Operations | Monitoring | ITSM | DevOps | Cloud

FinOps in the Age of Kubernetes: When Everyone Owns the Bill

A FinOps analyst walks into a Monday morning meeting with a detailed spreadsheet showing $2.3M in potential Kubernetes cost savings. The recommendations look straightforward: reduce memory limits by 40%, scale down replicas during off-peak hours, consolidate workloads onto fewer nodes. The numbers are compelling, the methodology is sound, and the savings would make a material impact on quarterly cloud spend. The SRE team immediately objects.

The Role of Social Media Attention in Business Growth

Building a business today requires more than just a good product or service. You need a way to reach people where they spend most of their time. Social media has become the main stage for this interaction, turning digital scrolling into a powerful growth tool for brands of all sizes.

Golang memory arenas [101 guide]

Go 1.20 introduced an experimental arena package that lets you allocate many objects from a contiguous region of memory and free them all at once — bypassing the garbage collector entirely. The package remains experimental and its future is uncertain, but arenas are a valuable concept for understanding Go memory management and writing high-performance code. The arena package is experimental and on hold indefinitely. The Go team has made no guarantees about compatibility or its continued existence.

Install Kubernetes Cost Optimization: How to Get Started with Pepperdata

To watch the full walkthrough video on the Pepperdata self-service install, click the link here. Many organizations struggle to efficiently manage their cloud costs, and that arises from difficulties in managing Kubernetes resources. Of the $419 billion spent on cloud infrastructure in 2025 (Synergy Research Group), Flexera estimates that 27% of all of cloud spend is wasted due to overprovisioned resources.

How Strategic Partnerships Are Reshaping Modern Product Development

Product development rarely happens inside a single organization anymore. As software platforms grow more complex and industries become more interconnected, companies increasingly rely on external partners to help design, build, and deliver new products. Cloud providers, platform vendors, engineering partners, and specialized research organizations now play an essential role in modern development environments. Instead of building every component internally, many companies operate within ecosystems where collaboration across organizations is necessary to move products forward.

Prompt, Deploy, Pray Is Dead: Validating AI Code with Proxymock

Recent outages tied to AI-assisted code changes have pushed companies into a corner. After several incidents with massive “blast radius” impacts, organizations like Amazon introduced stricter controls—mandating that senior engineers manually review all AI-generated code before it hits production. That response makes sense on paper, but it exposes a fatal flaw in the modern development pipeline.
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Top infrastructure monitoring mistakes (and how to avoid them)

Infrastructure monitoring is meant to simplify operations, not overwhelm teams with noise. Yet the average IT team receives more than 10,000 alerts every day. Despite this constant stream of notifications, critical issues still slip through the cracks. This volume of fragmented data creates a dangerous visibility gap across the infrastructure. As a result, teams can spend more time sorting through alerts than actually resolving issues.

New dotConnect and Entity Developer Release: EF Core 10, AI Vector Types, and Expanded Database Compatibility

We are thrilled to announce a set of product updates across our dotConnect data providers and Entity Developer. The new release adds support for Entity Framework Core 10, introduces AI-focused vector data types across major databases, and extends compatibility with the newest platform capabilities such as SQL Server 2025, Oracle 26ai, and Microsoft Entra authentication.

API Failure: 7 Causes and How to Fix Them | Harness Blog

APIs have revolutionized how web and web app developers interact with data, whether for personal use or business. One of our most profound responsibilities as API developers is to protect our endpoints from being hacked. Even with essential safeguards in place, our websites can be vulnerable. This post discusses seven causes of API failures and how to fix them.

From signals to savings: Optimizing cloud costs with Grafana Assistant and MCP servers

In today's cloud-native environments, managing resource waste and optimizing costs can feel like a constant battle. Operators, along with their fearless FinOps teams, spend countless hours hunting down unused resources, deciphering complex telemetry data, and manually implementing code or configuration changes to try to reduce cloud costs. But what if you could automate the entire process, from identifying waste to implementing the fix, all based on actual production telemetry?