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The latest News and Information on DevOps, CI/CD, Automation and related technologies.

How Prometheus 3.0 Fixes Resource Attributes for OTel Metrics

When you export OpenTelemetry metrics to Prometheus, resource fields like service.name or deployment.environment don’t show up as metric labels. Prometheus drops them. To use them in queries, you’d have to join with target_info: This makes filtering and grouping more difficult than necessary. Prometheus 3.0 changes that. It supports resource attribute promotion—automatically converting OpenTelemetry resource fields into Prometheus labels.

OTel Weaver: Consistent Observability with Semantic Conventions

Deploying a new service shouldn’t break dashboards. But it happens, usually because metric names or labels aren’t consistent across teams. You end up with traces that don’t link, metrics that don’t align, and queries that take hours to debug, not because the system is complex, but because the telemetry is fragmented. OTel Weaver addresses this by enforcing OpenTelemetry semantic conventions at the source.

Are Egress Fees Holding Your AI Business Back?

For AI companies, the landscape of cloud computing has always been a balancing act between innovation, costs, and compliance. That’s where Civo comes in. Offering a full cloud offering with GPUs, but without the usual headaches, Civo provides a rare combination: true data sovereignty and zero data egress charges. Let’s break down why these two features should be non-negotiables for your AI infrastructure.

Introducing parent/child pipelines

We’re excited to announce the launch of parent/child pipelines for Bitbucket Pipelines. This powerful new capability lets you define a step within a pipeline that triggers and encapsulates a whole other pipeline, which can help to streamline more complex workflows into modular pieces and achieve greater parallelism within your pipeline.

Why Cloud-Based DCIM Software Outperforms Legacy Systems

The data center industry’s rapid evolution requires innovative tools to address its ever-changing demands. Cloud-based Data Center Infrastructure Management (DCIM) solutions have emerged as a powerful alternative to traditional on-premise systems, offering unmatched scalability, cost savings, real-time monitoring, and AI-driven insights.

Set up preview deployments for pull requests using CircleCI and Vercel

Working in front-end development involves writing features and bug fixes in different branches. But how do you ensure that reviewers, testers, and other stakeholders find it easy to view changes? Using preview deployments is one solution. Preview deployments allow you to automatically create a live URL each time someone opens a pull request (PR). It’s like giving every branch its mini website so that changes can be tested and proven in isolation.

30,000 updates per day: Dynamic Kubernetes routing with HAProxy Map API at PayPal

Learn how PayPal Genesis scales with HAProxy Fusion via dynamic configuration, rapid deployments, and automated service discovery for 10,000 test environments. HAProxy is the company behind HAProxy One, the world’s fastest application delivery and security platform, and HAProxy, the most widely used software load balancer. Leading platforms and cloud providers trust HAProxy to simplify, scale, and secure modern applications, APIs, and AI services in any environment.