Systems automation and orchestration
Get expert guidance and practitioner-written tutorials to improve your organization's automation and orchestration processes, offering advice for beginners and pros alike.
Top Stories
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Feature
20 Dec 2024
Platform teams draw on DataOps, MLOps to support GenAI
GenAI calls for more rigorous data discipline than previous forms of analytics, but there are lessons platform teams can learn from existing approaches. Continue Reading
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News
18 Dec 2024
AWS, Red Hat hybrid cloud wares court VMware converts
Broadcom has softened some of its stances on VMware licensing and public cloud, but competitors stay poised to pounce on customers looking to defect. Continue Reading
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News
02 May 2023
Citing data privacy, GitLab syncs with Google generative AI
GitLab's deal with Google lets it keep sensitive customer data in the GitLab cloud while training models, amid enterprise concerns about generative AI licensing and security risks. Continue Reading
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Opinion
01 May 2023
How advances in GPT-4 could revolutionize app development
Although public attention has recently centered on ChatGPT, the underlying GPT-3 and GPT-4 models could be even more transformative, particularly for application developers. Continue Reading
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Feature
26 Apr 2023
How ChatGPT can assist with network management
Network professionals can use ChatGPT as a tool to automate mundane processes, write code, design networks and perform other tasks related to network management. Continue Reading
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News
20 Apr 2023
Sidecarless eBPF service mesh sparks debate
As cloud-native service meshes expand beyond Kubernetes, open source community members raise concerns about the security and suitability of eBPF in sidecarless architectures. Continue Reading
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News
19 Apr 2023
Atlassian demos ChatGPT tie-ins for Confluence, Jira Cloud
Atlassian teased early previews of cloud platform AI that supports natural language queries and automated links between Jira, Confluence and third-party products. Continue Reading
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News
19 Apr 2023
Server-side Wasm boosts K8s bonds, devx ahead of key update
Early adopters await a WASI update this year before server-side Wasm can be ready for wider production use. For now, PaaS vendors have begun to bridge some of the gaps. Continue Reading
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Definition
18 Apr 2023
open core model (open core software)
The open core model is an approach to software development that combines attributes of both the open source and closed source models. Continue Reading
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Tip
17 Apr 2023
Evaluate the GitOps model for your organization
For some organizations, GitOps leads to faster, higher-quality software delivery -- but for others, DevOps or NetOps is a better fit. Learn what factors your team should consider. Continue Reading
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Definition
14 Apr 2023
mutation testing
Mutation testing, also known as code mutation testing, is a form of white box testing in which testers change specific components of an application's source code to ensure a software test suite can detect the changes. Continue Reading
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News
13 Apr 2023
ChatGPT craze hits infrastructure as code
From GitHub's Copilot to a purpose-built product from Pulumi, generative AI is emerging for infrastructure as code, with the same potential benefits and risks it presents for apps. Continue Reading
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Tip
12 Apr 2023
Manage complex IT environments with AIOps and observability
As IT environments grow in complexity, AIOps and observability tools can provide valuable insights and identify problem areas -- but prepare for adoption hurdles along the way. Continue Reading
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Definition
12 Apr 2023
application release automation (ARA)
Application release automation (ARA) is a process that automatically packages and deploys an application, or application updates, through the stages of development to production. Continue Reading
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Definition
10 Apr 2023
organizational unit (OU)
An organizational unit (OU) can refer to different things depending on the context, such as an organizational group within a company that is intended to accomplish a specific business function. Continue Reading
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Tutorial
10 Apr 2023
Automate firewall rules with Terraform and VMware NSX
In this hands-on tutorial, learn how infrastructure-as-code tools such as Terraform can streamline firewall management with automated, standardized configuration of firewall rules. Continue Reading
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Feature
06 Apr 2023
Mainframe modernization to AI apps: USPTO reinvents itself
How the US Patent and Trade Office, founded in 1802, maintained IT resilience while managing systems ranging from mainframes to the cloud, AI and beyond. Continue Reading
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News
03 Apr 2023
Istio service mesh doyen departs Google, touts Ambient Mesh
After 16 years at Google, Istio's co-founder takes over as CTO at Solo.io and goes all in on a project he believes will determine the future of cloud-native networking. Continue Reading
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News
29 Mar 2023
Comcast subsidiary survives March Madness with AIOps
AIOps alert reduction brought order to a chaotic environment at TV advertising specialist FreeWheel just in time for a big test of its resiliency during a wild NCAA tournament. Continue Reading
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Tip
29 Mar 2023
Self-healing networks goals, benefits and how they work
With help from automation and AI, self-healing networks promise to detect, remediate and even predict network problems. But can these systems be trusted? Continue Reading
