Operations | Monitoring | ITSM | DevOps | Cloud

If you’re like everyone else who works in software development, it’s a good bet that almost every single thing that you thought you knew about your business and engineering has changed as a result of the advent of modern LLMs. How should you respond to these changes? How should you change how you and your team develop software?

Cluster API (CAPI) is transforming how organizations deploy and manage fleets of Kubernetes clusters by introducing declarative, Kubernetes-style APIs to automate cluster provisioning and lifecycle management. While CAPI excels at creating consistent and repeatable cluster deployments across different infrastructure providers, operating it at a massive scale introduces unique day-to-day challenges.

Monitoring in Kubernetes can seem like opening an airplane's black box. Everything happens silently, behind the scenes, hidden away. This can be a lot of trouble, as you don’t really want to dig through a bunch of logs at 3 a.m. after a call letting you know that a certain feature is broken. You want something direct, concise, and helpful.

Every time Terraform runs a plan, every time an environment is deployed, every time a variable is changed, env zero generates a record. env zero log forwarding sends that record to your existing SIEM or observability platform automatically. For most teams without it configured, that record lives inside env zero and nowhere else.

Most companies have built AI into their product by now, and many consider it the central feature of what they’re building. But plenty of those same companies are still figuring out how to get their own engineering teams to actually use AI tools day to day. When Loïc Houssier joined Superhuman as CTO in early 2025, his team was in that exact spot. The company had been shipping AI email features for years, but internal adoption of AI dev tools was still early.

Quick answer: IT cost reduction strategies target waste across three categories — cloud infrastructure, SaaS applications, and software licensing — without cutting the investments that drive business value. The highest-impact tactics are auditing unused SaaS licenses, rightsizing overprovisioned cloud resources, automating non-production environment shutdowns, extending commitment coverage on stable workloads, and building cost accountability into engineering workflows.

Boomi is an Integration Platform as a Service (iPaaS) used by thousands of organizations to connect applications, data, and workflows across cloud and on-premises environments. Business-critical processes, from order fulfillment pipelines to customer data synchronization, depend on Boomi Atoms and Molecules running reliably.

When engineers investigate SQL queries, they normally think of index scans as a fast and efficient step in the query’s execution plan. When executed correctly, they fetch only the relevant rows from your table as opposed to sequential scans that read the entire table, reducing latency and query costs. However, just because an execution plan uses an index scan doesn’t mean that the scan is fast or performant.

Platform engineering teams have access to hundreds of metrics, yet over 40% of platform initiatives cannot demonstrate measurable value within the first year. Teams that cannot quantify their impact fail to obtain executive sponsorship, risk being defunded, and ultimately, face deprecation. To accurately calculate a platform’s ROI, platform engineering teams need to differentiate between signals that measure platform effectiveness and those that should be used solely for investigative purposes.

Recorded Future provides real-time threat intelligence about indicators of compromise (IOCs), including malicious IP addresses, domains, and vulnerabilities. It also adds context on threat actors and campaigns to help security teams understand which signals represent real risk and prioritize their responses accordingly.