Cost Optimization

Cost optimization in observability is about keeping full visibility while paying less for storage, ingestion and licenses. This hub groups Netdata's product pages on retention, cardinality and per-node pricing, solution pages, comparisons with other monitoring tools and blog posts on observability spend.

Product

Anomaly Detection With 99% Fewer False Positives

Reduce false positives by 99% with Netdata’s zero-config, edge-based ML for real-time anomaly detection and faster root cause analysis. Read more now!

Distributed Observability For Scale, Speed & Control

Unlock full-resolution metrics, zero-config deployment, and industry-leading efficiency with Netdata’s next-gen monitoring platform. Read more now!

Distributed Observability Without Centralized Pipelines

Boost performance and reduce complexity with Netdata’s per-node observability, real-time metrics, and autonomous edge intelligence. Read more now!

Edge Observability Without Cloud Dependency

Real-time observability for distributed edge infrastructure with local processing, minimal overhead, and complete autonomy - even when networks fail.

Eliminate Log Pipelines: Native Log Query At Scale

Cut log costs by 90% with edge-first architecture, sub-2-second queries, and zero pipeline overhead. Gain full visibility in minutes. Read more now!

Enterprise Monitoring At Scale Without Bottlenecks

Achieve true infinite scalability with per-second metrics, automated cardinality control, and linear cost growth across any infrastructure size. Read more!

High Cardinality Protection For Unlimited Metrics

Protect your infrastructure from cardinality issues with automatic safeguards, per-second visibility, and predictable costs from Netdata. Read more now!

Log Management Software With 90% Cost Reduction

Cut log management costs by 90% with sub-second queries, full data sovereignty & predictable per-node pricing. See how edge-based logging works. Read more!

Observability Cost Control With Per-Node Pricing

Get predictable, scalable observability without volume charges or hidden fees. Netdata delivers full visibility at a fraction of the cost. Read more now!

Per-Second Observability Without Cardinality Limits

Experience real-time insights with per-second data, unlimited cardinality, and 90% lower costs, built to scale from 10 to 100,000 nodes. Read more now!

Tiered Retention With 0.6 Bytes/Sample Storage

Get years of per-second retention in gigabytes, zero maintenance, and sub-second queries with Netdata’s parallel-tiering architecture. Read more now!

Real-Time Observability ROI Calculator

Calculate how much Netdata will reduce your MTTR, eliminate blind spots, and save costs with per-second metrics and AI troubleshooting.

Solutions

Distributed & Edge Fleet Monitoring

Monitor thousands of distributed edge devices at per-second resolution with edge-resident observability. Fleet monitoring that scales without the cost shock.

Retail POS and Kiosk Fleet Monitoring

Per-second POS monitoring and self-service kiosk monitoring for thousands of retail endpoints. Edge-resident, resilient, and built for fleet scale.

School Safety Device Fleet Monitoring

Per-second campus device monitoring for school safety devices, gateways, and shared endpoints. Monitor thousands of devices across districts within a predictable per-node budget.

AWS Monitoring Software With 1 Second Visibility

Transform AWS monitoring with real-time visibility, anomaly detection, and transparent pricing that eliminates CloudWatch surprises. Book a demo now!

Azure Monitoring Tool With Real-Time Visibility

Per-second Azure monitoring with real-time insights, AI guidance, and predictable pricing that cuts TCO by 90%. Transform your observability. Book a demo!

Cloud Monitoring Software With Real-Time Metrics & AI

Achieve full-stack cloud observability with per-second metrics, zero configuration, and AI-driven root cause detection. Faster insights and lower costs!

Container Monitoring Software With Zero Configuration

Get real-time container monitoring with per-second metrics, ML insights, and flat pricing. Cut noise, reduce costs, and troubleshoot faster. Book a demo!

Data Center Monitoring Software With Real-Time Metrics

Get per-second visibility, instant anomaly detection, and AI-powered troubleshooting that prevents outages and cuts monitoring costs by 90%. Book a demo!

Financial Transaction Monitoring Software

Optimize every transaction with per-second monitoring, faster MTTR, and secure on-prem data for regulated financial environments. Book a demo now!

Gaming Infrastructure Monitoring & Observability

Keep your gaming platform fast and stable with real-time visibility, ML detection, and AI-powered root cause analysis for 99.9% uptime. Book a demo now!

GCP Monitoring Tool With Per-Second Visibility

Get per-second GCP monitoring, ML anomaly detection, and predictable per-node pricing with Netdata for complete real-time visibility. Book a demo now!

Hetzner Monitoring With Real-Time Observability

Get real-time Hetzner monitoring with per-second metrics, instant alerts, and full hardware visibility. Eliminate blind spots and cut costs. Book a demo!