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Definition
28 Mar 2023
trusted execution environment (TEE)
A trusted execution environment (TEE) is an area on the main processor of a device that is separated from the system's main operating system (OS). Continue Reading
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Tutorial
24 Mar 2023
Build an automated image processing pipeline with AWS tools
In this guide, learn how to automate image processing with AWS Step Functions. Build an image processing pipeline with example code, then explore ways to expand your new workflow. Continue Reading
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Definition
22 Mar 2023
Virtual Machine Disk format (VMDK)
VMware Virtual Machine Disk format (VMDK) is a format specification for virtual machine (VM) disk image files. Continue Reading
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Definition
22 Mar 2023
NoOps (no operations)
NoOps (no operations) is a concept that an IT environment can become so automated and abstracted from the underlying infrastructure that there's no need for a dedicated team to manage software in-house. Continue Reading
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Definition
21 Mar 2023
IT service management (ITSM)
IT service management (ITSM) is a general term that describes a strategic approach to design, deliver, manage and improve the way businesses use IT. Continue Reading
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Definition
21 Mar 2023
management information systems (MIS)
Management information systems (MIS) is a department within an enterprise responsible for controlling the hardware and software systems that the organization uses to make business-critical decisions. Continue Reading
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Tip
17 Mar 2023
PowerShell vs. Bash: Key differences explained
Windows admins have the option to use Bash, a Linux shell, but the command-line tool doesn't stack up one to one with PowerShell for Windows deployments. Continue Reading
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Tip
17 Mar 2023
When to use the Windows command prompt vs. PowerShell
The Windows command prompt and PowerShell can accomplish similar tasks, but how they do so might push users toward one option over the other. Check out these examples to see why. Continue Reading
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News
17 Mar 2023
How ChatGPT and generative AI will affect IT operations
As generative AI programs improve, they raise questions for many engineering disciplines about the future of work -- and IT operations is no exception. Continue Reading
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Definition
16 Mar 2023
IT operations management (ITOM)
IT operations management (ITOM) is a strategic approach to managing an organization's information technology needs. Continue Reading
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Definition
16 Mar 2023
AMD Virtualization (AMD-V)
AMD-V (AMD Virtualization) technology refers to a set of hardware extensions and on-chip features for the AMD family of x86 microprocessors. Continue Reading
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Definition
16 Mar 2023
bare-metal provisioning
Bare-metal provisioning is the process of installing an operating system (OS) or Type 1 hypervisor directly on a computer's hard disk. Continue Reading
- Definition 15 Mar 2023
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Definition
14 Mar 2023
event stream processing (ESP)
Event stream processing (ESP) is a software programming technique designed to process a continuous stream of device data and take action on it in real time. Continue Reading
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Feature
14 Mar 2023
Meeting the challenges of scaling AI with MLOps
As businesses race to capitalize on the promises of AI in the wake of ChatGPT's launch, strategies to move machine learning software from idea to reality are becoming essential. Continue Reading
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Definition
10 Mar 2023
early adopter
An early adopter refers to a person who embraces new technology or tries a new product before most others. Continue Reading
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News
01 Mar 2023
SBOM graph database aims to be cloud security secret sauce
An open source consortium that includes Google plans to release a deployable beta of the GUAC project this month, a possible milestone for cloud-native SBOM. Continue Reading
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Definition
01 Mar 2023
million instructions per second (MIPS)
Million instructions per second (MIPS) is a measure of a processor's speed, providing a standard for representing the number of instructions that a CPU can process in 1 second. Continue Reading
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Definition
28 Feb 2023
job scheduler
A job scheduler is a computer program that enables an enterprise to schedule and, in some cases, monitor computer 'batch' jobs (units of work). Continue Reading
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Definition
22 Feb 2023
STONITH (Shoot The Other Node In The Head)
STONITH (Shoot The Other Node In The Head) is a Linux service for maintaining the integrity of nodes in a high-availability (HA) cluster. Continue Reading
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Tip
22 Feb 2023
The role of IT ops in digital employee experience management
Automated tools for measuring and analyzing employees' digital experience satisfaction can help IT ops predict problems, identify areas for improvement and cut costs. Continue Reading
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Definition
22 Feb 2023
Git
Git is an open source distributed version control system that is available for free under the GNU General Public License version 2. Continue Reading
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Answer
16 Feb 2023
Manage the Windows PATH environment variable with PowerShell
Among many other tasks, IT teams can use PowerShell to manage and edit the PATH environment variable. Walk through these basic steps to access, add and remove system paths. Continue Reading
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Answer
16 Feb 2023
What are hyperautomation use cases for IT operations?
