Choosing the right monitoring solution is critical for maintaining the health and performance of your infrastructure. In a landscape filled with options, two prominent names often come up: AWS CloudWatch, the native monitoring service for the Amazon Web Services ecosystem, and Netdata, a powerful, open-source, real-time infrastructure monitoring platform. While both aim to provide observability, they do so with fundamentally different philosophies and architectures.
This guide provides an in-depth, honest comparison of AWS CloudWatch vs Netdata. We’ll examine their features, pricing models, and core functionalities to help you decide which tool is the best fit for your team, whether you’re managing a small application or a sprawling, hybrid-cloud enterprise environment.
Quick Comparison
Feature | AWS CloudWatch | Netdata |
---|---|---|
Pricing Model | Complex, pay-per-metric/API/alarm | Simple, per-node pricing |
Real-time Granularity | 1-minute (standard), 1-second (high-res, extra cost) | 1-second out-of-the-box |
Setup & Configuration | Integrated with AWS, manual for non-AWS | Zero-configuration, auto-discovery |
Anomaly Detection | Centralized, rule-based & ML | Distributed, on-device unsupervised ML |
Data Sovereignty | Data stored in AWS regions | Data stays on your infrastructure |
Multi-Cloud/Hybrid Support | Possible, but complex and costly | Native, designed for heterogeneous environments |
Open Source | No | Yes |
Ease of Use | Requires AWS expertise | Intuitive, no query language needed |
What Is Netdata?
Netdata is an enterprise-grade, open-source observability platform designed for real-time infrastructure monitoring, troubleshooting, and analysis. It empowers DevOps engineers, SREs, and IT professionals to get instant, granular insights into their entire tech stack—from physical servers and VMs to containers and IoT devices—with minimal effort.
Built on the principles of speed, efficiency, and ease of use, Netdata offers per-second data collection and zero-configuration setup. It automatically discovers all services and applications running on a node, collecting thousands of metrics right out of the box. Its distributed, edge-based architecture means data is processed locally, reducing latency and giving you full control over your data. With AI-powered features like unsupervised anomaly detection running at the edge, Netdata helps you move from reactive firefighting to proactive optimization.
Key Features & Benefits:
- Per-Second Granularity: Collect and visualize metrics every second for unparalleled real-time insight.
- Zero-Configuration Deployment: Install the Netdata Agent and get meaningful, pre-configured dashboards instantly.
- AI-Augmented Observability: Leverage on-device Machine Learning to detect anomalies and a conversational AI to investigate issues automatically.
- Extreme Efficiency: Monitor systems with a minimal resource footprint, making it ideal for both powerful servers and resource-constrained edge devices.
- Distributed by Design: Keep your metrics data on your systems for enhanced security, scalability, and data sovereignty.
What Is AWS CloudWatch?
AWS CloudWatch is Amazon’s native monitoring and observability service. It’s deeply integrated into the AWS platform, providing data and actionable insights for AWS resources, applications, and services. CloudWatch collects monitoring and operational data in the form of logs, metrics, and events, allowing users to set alarms, visualize data, and react to changes in their AWS environment.
As the default monitoring tool for AWS, it’s a common choice for teams that operate exclusively within the Amazon ecosystem. It offers features like metric collection from over 70 AWS services, custom metric publishing, log aggregation (CloudWatch Logs), and automated actions based on predefined alarms. While powerful within its native habitat, extending its capabilities to on-premises or multi-cloud environments can be complex and lead to significant costs.
Key Features:
- Deep AWS Integration: Seamlessly collects metrics from services like EC2, S3, RDS, and Lambda.
- Unified Logs and Metrics: Correlate metrics with log data for troubleshooting.
- Alarms and Events: Trigger notifications or automated actions based on metric thresholds.
- Custom Dashboards: Build visualizations of your AWS resource metrics.
Key Differences Between Netdata & AWS CloudWatch
Features & Functionality
The most significant difference lies in the approach to data collection and granularity. Netdata is built for real-time, collecting thousands of metrics per node every single second by default. This high-resolution data is immediately available in pre-built, interactive dashboards that require no setup.
AWS CloudWatch, by contrast, provides standard metrics at a 1-minute frequency. While “High-Resolution” metrics at 1-second intervals are possible, they come at a premium cost and must be configured manually via the API. This latency can be a critical disadvantage when troubleshooting active incidents where every second counts.
Furthermore, Netdata’s AI capabilities are fundamentally different. It runs multiple unsupervised ML models for every single metric at the edge, on the node itself. This distributed approach allows for highly accurate, real-time anomaly detection without shipping sensitive data to a centralized service. CloudWatch’s anomaly detection is a centralized feature that operates on the data stored in the AWS cloud, which can introduce delays and is based on broader patterns rather than fine-grained, per-node behavior.
Pricing
Pricing is a major differentiator and a common pain point for CloudWatch users. CloudWatch has a complex, multi-vector pricing model. You are charged for:
- The number of custom metrics stored.
- The number of standard metrics over the free tier.
- The number of API calls (
PutMetricData
,GetMetricData
, etc.). - The number of alarms.
- The volume of logs ingested and stored.
- The number of dashboards.
This model makes costs notoriously difficult to predict and control. A small change, like enabling detailed monitoring or adding a new application that emits many metrics, can lead to a surprisingly large bill.
Netdata offers a simple, predictable pricing model based on the number of nodes you monitor. This all-inclusive price gives you access to every feature, including per-second metrics, unlimited users, unlimited alerts, and AI-powered features. There are no hidden fees for data ingestion, API calls, or dashboards. This transparency allows teams to scale their monitoring efforts without fear of runaway costs, making it a more budget-friendly AWS CloudWatch alternative.
