Operations | Monitoring | ITSM | DevOps | Cloud

Every major security information and event management (SIEM) platform prices on the volume of data you send it. Microsoft Sentinel meters per gigabyte across two tiers. Splunk charges per gigabyte indexed or per compute unit. Google SecOps draws down a prepaid gigabyte credit balance. Elastic Security bills ingest plus retention, or the resources your cluster consumes. Three of the four keep their real rates quote-only. Budgeting starts with the meter.

Incident severity levels exist for one reason: so that a responder who was asleep ninety seconds ago can decide, without debate, how many people to wake up. Everything else (the reporting, the SLA math, the quarterly review slides) is downstream of that one decision. If your scale cannot be applied in under thirty seconds by someone with partial information and no context, it is not a severity scale. It is documentation.

Most teams wire up PagerDuty Slack workflows in the shallowest possible way: an incident fires, a message appears in a channel, and a human reads it and then goes somewhere else to do the actual work. That is a notification, not a workflow, and it leaves most of the value on the table. The useful version automates the steps between the alert arriving and someone competent looking at it. Who gets assigned. Where the conversation happens. Who else needs pulling in.

Related reading: Still deciding which platform to migrate to? Terraform Alternatives: A 2026 Buyer's Guide compares env zero, Spacelift, Scalr, and the IaC tool alternatives side by side. Migrating from Terraform Cloud (TFC), now known as HCP Terraform, or Terraform Enterprise (TFE) can quickly become complex. Workspaces, variables, remote state, and project structure all need to be recreated carefully to avoid breaking infrastructure workflows.

IBM completed its $6.4 billion acquisition of HashiCorp on February 27, 2025. The HCP Terraform free tier ended March 31, 2026. And Terraform's CDKTF framework was quietly deprecated in December 2025. None of these events broke your Terraform infrastructure. But together they raised a question that's harder to dismiss: what are you actually paying for, and what happens if the roadmap shifts again?

For Independent Software Vendors (ISVs), delivering containerized applications to enterprise clients often means navigating a difficult trade-off between minimal image size and accurate security visibility. Traditional approaches can leave development teams battling severe CVE noise or, conversely, missing critical vulnerabilities entirely due to scanner blind spots.

You can now upgrade Ubuntu Server Virtual Machine Scale Sets on Azure to Ubuntu Pro without rebuilding the set. Your instances keep serving traffic. The change is a license update, not a new image. Users could already perform in-place upgrades to Ubuntu Pro for individual VMs. Now, we’re extending the feature to scale sets – groups of load balanced virtual machines that you can manage as a single unit.

The Dashboard Library on Logit.io Logs stacks has two Kubernetes packs: Kubernetes container logs (six dashboards for pod stdout and stderr shipped by Filebeat) and Kubernetes cluster events (six dashboards for the Event objects the API server records, such as BackOff, Unhealthy and FailedScheduling). The container logs pack fills as soon as your Filebeat DaemonSet adds Kubernetes metadata, but the cluster events pack needs an event exporter, because events never appear in container log files.