Fully automated NoOps workflows might not be possible, but there's always room to further automate existing processes. An expert explains two hyperautomation use cases for DevOps. Continue Reading
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News
16 Feb 2023
Dynatrace security AI roots out Log4j, sets tone for roadmap
Dynatrace must prove itself beyond application security, but its AI's effectiveness against the Log4j vulnerability has some customers receptive to its product expansion plans. Continue Reading
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News
16 Feb 2023
Dynatrace users make headway with AIOps
Dynatrace's aggressive NoOps vision hasn't come to fruition, but some customers have begun to see real-world results with root-cause analysis and automated rollbacks. Continue Reading
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News
14 Feb 2023
Cribl Search marks fresh observability sortie for upstart
The Splunk nemesis begins new forays onto the turf of incumbent vendors with federated search that doesn't require data migration or indexing -- and big roadmap plans. Continue Reading
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Tutorial
14 Feb 2023
How and why PowerShell Linux commands differ from Windows
PowerShell is a popular tool for IT professionals and a broad range of tasks. But PowerShell on Linux is not quite the same as on Windows. Let's explore the differences. Continue Reading
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Definition
14 Feb 2023
Fedora
Fedora, also known as Fedora Linux, is a popular open source Linux-based operating system (OS). Continue Reading
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News
09 Feb 2023
Kubernetes platforms and the hazy fate of cloud portability
Whatever happened to Kubernetes for cloud portability? Some market research suggests the dream still lives, but platform engineering further complicates matters. Continue Reading
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News
07 Feb 2023
Cisco samples OpenTelemetry-based observability tool blends
Updates set to ship this week and next quarter will unify data collection for Cisco's observability and security tools and catch them up with full-stack competitors. Continue Reading
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Definition
03 Feb 2023
mission-critical application
A mission-critical application is a software program or suite of related programs that must function continuously for a business or business segment to be successful. Continue Reading
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News
24 Jan 2023
IT budgets under pressure spur tool consolidation
As the tech industry suffers layoffs and slowing growth, IT organizations such as Boeing are handing some of their IT vendors pink slips of their own. Continue Reading
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News
19 Jan 2023
Data pipelines feed IT’s observability beast
Amid data growth, cloud complexity and demand for advanced automation, the data pipelines developed to satisfy the appetites of AI apps also serve observability tools. Continue Reading
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Definition
12 Jan 2023
compliance automation
Compliance automation, also known as automated compliance, is the practice of using technology -- such as applications with artificial intelligence features -- to perform and simplify compliance procedures. Continue Reading
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Definition
12 Jan 2023
YAML (YAML Ain't Markup Language)
YAML (YAML Ain't Markup Language) is a data serialization language used as the input format for diverse software applications. Continue Reading
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Tip
12 Jan 2023
Testing infrastructure as code: A complete guide
IaC, when implemented correctly, can benefit enterprises' CD pipelines. But, when the code isn't tested before deployment, things can go awry. Follow these strategies for success. Continue Reading
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Definition
10 Jan 2023
rolling deployment
A rolling deployment is the installation of software updates on one server or server subset at a time, rather than updating all servers or server subsets at the same time. Continue Reading
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Definition
04 Jan 2023
ChatOps
ChatOps, sometimes known as conversation-driven collaboration or conversation-driven DevOps, is the use of chat clients, chatbots and other real-time communication tools to facilitate software development and IT operations tasks. Continue Reading
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Tutorial
04 Jan 2023
How to deploy Kubernetes on VMware with vSphere Tanzu
Instead of working with Kubernetes with your regular platform, it might be time to give VMware vSphere with Tanzu a try. Follow this tutorial to get started. Continue Reading
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Definition
27 Dec 2022
IT automation
IT automation is the use of instructions to create a repeated process that replaces an IT professional's manual work in data centers and cloud deployments. Continue Reading
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News
21 Dec 2022
Dish Media swaps observability sprawl for Elastic Stack SaaS
With fewer tools and data repositories to wrangle and Elastic cluster management outsourced to SaaS, Dish Media's ops teams reduced toil and achieved proactive incident response. Continue Reading
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Definition
14 Dec 2022
e-ticket (electronic ticket)
An e-ticket (electronic ticket) is a paperless electronic document used for ticketing purposes, such as airfare or concert admission. Continue Reading
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Tip
12 Dec 2022
How to fix Active Directory account lockouts with PowerShell
With more apps and credentials to juggle, users can get blocked from their accounts after too many login attempts. Learn to use PowerShell to find and fix these issues. Continue Reading
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Tip
09 Dec 2022
Compare these PowerShell front-end GUI tools
These offerings provide portals to avoid security issues and other stumbling blocks that hamper organizations from providing more wide-ranging use of PowerShell. Continue Reading