Hybrid Cloud Monitoring Solution At 90% Lower Cost

Get real-time hybrid cloud observability with per-second metrics, edge-based ML, and unified visibility across any environment. Book a demo now!

IoT Monitoring Solution With Full Data Sovereignty

Get real-time IoT observability with per-second metrics, ML-powered anomaly detection, and predictable per-node pricing for any scale. Book a demo now!

Kubernetes Monitoring Tool Without Centralized Data

Real-time Kubernetes monitoring with per-second metrics, ML anomaly detection, and AI troubleshooting at unmatched cost efficiency. Book a demo now!

LLM Monitoring Platform With Per-Second Visibility

Get per-second visibility into GPUs & Kubernetes to reduce inference latency, detect anomalies early, & optimize cloud spend for AI workloads. Book a demo!

Manufacturing Monitoring Software Without Downtime

Get per-second monitoring, instant root-cause analysis & full data sovereignty for every production line. Cut downtime and costs with Netdata. Book a demo!

Microservices Monitoring Tool Without Sampling

Get real-time microservices observability with per-second metrics, ML-powered detection, and predictable per-node pricing for any scale. Book a demo now!

MSP Monitoring Software With Multi-Tenant Isolation

Cut costs, speed up MTTR, and gain real-time visibility with Netdata’s MSP-ready monitoring platform built for scale, accuracy, and control. Book a demo!

Multi-Cloud Monitoring Tools With Predictable Pricing

Simplify multi-cloud monitoring with per-second insights, automatic anomaly detection, and transparent per-node pricing at scale. Book a demo now!

Network Monitoring Software For Education

Real-time education monitoring with data sovereignty, AI insights, and per-second visibility to protect uptime and empower lean IT teams. Book a demo now!

Operations Center Monitoring & 24/7 NOC Teams

Netdata gives lean ops teams real-time visibility, AI-powered resolution, and predictable costs to reduce MTTR and streamline every shift. Book a demo now!

Query Systemd-Journal Logs Without Pipelines

Get sub-2-second queries, AI-powered troubleshooting, and zero-pipeline systemd-journal log management with full data sovereignty. Book a demo now!

Real-Time GPU Monitoring For AI Infrastructure

Monitor AI clusters with real-time GPU insights, instant alerts, and predictable costs. Optimize training and inference performance with ease. Book a demo!

Real-Time Infrastructure Monitoring For Tech Industry

Get real-time per-second visibility, ML-powered anomaly detection, and predictable per-node pricing for tech teams needing fast observability. Book a demo!

Real-Time Infrastructure Observability For CISOs

Strengthen security with real-time threat detection, AI-driven root-cause analysis, and predictable per-node costs for any environment. Book a demo now!

Real-Time Infrastructure Troubleshooting With AI

See every issue instantly with per-second monitoring, smart ML anomaly detection, and AI-guided troubleshooting that cuts MTTR dramatically. Book a demo!

Real-Time Monitoring & ML Detection For Sysadmins

Get real-time observability with zero config, ML-powered anomaly detection, and predictable per-node pricing built for sysadmins. Book a demo now!

Real-Time Observability For Government & Public Sector

Real-time observability for government teams with full compliance, data sovereignty, and up to 90% cost reduction. Powerful, secure, and fast. Book a demo!

Real-Time Observability For Platform Engineers

Monitor everything in real time with unlimited cardinality, instant deployment, and ML-powered troubleshooting built for platform engineers. Book a demo!

Real-Time Observability For SRE Teams

Get real-time observability, per-second metrics, ML anomaly detection, and predictable costs. Cut MTTR by 80% and scale instantly. Book a demo now!

Service Mesh Observability Without Overhead

Monitor Envoy, Istio, Linkerd, and Consul with zero config, instant insights & 90% lower observability costs using Netdata’s real-time platform. Read more!

Telecom Network Monitoring Software At Scale

Real-time telecom monitoring with per-second precision, ML anomaly detection, and predictable per-node pricing for 5G and edge networks. Book a demo now!

VMware Monitoring Software Without Centralized Data

Get per-second VMware monitoring, AI-powered troubleshooting, and predictable per-node pricing for complete visibility across hybrid clouds. Book a demo!

SolarWinds Migration Program | Netdata

Special migration program for SolarWinds customers. Get up to 20% off and white-glove migration support. Calculate your savings and modernize your monitoring.

Comparisons

Netdata vs Amazon CloudWatch | Monitoring Tools Comparison

Cut AWS monitoring costs by 90% with Netdata’s per-second visibility, ML anomaly detection, and predictable per-node pricing that scales. Learn more now!

Netdata vs Azure Monitor | Monitoring Tools Comparison

Get per-second infrastructure visibility, avoid Azure Monitor blind spots, cut monitoring costs by 90%, and simplify multi-cloud observability. Learn more!

