Operations | Monitoring | ITSM | DevOps | Cloud

tigera

The Safest Place to Run an AI Agent Is On a Cluster That Doesn't Trust It

Aug 27, 2026 By Alister Baroi In Tigera
Every organization running AI agents has already made a hosting decision. Most made it by accident. The sales team switched on the agent built into their CRM. Engineering is piloting a coding agent in a vendor’s cloud. Someone on the data team deployed a LangGraph service to a VM with a database key in an environment variable, and someone else is running an agent framework on a laptop with production credentials in a dotfile. Each of these is a hosting decision.
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civo

Built-in vs. custom: How to choose a Konstruct cluster template strategy

Aug 26, 2026 By John Dietz In Civo
If you've ever inherited a cluster that nobody fully understands, or watched two teams solve the same infrastructure problem in completely different ways, you've already felt the cost of not having a template strategy. It's not always dramatic; it starts with a different CNI here, a missing cert-manager version there, but it compounds. Six months later, cluster configuration is tribal knowledge, and the platform team has become the bottleneck.
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coralogix

Zero-Code Instrumentation in Kubernetes Without the Instrumentation CRD

Aug 25, 2026 By Israel Blancas Alvarez, Software Engineer In Coralogix
The OpenTelemetry Operator changed how teams approach telemetry collection in Kubernetes. The core appeal of zero-code instrumentation is that you can bring up telemetry inside application containers to collect traces, metrics, and logs without touching your source code or rebuilding your container images. However, if you follow the default OpenTelemetry Operator documentation, you quickly run into a heavy operational prerequisite: the Instrumentation CRD.
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Kubex

Kubernetes Resource Optimization Platforms: Top Vendor Comparison

Aug 25, 2026 By Kubex In Densify
Table of Contents Kubernetes resource optimization appears to be a single problem, but the platforms that address it disagree on almost every design decision, starting with how they analyze workload demands. Some set CPU and memory requests from live signals, while others learn a workload’s historical pattern and provision ahead of it.
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Right workload, right place

Aug 25, 2026 By Civo In Civo
The cloud first default has flipped. But every workload decision now needs to be made more deliberately. Civo Product Director Russ Smith shares his key takeaway: understand your legal constraints, know your lock-in maths, and check whether the economics that made sense three, five, or ten years ago still hold up today. You don't need to fund a new platform. You need a managed sovereign place for your data that actually fits where you are now.
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tigera

AI Red Team Agents Automate Attacks on your AI Agents. Runtime Policies Automate their Defense.

Aug 24, 2026 By Alister Baroi In Tigera
The AI red teaming market grew up fast this year. OpenAI bought Promptfoo, Cisco and Microsoft shipped automated attack suites, and a seed-stage startup publicly compromised 50 of 55 live customer service bots. These platforms find real problems at a scale no human team can match. But when you read the findings closely, a pattern emerges: agents talked into refunds, transfers, and data leaks they had standing authority to perform. Patching the prompt fixes one phrasing until the next model update.
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civo

Why London's tech community should care about AI, cloud and digital sovereignty in 2026

Aug 24, 2026 By Debora Tonet In Civo
London has spent decades establishing itself as one of the world’s major technology hubs. Its strength comes from the concentration of AI and technology startups, financial services and fintech, highly regulated industries, universities and research institutions, international businesses and technology companies, alongside a large community of developers and engineers.
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civo

Sovereign cloud and open source: Why software freedom matters for digital sovereignty

Aug 21, 2026 By Civo Team In Civo
The sovereign cloud conversation has been dominated by physical location and legal jurisdiction. Both matter. But there's a third leg most discussions skip: the software stack itself. If the platform running a sovereign cloud is proprietary code controlled by a company in another country, its sovereignty has a soft underside.
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Komodor

Building AI SRE Agents, Part 2: Leave the Laptop, Earn Trust

Aug 20, 2026 By Nir Adler In Komodor
Moving the agent off your machine and pointing it at real clusters — read-only, in shadow mode — then climbing a trust ladder toward carefully scoped action. This is the second article in a three-part series on taking an AI SRE agent from a weekend experiment to enterprise production. Part 1 built a local agent on a throwaway cluster: read-only, propose-only, refined against a small eval set, with portable skills and no production write access.
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gremlin

Safer Kubernetes rollouts with minReadySeconds

Aug 20, 2026 By Andre Newman In Gremlin
Picture the scene: you’ve just deployed a rolling update to your service. Half of your pods are running the new version, they all passed their readiness checks, and Kubernetes terminated the old replicas. Suddenly, the new pods start throwing 503 errors. Thankfully, you still have pods on the old version, so you stop the update. If the rollout had been a little bit faster, you’d have an outage. This is the failure mode minReadySeconds exists to prevent.
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civo

Private cloud vs. Public cloud: Which delivers greater control and flexibility?

