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

Safer Pipeline Changes, Flexible Deployment, and More

August 5, 2026 The latest VirtualMetric DataStream release focuses on how pipeline changes move from idea to deployment, safely and without slowing teams down. Version 2.1 puts a deliberate step between building a pipeline and shipping it to production, along with new deployment options for Directors and multi-tenant ingestion for teams managing data across many customers. Here’s what’s new.

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

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.

A practical guide to risk-based code review

Traditional code review no longer keeps pace with how much code teams are shipping. Risk-based code review is the response: instead of giving every pull request the same scrutiny, you route human attention by risk, letting low-risk changes ship with light or automated review and reserving deep human review for the changes that are expensive to get wrong.

Are AI Coding Agents the New CI Bottleneck?

AI coding agents are moving the software bottleneck from writing code to validating it. Here’s what that means for CI infrastructure, capacity planning, and software quality. This topic is explored in more detail in “CI Can’t Keep Up With AI,” an episode of Uplink, where Aditya “JP” Jayaprakash, Co-founder and CEO of Blacksmith, discusses how AI coding agents are reshaping CI and software delivery. Table of Contents.

Redgate Monitor's Product Updates - August 2026

This month, we wanted to spotlight some of the new cloud features that shipped last month and are enabling teams to keep pace with database estates that increasingly span multiple platforms and providers. We also have updates for Monitor Enterprise users that improve alerting for permission changes. Here's what's new in Monitor.

Kubernetes GPU Scheduling for MLOps and GPU Sharing

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.

Best IT Orchestration Tools for ITSM: 5 Platforms Compared

What are the best IT orchestration tools for ITSM? Compare Resolve, ServiceNow, PagerDuty, BigPanda, and Splunk ITSI across workflow automation, governance, integrations, alert correlation, incident response, and enterprise scalability. In this video, you’ll learn: These platforms are not identical. Resolve focuses on orchestrating workflows across systems. ServiceNow centers automation around ticketing and CMDB governance. PagerDuty specializes in incident response. BigPanda focuses on event correlation and triage, while Splunk ITSI provides service intelligence and event analytics.