Netdata vs CardinalHQ | Monitoring Tools Comparison

Compare Netdata vs CardinalHQ for real-time infrastructure monitoring, edge-native ML, and transparent pricing with up to 90% cost savings. Learn more now!

Netdata vs Datadog | Monitoring Tools Comparison

Get true per-second visibility, zero-config setup, and predictable pricing, powerful infrastructure monitoring without enterprise costs. Learn more now!

Netdata vs Dynatrace | Monitoring Tools Comparison

Compare Netdata vs Dynatrace for real-time, per-second infrastructure monitoring with full data sovereignty and predictable pricing. Learn more now!

Netdata vs Grafana | Monitoring Tools Comparison

See why teams choose Netdata over Grafana for instant deployment, true real-time metrics, and 90% cost savings across infrastructure. Learn more now!

Netdata vs Grepr | Monitoring Tools Comparison

Comprehensive comparison of Netdata and Grepr for infrastructure monitoring and observability cost optimization. Discover which solution fits your needs.

Netdata vs Honeycomb | Monitoring Tools Comparison

See why teams choose Netdata over Honeycomb for true real-time insights, 800+ integrations, edge ML & flat, predictable pricing for all workloads. Read on!

Netdata vs Lansweeper | Monitoring Tools Comparison

Enhance Lansweeper with real-time monitoring from Netdata. Get per-second visibility, ML anomaly detection, and AI-powered troubleshooting. Learn more now!

Netdata vs Logz.io | Monitoring Tools Comparison

Compare Netdata vs Logz.io to cut observability costs, boost real-time visibility, and deploy in minutes with full data sovereignty. Learn more now!

Netdata vs Sentry | Monitoring Tools Comparison

Boost reliability by pairing Netdata’s real-time infrastructure insights with Sentry’s error tracking for faster MTTR & reduced incident costs. Learn more!

Netdata vs Splunk | Monitoring Tools Comparison

Cut infrastructure monitoring costs by 90% with Netdata’s real-time, per-second visibility while keeping Splunk for security & compliance needs. Read more!

Netdata vs WhatsUp Gold | Monitoring Tools Comparison

See why teams switch from WhatsUp Gold to Netdata for real-time insights, faster troubleshooting, and AI-powered monitoring at scale. Learn more now!

Netdata vs Microsoft SCOM | Monitoring Tools Comparison

Modern observability built for ops teams. Get per-second visibility, instant deployment, and lower costs compared to SCOM with Netdata. Learn more now!

Academy

Metric Cardinality In Observability: Strategies

A deep dive into how modern TSDBs handle the label explosion problem and the trade-offs between storage- query speed- and data granularity

LLM Observability and Monitoring A Comprehensive Guide

Dive deep into managing and understanding LLM application performance - from tracing to cost optimization - ensuring your AI systems deliver value.

Cloud Managed Services: Definition, Types & Benefits

How Outsourcing Cloud Management Can Benefit Your Organization

Cloud Workload - Definition, Types & Challenges

Understanding the Units of Work Running in Your Cloud Environment

What Is Real-Time Monitoring? 5 Benefits & How It Works

Safeguard Your Digital Operations & Boost Network Performance

What Is Cloud Management? Ensure Security & Optimize Costs

Understanding & Optimizing Cloud Management For DevOps & SREs

AWS EC2 Compute Instances Monitoring

Learn everything about monitoring & troubleshooting AWS EC2 Compute Instances, what metrics are important to monitor and why, and how to monitor AWS EC2 Compute Instances with Netdata.

AWS Quota Monitoring

Learn everything about monitoring & troubleshooting AWS Quota, what metrics are important to monitor and why, and how to monitor AWS Quota with Netdata.

Case Studies

ChileAtiende Case Study: 25% Less AWS Downtime

Enhancing Response Times and System Reliability

Motohunt Case Study: Automotive Industry Monitoring

Achieving Optimal Performance and Cost Efficiency with Real-Time Insights

TTIC Case Study: Efficient System Monitoring

How Toyota Technological Institute Chicago Leverages Netdata

Reduced Costs & Kubernetes Efficiency

Achieving Exceptional Monitoring Efficiency and Cost Reduction

Monitoring on Autopilot

Webnestify's Strategic Shift with Netdata

Optimizing The FinTech Industry

Yellow Brick Road's Monitoring Journey with Netdata

Empowering Digital Transformation

Falkland Islands Government's Journey with Netdata

Simplifying Complex Monitoring for Educational Institutions

FUNIBER finds success with Netdata.

Resources

Webinar: Kubernetes Throttling? It Doesn't Have to Suck!

See how Kubernetes CPU throttling impacts your workloads — and how to monitor, troubleshoot, and fix it. Includes a live stress test of a K8s cluster with real results.