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The latest News and Information on Cost Management and related technologies.

cloudzero

The Indirect Cost Trap: Why Your Margins Look Better Than They Are (And How To Fix It)

Dec 10, 2025 By Keith MacKenzie In CloudZero
When a SaaS company scales, something curious happens. The cloud bill grows. One team swears it’s Kubernetes. Another blames the Black Friday promo. But when you’re unsure whether that increase is tied to healthy SaaS growth or simply overspending, your margins are already at risk. That gap between what’s spent and what’s understood is where indirect costs live. Yet these costs rarely show up in dashboards. Well, until it’s too late.
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cloudzero

Your Cloud Economics Pulse For December 2025

Dec 9, 2025 By Keith MacKenzie In CloudZero
Welcome to December’s edition of CloudZero’s Cloud Economics Pulse — your monthly read on how cloud spend is shifting across providers, services, and AI workloads. No surprises here — November continued the quiet reshaping trend we’ve seen all year. Compute softened, data layers grew, and AI/ML hit its highest share yet. AWS extended its lead, Azure and GCP nudged upward, and the emerging “AI layer” of providers continued to take shape.
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cloudzero

Marginal Cost for Engineers: 10 Architecture Decisions That Secretly Inflate Your Costs

Dec 9, 2025 By Lyne Carolyne In CloudZero
A few months back, a backend team at a fast-growing SaaS company shipped what seemed like a harmless feature. Just a simple request validation layer. No new service. No major dependencies. No architectural shock. Yet two months later, their cloud costs had climbed 38% without any significant increase in traffic, storage, or compute load. What they’d missed was that the validation layer triggered a fan-out pattern.
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cloudzero

New Relic Pricing: Monitoring Your Costs In 2026

Dec 8, 2025 By CloudZero In CloudZero
New Relic provides full-stack observability and monitoring. It provides almost every type of system monitoring on a single platform. This includes monitoring tools for infrastructure, application performance monitoring (APM), synthetics, user, log, mobile, network, and Kubernetes components. DevOps, security, and business professionals use these capabilities to detect anomalies, analyze root causes, and fix software performance issues.
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cloudzero

Your Guide To Inference Cost (And Turning It Into Margin Advantage)

Dec 5, 2025 By Keith MacKenzie In CloudZero
AI adoption is exploding, but margins aren’t. In fact, an MIT analysis reports that 95% of organizations have yet to see measurable ROI from GenAI. This gap becomes obvious as soon as teams push a model into production and usage begins to scale. For most workloads, the pressure comes after training. Every message, call, query, completion, or retrieval triggers compute behind the scenes. That real-time execution is what AI inference is all about.
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cloudzero

AWS Batch On EKS: Streamlining Containerized Workloads

Dec 5, 2025 By Lyne Carolyne In CloudZero
Machine learning pipelines are getting heavier by the day. From model training to large-scale inference and data preprocessing, compute demands are scaling faster than teams can manage. Kubernetes clusters groan under unpredictable job spikes. Static infrastructure wastes money when workloads slow down. The result? Organizations are perpetually chasing flexibility, automation, and cost efficiency. AWS has quietly built a solution to establish that balance.
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cloudzero

Marginal Cost Explained: The KPI Every SaaS CFO Cares About (But You Rarely Track)

Dec 4, 2025 By Lyne Carolyne In CloudZero
Ask a SaaS team how they measure cloud efficiency, and you’ll hear familiar things. Total cloud spend. Average cost per customer. Maybe a breakdown of spend by service. All useful, but rather wobbly. Now ask, “What does it cost you to serve one more customer?” That’s when the room goes quiet. And that’s often where cloud economics gets really wobbly. Because that number, your marginal cost, is what actually determines your margins. Not your total cloud bill.
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Komodor

Cost Optimization Is Now Part of the SRE Playbook

Dec 4, 2025 By Itiel Shwartz In Komodor
In the era of cloud-native architectures, Site Reliability Engineering (SRE) has matured from a discipline focused purely on uptime to a sophisticated practice of efficient reliability. The key driver for this evolution is an undeniable truth: cloud spend has become intrinsically linked to system stability.
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Optimize Your Oracle Cloud (OCI) Spend with Datadog Cloud Cost Management

Dec 2, 2025 By Datadog In Datadog
Support for Oracle Cloud Infrastructure (OCI) is now live in Datadog Cloud Cost Management. In this short demo, you’ll learn how to: Get granular visibility into OCI cost and usage—by service, compartment, tag, and resource tier. Uncover savings opportunities by combining cost data with observability metrics like CPU, memory, and storage utilization. Set up anomaly monitors and budgets to avoid cost overruns—especially for high-risk workloads like AI and GPU training.
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cloudzero

Mastering AI Spend With CloudZero And LiteLLM

Dec 2, 2025 By Kaitlin Woo In CloudZero
The AI landscape today feels a lot like the early days of the cloud: exciting, fast-moving, and completely fragmented. Every week, engineering teams are experimenting with dozens of large language models (LLMs) from providers like OpenAI, Anthropic, Google, Mistral, Meta, and beyond. They’re tweaking prompts, testing model performance, swapping context windows, and even running multiple models in parallel to figure out which one works best for each unique use case.
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