Leveraging machine learning models for predictive maintenance of network services

Leveraging machine learning models for predictive maintenance of network services

Leveraging machine learning models As per lightreading's service assurance and analytics research study conducted with 100+ network operators and service providers, nearly 40% reported that issues around service assurance as a massive challenge. Service assurance is a big focus area for all the digital service
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Kayla Matthews

40% of Organizations Are Leaving Office 365 Data Vulnerable

Office 365 Data Vulnerable Microsoft Office 365 is a popular platform for individuals and organizations alike. But, recent research shows many organizations are apparently too dependent on Office 365 by using it as a backup service. More specifically, a study polling more than 1,000 IT
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Containers as a Service – The Ins and Outs

Containers as a Service

Containers as a Service (CaaS), not to be confused with Content as a Service (CaaS), Communication as a Service (CaaS), or Cloud as a Service (CaaS), is a form of container-based virtualization wherein container engines and the core compute resources are delivered to users as a service from a cloud provider. Containers as a Service allows users to upload, organize, scale, run, manage, and stop containers through a provider’s API calls or web portal interface, and as with most cloud service providers, they pay only for the resources they use (load balancing, compute instances, scheduling capabilities, etc.).

Goodbye, SaaS?

Falling somewhere in between Infrastructure as a Service (IaaS) and Platform as a Service (PaaS), Containers as a Service is typically positioned as a subset of IaaS, and some industry specialists believe it signals the end of Software as a Service (SaaS). One drawback of SaaS is the contracts negotiated early on which are predictably multi-year and user count based, oftentimes negating the ‘pay as you use’ benefit of SaaS. Further muddying the finance waters, SaaS expenses are accounted as operating expenses, affecting EBITDA, while on-premise software is considered a capital expense. Another difficulty enterprises are facing with SaaS is that they often find themselves with restricted access to their own data as vendors meter access based on user counts and API purchases, forcing companies to pay for scaled access to their data.

Docker Containers

The new generation of Docker-powered containers are easy to learn, and with the ability to separate an application, microservices, and their configuration from the principal Linux operating system, Docker containers are very appealing. Three of the major could providers, Amazon, Google, and Microsoft provide Constrainers as a Service allowing any Docker container to run on their platforms, and Docker Inc. recently released Docker Datacenter, a subscription-based platform and support service enabling companies to run Docker-based Containers as a Service for building, deploying, and managing containerized applications and infrastructure.

Could a CaaS Evolution Mend SaaS?

With a little innovation, Containers as a Service could evolve into Containers as a Service for Independent Software Vendors, offering a world wherein organizations rent applications or purchase software and then run it either in the public or private cloud, as best suits their needs. While software would automatically be maintained by vendors, companies would control their data, as well as vendor access. This new model could ensure software customers have the best of both SaaS and on-premise solutions including complete visibility, full data ownership, tightly controlled security, and flexibility. Already a few startups including Sapho, tray.io, Replicated, and Infradash are offering their own innovative angles.

Notes analyst Janakiram MSV, “Containers as a Service is becoming the new Platform as a Service. With the interest in containers and microservices skyrocketing among developers, cloud providers are capitalizing on the opportunity through hosted container management services.” Thanks to programs such as the Open Container Initiative, an industry trend towards conforming to container standards is developing, suggesting future users will have access to the greatest choice and flexibility to best suit their needs.

By Jennifer Klostermann

Jennifer Klostermann

Jennifer Klostermann is an experienced writer with a Bachelor of Arts degree majoring in writing and performance arts. She has studied further in both the design and mechanical engineering fields, and worked in a variety of areas including market research, business and IT management, and engineering. An avid technophile, Jen is intrigued by all the latest innovations and trending advances, and is happiest immersed in technology.

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