Aug 19, 2026 By Jubril Oyetunji In Civo
As businesses evolve in today’s digital landscape, the need for efficient and scalable computing resources has become paramount. In the early days of the Internet, large corporations would build or rent out large data centers to run their applications and serve customers. This was great as they could use dedicated hardware and expand as they pleased.
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From vibe coder to enterprise: How Konstruct scales with you

Aug 19, 2026 By Civo In Civo
Platform teams spend 6–12 months building the thing Konstruct gives you on day one. Secrets, certs, DNS, cluster provisioning, then doing it all again for the next team, the next cloud. Konstruct is one control plane that scales from a solo builder to a hundred-person platform org, without you ever re-architecting. Climb the responsibility ladder on your terms, hosted app, hosted cluster, hosted control plane, fully self-hosted. You decide where the line sits.
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motadata

How to Monitor Docker Containers You Cannot Rebuild or Redeploy

Aug 18, 2026 By Poonam Lalani In Motadata
How long would it take you to get one new line of code into the container running your payment service? In a lot of organizations, the answer runs to weeks, because the change has to clear a build owner, a test cycle, and a release window that nobody wants to open early. That timeline is why so much monitoring advice fails on contact. Most of it opens by telling you to add a library, rebuild the image, and push a new version. If you could do that this afternoon, you would have done it already.
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motadata

How eBPF Observability Monitors Docker Containers Without a Rebuild

Aug 18, 2026 By Poonam Lalani In Motadata
How many containers are running in your production environment right now that nobody can see inside? A vendored service, a compiled binary, an application whose build pipeline left with the developer who wrote it: each one runs, serves traffic, and reports nothing. Instrumenting those workloads means a code change, a rebuild, and a redeploy, and on these containers none of the three are available.
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eg innovations

Top Kubernetes Monitoring Tools Compared: Which Solution is Best for Enterprise Environments?

Aug 17, 2026 By John Williams In eG Innovations
Modern enterprises rely heavily on Kubernetes to orchestrate containerized applications at scale. However, as Kubernetes environments grow in complexity, maintaining visibility into application performance, cluster health, and infrastructure dependencies becomes increasingly challenging. Choosing the right Kubernetes monitoring tools is essential for ensuring application availability, optimizing resources, and delivering consistent user experiences.
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civo

How to ensure compliance with private cloud providers in regulated sectors

Aug 17, 2026 By Civo Team In Civo
The compliance question isn't "are we using a private cloud?" Rather, it’s "does our private cloud actually do what compliance requires?" Private cloud has a reputation for solving compliance problems that it doesn't always deserve. The logic seems straightforward: keep data off shared public infrastructure, maintain more direct control, and satisfy the auditors.
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civo

Mapping the NCSC cloud security principles to a sovereign deployment

Aug 16, 2026 By Civo Team In Civo
The 14 Cloud Security Principles from the UK's National Cyber Security Centre form the primary framework for UK public sector cloud procurement and, increasingly, for private sector regulated workloads. Any credible cloud security case in the UK context has to address these principles explicitly. For organizations placing workloads on sovereign cloud specifically, the mapping matters more than for general cloud procurement.
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civo

NHS and healthcare data on UK Sovereign Cloud: A compliance primer

Aug 14, 2026 By Civo Team In Civo
Healthcare data sits at the top of the sensitivity hierarchy. Patient records are personal data under UK GDPR. Medical records are separately regulated under sector-specific frameworks. Clinical research data may be subject to research-specific rules. Genomics data carries residency implications that go beyond standard personal data protections. NHS data specifically is governed by frameworks that add UK public sector expectations on top of the healthcare-specific ones.
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Kubernetes AI SRE Agent Finds a Crash Loop Nobody Asked About: AURA

Aug 14, 2026 By Mezmo In Mezmo
You ask for a routine health check and expect a clean baseline. What came back was a pod that had restarted 788 times, unrelated to the question. AURA is connected to a Kubernetes cluster and to Prometheus through read-only MCP servers, running as one coordinator with two specialized workers. The prompt is one sentence: check the health of the cluster, and confirm whether all the pods are running. What comes back is not a baseline. AURA names the state as CrashLoopBackOff and attaches the restart count to it.
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gremlin

Optimizing Kubernetes pod deployments for reliability with topology spread constraints