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News
08 Dec 2022
GitOps hits stride as CNCF graduates Flux CD and Argo CD
Flux and Argo CD earned graduated status within CNCF after a year in which platform engineering adoption and DevOps advances put both in the enterprise spotlight. Continue Reading
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Tip
06 Dec 2022
Manage application storage with Kubernetes and CSI drivers
Container Storage Interface drivers offer IT ops teams increased autonomy and flexibility in deploying and managing persistent storage on Kubernetes clusters. Continue Reading
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Definition
06 Dec 2022
software asset management (SAM)
Software asset management (SAM) is the administration of processes, policies and procedures that support the procurement, deployment, use, maintenance and disposal of software applications within an organization. Continue Reading
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Tutorial
28 Nov 2022
How to build an Azure AD user report with Microsoft Graph
Microsoft Graph will be the way forward to manage users and devices that connect to Office 365. Learn how to gather information and perform tasks, such as license assignments. Continue Reading
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Tip
22 Nov 2022
Explore network plugins for Kubernetes: CNI explained
With Container Network Interface plugins, IT teams can create and deploy network options for diverse Kubernetes environments. Learn how CNI works and compare top network plugins. Continue Reading
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Tip
18 Nov 2022
Automating testing and delivery for virtual apps and desktops
One of the many tasks that come with maintaining a virtual environment is the testing and delivery of virtual apps and desktops. Learn how automation can help these processes. Continue Reading
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News
18 Nov 2022
Knowledge graphs and GraphQL: What DevOps pros need to know
New approaches to data management and business analytics have found their way into IT automation and observability tools -- now what? Continue Reading
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News
17 Nov 2022
Server-side WebAssembly prepares for takeoff in 2023
Server-side WebAssembly is still a work in progress, but engineers at Adobe and BMW say it shows promise for fast, flexible app management among cloud and edge environments. Continue Reading
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Definition
16 Nov 2022
sidecar proxy
A sidecar proxy is an application design pattern which abstracts certain features, such as inter-service communications, monitoring and security, away from the main architecture to ease the tracking and maintenance of an application. Continue Reading
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Definition
16 Nov 2022
Kubernetes operator
A Kubernetes operator is a method for application packaging and deployment that extends Kubernetes' capabilities to manage more complex, stateful workloads. Continue Reading
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Definition
15 Nov 2022
composable infrastructure
Composable infrastructure is a framework that decouples device resources in order to treat them as services. Continue Reading
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Definition
15 Nov 2022
serverless computing
Serverless computing is a cloud computing execution model that lets software developers build and run applications and servers without having to provision or manage the back-end infrastructure. Continue Reading
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Opinion
10 Nov 2022
3 actions to optimize infrastructure as code initiatives
Learn how to get the most out of IaC and read analyst insights from HashiConf 2022, including Terraform updates and predictions about what's next for observability. Continue Reading
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Tutorial
10 Nov 2022
Manage VMs with Azure Automation State Configuration
Admins can use the Azure Automation State Configuration tool to manage VMs in Azure, on premises and in other clouds. Follow this step-by-step tutorial to get started. Continue Reading
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Tutorial
07 Nov 2022
Manage Kubernetes clusters with PowerShell and kubectl
Learn how to use the Kubernetes tool kubectl in PowerShell, including setting up aliasing and tab-completion, parsing JSON output and searching logs with the Select-String cmdlet. Continue Reading
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Definition
04 Nov 2022
immutable infrastructure
Immutable infrastructure is an approach to managing services and software deployments on IT resources wherein components are replaced rather than changed. Continue Reading
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Definition
03 Nov 2022
legacy system (legacy application)
A legacy system is any outdated computing system, hardware or software that is still in use. Legacy systems include computer hardware, software applications, file formats and programming languages. Continue Reading
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News
02 Nov 2022
Fresh crop of IT automation tools targets platform engineers
As enterprise IT shifts from full-stack DevOps to platform engineering, IT automation tools reinvented for the Kubernetes era can reduce toil for operators. Continue Reading
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News
01 Nov 2022
Security AI shifts left into DevSecOps
DevSecOps vendors such as GitLab and Palo Alto's Prisma Cloud embrace security AI throughout the software development lifecycle, as IT trust in AI grows. Continue Reading
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Opinion
01 Nov 2022
AnsibleFest 2022: Automation across distributed environments
IT environments are more distributed than ever, making infrastructure management increasingly challenging. Ansible's automation capabilities can help IT ops handle the complexity. Continue Reading
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News
28 Oct 2022
Sidecarless service mesh: Fad or the future?
