSite’s Boston facility will serve as the central digital platform where cloud and network providers along with enterprises meet to conduct business and provide optimal customer solutions.” Now that AEC-3 is live, Boston has a direct connection all the way to London. AEC-3 also enables Aqua Comms to deliver improved reliability in terms of protected capacity on multiple diverse routes. About CoreSite CoreSite, an American Tower company (NYSE: AMT), provides hybrid IT solutions that empower enterprises, cloud, network, and IT service providers to monetize and future-proof their digital business. Our highly interconnected data center campuses offer a native digital supply chain featuring direct cloud onramps to enable our customers to build customized hybrid IT infrastructure and accelerate digital transformation. For more than 20 years, CoreSite’s team of technical experts has partnered with customers to optimize operations, elevate customer experience, dynamically scale, and leverage data to gain competitive edge.

Read More

Hyper-Converged Infrastructure

Cadence to Acquire Rambus PHY IP Assets

businesswire | July 21, 2023

Cadence Design Systems, Inc. (Nasdaq: CDNS) and Rambus Inc. (Nasdaq: RMBS), a premier chip and silicon IP provider making data faster and safer, today announced that they have entered into a definitive agreement for Cadence to acquire the Rambus SerDes and memory interface PHY IP business. Rambus will retain its digital IP business, including memory and interface controllers and security IP. The expected technology asset purchase also brings Cadence proven and experienced PHY engineering teams in the United States, India and Canada, further expanding Cadence’s domain-rich talent base. “Memory and SerDes IP design and integration continues to be integral to the design of AI, data center and hyperscale applications, CPU architectures and networking devices, and the addition of the Rambus IP and seasoned team further accelerates Cadence’s Intelligent System Design strategy, which drives design excellence,” said Boyd Phelps, senior vice president and general manager of the IP Group at Cadence. “The acquisition of the Rambus PHY IP broadens Cadence’s well-established enterprise IP portfolio and expands its reach across geographies and vertical markets, such as the aerospace and defense market, providing complete subsystem solutions that meet the demands of our worldwide customers.” “The accelerating momentum of AI and continued growth in the data center is driving ever-increasing demand for memory and security,” said Sean Fan, senior vice president and chief operating officer at Rambus. “With this transaction, we will increase our focus on market-leading digital IP and chips and expand our roadmap of novel memory solutions to support the continued evolution of the data center and AI.” The transaction is expected to be immaterial to revenue and earnings this year for each company. It is expected to close in the third calendar quarter of 2023, subject to certain closing conditions. About Cadence Cadence is a pivotal leader in electronic systems design, building upon more than 30 years of computational software expertise. The company applies its underlying Intelligent System Design™ strategy to deliver software, hardware and IP that turn design concepts into reality. Cadence® customers are the world’s most innovative companies, delivering extraordinary products from chips to boards to complete systems for the most dynamic market applications, including hyperscale computing, 5G communications, automotive, mobile, aerospace, consumer, industrial and healthcare. For nine years in a row, Fortune magazine has named Cadence one of the 100 Best Companies to Work For. Learn more at www.cadence.com. About Rambus Rambus is a provider of industry-leading chips and silicon IP making data faster and safer. With over 30 years of advanced semiconductor experience, we are a pioneer in high-performance memory subsystems that solve the bottleneck between memory and processing for data-intensive systems. Whether in the cloud, at the edge or in your hand, real-time and immersive applications depend on data throughput and integrity. Rambus products and innovations deliver the increased bandwidth, capacity and security required to meet the world’s data needs and drive ever-greater end-user experiences. For more information, visit rambus.com.

Read More