Integrations & Compatibility
AWS CloudWatch excels at monitoring AWS services. It’s the path of least resistance for any workload running entirely on Amazon’s cloud. However, it becomes significantly more challenging and less effective in hybrid or multi-cloud environments. While a CloudWatch agent can be installed on on-premises servers or VMs in other clouds, it requires manual configuration, and all data must still be sent to the AWS cloud, incurring data transfer and storage costs.
Netdata is vendor-agnostic and designed for heterogeneity. It runs identically everywhere, whether on an EC2 instance, a Google Cloud VM, an Azure server, a Kubernetes cluster, or a bare-metal machine in your own data center. This makes it the ideal solution for modern teams managing complex, distributed systems that span multiple environments. Netdata unifies your view, providing a consistent, real-time monitoring experience across your entire infrastructure, not just one part of it.
Customer Support & Reliability
Both services offer documentation and community support. AWS provides enterprise-level support through its paid AWS Support plans, which are an additional cost on top of your CloudWatch usage.
Netdata offers robust community support through forums and GitHub, leveraging its open-source nature. For business users, Netdata provides dedicated enterprise support, ensuring you have access to experts when you need them. For customers with over 500 nodes on the Business Plan, premium support is included for free.
Why Engineers Choose Netdata Over AWS CloudWatch
Engineers and SREs often seek a Netdata vs AWS CloudWatch comparison because they are facing specific challenges with the default AWS tool. Here’s why many make the switch:
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Cost Predictability and Value: The number one driver is often cost. The unpredictable, usage-based billing of CloudWatch makes it difficult to manage budgets. Teams get tired of paying extra for essential features like high-resolution metrics or a reasonable number of alarms. Netdata’s per-node pricing is transparent and all-inclusive, providing more value without financial surprises.
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Unmatched Granularity for Real-Time Troubleshooting: When an issue is live, waiting a minute for a data point is not an option. Netdata’s 1-second granularity provides the immediacy needed to see problems as they happen, drastically reducing Mean Time to Resolution (MTTR).
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Simplicity and Speed: Netdata’s zero-configuration setup means engineers get value in minutes, not hours or days. There’s no need to manually define which metrics to collect or build dashboards from scratch. Netdata does it all automatically, freeing up valuable engineering time.
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True Hybrid and Multi-Cloud Monitoring: Modern infrastructure isn’t confined to a single vendor. Netdata provides a single pane of glass for everything, eliminating the need to juggle different monitoring tools for different environments. It is the superior AWS CloudWatch competitor for teams that value flexibility and a unified view.
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Actionable, Low-Noise Anomaly Detection: Instead of being flooded with threshold-based alerts, engineers benefit from Netdata’s edge-based ML, which intelligently detects true anomalies without the noise. The addition of Agentic AI takes this further by not just alerting but also helping diagnose the root cause.
AWS CloudWatch vs Netdata - Summary
AWS CloudWatch is a suitable choice for teams deeply embedded in the AWS ecosystem with simple monitoring needs, who are less sensitive to cost variability and don’t require high-granularity data for all their resources.
Netdata is the clear winner for teams that require real-time, high-resolution monitoring across complex, hybrid, or multi-cloud environments. It’s built for engineers who value speed, efficiency, data sovereignty, and predictable costs. If you need to troubleshoot issues faster, understand your systems at a deeper level, and scale your observability without breaking the bank, Netdata is the better solution.
Try Netdata! The Best AWS CloudWatch Alternative
Stop paying for every metric and API call. Move beyond minute-long delays and gain true real-time visibility into your entire infrastructure. Netdata is the fastest path to full-stack observability, even for lean teams.
Experience the power of 1-second granularity, zero-configuration setup, and AI-powered anomaly detection today.
Netdata vs AWS CloudWatch FAQs
Is it easy to migrate from AWS CloudWatch to Netdata? Yes, migrating is straightforward. Since Netdata is not a replacement for AWS-specific service metrics (like S3 bucket size), it’s typically run alongside CloudWatch initially. You can install the Netdata Agent on your EC2 instances and other compute resources with a single command. The auto-discovery feature means you’ll see valuable data instantly without any manual configuration, allowing you to gradually transition your alerting and dashboarding from CloudWatch.
Does Netdata integrate with my existing tech stack? Absolutely. Netdata auto-detects and monitors hundreds of services and applications, including web servers, databases, message queues, and more. For services it doesn’t collect from directly, you can use its extensive library of collectors or easily create your own. It’s designed to fit into your stack, not force you to change it.
Will I lose data when switching from AWS CloudWatch to Netdata? No. Netdata operates independently from CloudWatch. You can run both in parallel and decide when to scale back your CloudWatch usage. Netdata begins collecting its own high-resolution metrics the moment it’s installed, so you won’t have any data gaps.
Does Netdata offer migration assistance or tools? While there isn’t a direct “importer” tool from CloudWatch, Netdata’s support team and extensive documentation can guide you through the process of setting up equivalent monitoring and alerting in Netdata. The simplicity of Netdata often means recreating your monitoring setup is fast and intuitive.
Which tool is more scalable for growing businesses? Both tools are built to scale. However, scalability with CloudWatch comes with exponential cost increases. Netdata is designed for massive scale with its distributed architecture and efficient data handling. Its predictable, node-based pricing model makes it far more cost-effective to scale your monitoring as your business grows. You can add hundreds or thousands of nodes without worrying about a bill shock from increased metric volume or API calls.