Aug 13, 2026 By Andre Newman In Gremlin
If you’re like many Kubernetes users, you don’t pay much attention to where or how Kubernetes distributes your pods. As long as they’re running, it doesn’t matter where they get deployed, right? Surely Kubernetes will use some complex algorithm to figure out the most reliable way to distribute your pods across the cluster…right? Pod distribution plays a much bigger role in reliability than you might think.
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civo

Private cloud disaster recovery: How to design for business continuity without public cloud dependency

Aug 12, 2026 By Civo Team In Civo
Disaster recovery (DR) is one area where organizations often assume public cloud has the answer already. Multi-region deployments, managed backup services, automated failover - the hyperscaler catalog is full of DR-flavored offerings, and the marketing suggests that resilience is a solved problem once you're on cloud infrastructure. For many workloads, this is roughly true.
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speedscale

The Pod Was Cheaper. The Service Wasn't.

Aug 11, 2026 By Matt LeRay In Speedscale
A smaller Kubernetes pod can lower allocation cost while completing less work. Green status codes and matching schemas can hide it. This walkthrough combines OpenCost allocation data with proxymock behavior and performance evidence. A candidate passes only when behavior and throughput hold while unit cost falls.
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Digital Sovereignty: Is your data really yours?

Aug 11, 2026 By Civo In Civo
Digital sovereignty is one of the most talked-about terms in cloud and AI right now. But what does it actually mean in practice? Civo Product Director Russ Smith gives his honest take: sovereignty isn't just about where your data is stored. It's about whether someone else can switch it off, access it, manipulate it, or determine what you can do with it. If they can, it's not sovereign.
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civo

Data localization for Indian Fintech: RBI rules and your cloud choice

Aug 11, 2026 By Civo Team In Civo
Indian fintech operates under one of the most specific data localization regimes in the world. The Reserve Bank of India has published progressive guidance since 2018 requiring payment system data to be stored in India, with subsequent extensions to other categories of financial data. The rules aren't optional. For fintechs operating in India - whether payment providers, lending platforms, wealth managers, or neo-banks - the localization requirements shape fundamental infrastructure choices.
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civo

India's DPDP Act: What it means for where you host your data

Aug 9, 2026 By Civo Team In Civo
India's Digital Personal Data Protection Act, passed in 2023 and enforced through subsequent rules, has reshaped the landscape for data hosting decisions for anyone processing personal data of Indian residents. The Act creates specific obligations that map directly onto infrastructure choices: where data can be stored, how consent has to be managed, what security measures are required, and what happens if things go wrong.
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Kubex

Inference Optimization Techniques. Ray vs. vLLM vs. KubeRay

Aug 7, 2026 By Kubex In Densify
Serving large language models at scale is fundamentally a distributed systems problem. A single GPU, or even a single node, is rarely enough once you need multiple models, multiple replicas, tensor-parallel sharding across GPUs, or high-availability rollouts. Kubernetes solves general container orchestration well, but it has no native concept of a GPU-aware, actor-based compute cluster.
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civo

GPU Cloud security: Isolation, multi-tenancy, and protecting sensitive training data

Aug 7, 2026 By Civo Team In Civo
GPU cloud security tends to get discussed as if it's the same problem as general cloud security. It isn't. GPUs sit between processes in ways CPUs don't. Training data passes through them in patterns that create specific exposure. Model weights derived from sensitive data are themselves sensitive material in ways most procurement processes don't recognize. And the multi-tenant nature of public GPU cloud creates failure modes that don't exist in CPU-only environments.
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Kernel-Level Visibility Without Instrumentation: What eBPF Changes for Container Security

Kernel-Level Visibility Without Instrumentation: What eBPF Changes for Container Security

Aug 7, 2026 By OpsMatters In OpsMatters
Containers have changed how applications are built and deployed, but they have also made security visibility more difficult. Workloads are short-lived, services communicate constantly, and application behavior is distributed across containers, nodes, APIs, processes, and open-source dependencies. This is why many security teams are pairing eBPF with application-level runtime security. eBPF observes activity from the Linux kernel without requiring teams to modify every application, while runtime application security explains which code caused that activity.
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civo

GPU Cloud for non-AI workloads: Rendering, simulation, and scientific computing

Aug 6, 2026 By Civo Team In Civo
The GPU cloud conversation over the last three years has been almost entirely captured by AI. Marketing pages talk about training, inference, and foundation models. Vendor announcements focus on which NVIDIA card fits which LLM. Reference customers are AI companies. The infrastructure decisions being made in the market are shaped by AI's specific requirements - high VRAM, fast interconnect, FP8 support, continuous utilization patterns.
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tigera