Istio's experimental Ambient Mesh is gathering buzz with the promise of simpler operations, but Linkerd loyalists contend that the sidecar itself isn't the real problem. Continue Reading
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News
27 Oct 2022
Platform engineers plug abstraction leaks
Platform engineers presented at KubeCon about how new tools have helped them better hide infrastructure complexity from developers. But a paradox of choice remains. Continue Reading
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News
25 Oct 2022
OpenShift roadmap preps for Kubernetes multi-cluster sprawl
OpenShift now supports Kubernetes deployments from data centers to edge devices, which calls for fresh ways to scale out multi-cluster control planes. Continue Reading
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News
20 Oct 2022
Observability tools add FinOps amid macroeconomic worries
FinOps features added to observability tools from Datadog and Sysdig this week reflect concerns about cloud cost management amid gloomy economic forecasts. Continue Reading
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Tip
20 Oct 2022
Learn how to bootstrap Kubernetes clusters with kubeadm
In this guide, learn to create, configure and run a Kubernetes cluster from scratch with kubeadm, a command-line tool that simplifies and automates cluster setup and management. Continue Reading
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News
18 Oct 2022
Enterprises learn the downsides of DevSecOps metrics
DevSecOps metrics can be helpful, but they can also steer developer and security collaboration in an unproductive direction if they are over-emphasized, practitioners said. Continue Reading
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Definition
13 Oct 2022
function as a service (FaaS)
Function as a service (FaaS) is a cloud computing model that enables cloud customers to develop applications and deploy functionalities and only be charged when the functionality executes. Continue Reading
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Tip
11 Oct 2022
What IT pros need to know about low-code limitations
Low-code environments promise to simplify and speed up software development, but their limitations can create challenges for enterprise IT. Compare models for low-code adoption. Continue Reading
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Tip
07 Oct 2022
Compare container orchestrators Apache Mesos vs. Kubernetes
Exploring options for container orchestration? Kubernetes' popularity doesn't mean it's always the best choice. Discover the tradeoffs and use cases of Mesos vs. Kubernetes. Continue Reading
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News
06 Oct 2022
HashiCorp Waypoint public beta adds fresh take on PaaS
The sales pitch for HashiCorp Waypoint sounds a lot like traditional PaaS, but its technical approach may be uniquely well-suited to the recent rise of DevOps platform engineering. Continue Reading
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News
06 Oct 2022
Splunk suit claims Cribl built on stolen log management IP
Former Splunk employees and industry watchers reacted to a lawsuit filed by Splunk this week alleging that Cribl's business is based on stolen log management code. Continue Reading
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News
06 Oct 2022
Terraform Cloud continuous validation inches toward GitOps
Terraform is already part of the GitOps workflow for some enterprises, but a new continuous validation feature could increase its overlap with tools such as Argo CD and Flux. Continue Reading
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News
05 Oct 2022
HashiCorp cloud security evolves via Boundary, Consul, Vault
With the debut of Boundary on HashiCorp Cloud Platform, along with updates for Vault and Consul, the vendor lays the foundation for a long-term product strategy. Continue Reading
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News
04 Oct 2022
Dynatrace overhauls AIOps back end, beefs up log analytics
The AIOps vendor unveiled a new approach to data management that has enterprise customers such as BT hopeful it could eliminate the need for separate log analytics products. Continue Reading
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News
29 Sep 2022
Cloud Custodian spans FinOps, SecOps cloud policies
Users such as Avalara and HBO Max use Cloud Custodian to manage cloud cost and security policies, as the project's founders prepare Kubernetes support to rival OPA and Kyverno. Continue Reading
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Tip
29 Sep 2022
Open core vs. open source: What's the difference?
Open core software has gained attention as an alternative to open source and proprietary models. Learn how open core differs from open source and the two approaches' pros and cons. Continue Reading
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News
28 Sep 2022
CloudBees ReleaseIQ buy renews CI/CD pipeline, SaaS support
The newly acquired startup adds SaaS-based low-code views into multiple tools and doesn't require upfront integration work, as CloudBees regroups after recent upheavals. Continue Reading