The New MCP Headers Are a Gift to Gateways

Aug 6, 2026 By Alister Baroi In Tigera
In short, buried in the transport section of the MCP 2026-07-28 release candidate are three changes that matter more to infrastructure teams than to anyone else: mandatory Mcp-Method and Mcp-Name headers, cache-control-style ttlMs and cacheScope fields, and standardized W3C Trace Context propagation. Together with the stateless core, they turn MCP from a protocol that gateways had to fight into one that meets them halfway.
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Kubex

Kubernetes GPU Scheduling for MLOps and GPU Sharing

Aug 6, 2026 By Kubex In Densify
The default Kubernetes scheduler was built for stateless services: web servers, APIs, databases. It schedules a pod, checks that a node has enough of whatever resources were requested, and binds it. For CPU and memory, that model works fine. For GPUs, it falls apart in three specific ways. First, GPUs are treated as an opaque integer resource.
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If they can turn it off, you don't own it - The AI kill switch problem

Aug 6, 2026 By Civo In Civo
If someone else can turn it off, you don't own it. And most organisations haven't fully reckoned with what that means for their AI strategy. Civo Product Director Russ Smith draws a direct line from the Broadcom/VMware licensing shock to the Anthropic model restrictions, two different industries, same structural problem. When a vendor can change the rules overnight, businesses that built their strategy around that vendor are left with uncertainty and no clear next step.
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civo

NVIDIA B300 vs. NVIDIA B200: Blackwell Ultra vs. Blackwell

Aug 5, 2026 By Dinesh Majrekar In Civo
The Blackwell architecture arrived in 2024 as NVIDIA's answer to the next era of AI compute. The B200 set a new standard for inference performance, memory capacity, and training throughput, and many teams are still ramping up their use of it today. Then came Blackwell Ultra. The B300 is built on the same silicon foundation as the B200: same dual-reticle die design, same TSMC 4NP process node, same NVLink 5 interconnect.
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tigera

VM Migration - What Happens to Your NSX Segments in Kubernetes?

Aug 5, 2026 By Veronika Smolik In Tigera
Planning a migration off NSX usually starts with a networking conversation. Segments, VLANs, routing topology and BGP peering are not things that map cleanly to Kubernetes-native constructs the way the NSX distributed firewall maps to Calico’s tiered microsegmentation. NSX virtualizes the network layer in ways that Kubernetes doesn’t replicate by default. There is no native concept of a Layer 2 segment or VLAN, for instance.
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gremlin

Managing slow container starts with Kubernetes readiness probes

Aug 4, 2026 By Andre Newman In Gremlin
Imagine if your workday started as soon as you woke up. Before you can even start your coffee maker, email alerts are flooding in, coworkers are pinging you on Slack, and your phone is buzzing nonstop with reminders. You haven’t even pulled the covers back, and your boss is asking you about deliverables. This is what Kubernetes pods deal with every day. Unless, that is, you use readiness probes.
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How to install Kubernetes using OpenShift's CLI | Site24x7

Aug 3, 2026 By ManageEngine Site24x7 In Site24x7
Running Kubernetes on Red Hat OpenShift adds powerful enterprise capabilities—but also introduces operator-driven workloads, stricter RBAC and SCC policies, and platform-specific complexity. In this video, learn how Site24x7 enables platform-aware monitoring for OpenShift environments, helping DevOps and platform teams gain complete visibility without blind spots.
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civo

An introduction to the NVIDIA B300: The Blackwell Ultra GPU

Aug 2, 2026 By Dinesh Majrekar In Civo
AI wasn't supposed to move this fast. Twelve months ago, the H100 was still the benchmark everyone measured themselves against. Six months ago, the B200 changed the calculus for serious inference workloads. Now there's the B300, NVIDIA's Blackwell Ultra GPU, and it doesn't just move the goalposts. It takes them off the pitch entirely. The B300 is the highest-performance GPU in the Blackwell family.
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civo

Konstruct product updates: GitLab support, platform broadcasts, and a permission model built for scale

Aug 1, 2026 By John Dietz In Civo
July has been one of our most structurally significant releases yet for Konstruct. With 0.6, we've shipped a second git provider, a completely reworked authorization model, new tooling for AI-assisted troubleshooting, and a handful of improvements that are smaller in scope but large in impact for day-to-day platform operations. Let's walk through what shipped and why it matters. You can explore the full 0.6 release notes directly in the docs.
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