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Graphite vs Stackdriver: What are the differences?
Introduction: In the realm of monitoring and observability tools, Graphite and Stackdriver are two popular choices. Both serve the purpose of tracking and analyzing performance metrics, but they do exhibit distinctive features that set them apart. In this comparison, we will explore the key differences between Graphite and Stackdriver to help you make an informed decision for your monitoring needs.
Data Storage and Query Language: Graphite stores data using Whisper, a custom time-series database, and utilizes a simple query language for data retrieval. In contrast, Stackdriver employs a more advanced cloud-based storage system that allows for more complex querying capabilities using Google's Query Language. This difference makes Stackdriver suitable for environments with large-scale data and intricate data analysis requirements.
Visualization Capabilities: Graphite offers a basic graphing functionality that allows users to plot time-series data. On the other hand, Stackdriver provides a more robust visualization tool with customizable dashboards, monitoring charts, and alerting mechanisms. These features enable users to create comprehensive visual representations of their system's performance metrics.
Integration and Ecosystem: Graphite has a rich ecosystem of plugins and extensions that enable seamless integration with various data sources and tools. Stackdriver, being part of Google Cloud Platform, offers native integration with other GCP services, making it a preferred choice for users already operating within the Google Cloud ecosystem.
Alerting and Notification: Graphite lacks built-in alerting capabilities and requires users to rely on third-party tools for setting up alerts based on metric thresholds. In contrast, Stackdriver provides robust alerting functionalities that allow users to set up notifications based on predefined conditions, ensuring timely responses to any performance anomalies.
Scalability and Performance: Graphite's scalability is limited by the underlying storage mechanism, Whisper, which may pose challenges in handling large volumes of data. Stackdriver, being a cloud-based solution, offers auto-scaling capabilities and high availability, making it a more suitable choice for applications requiring scalability and performance optimization.
Cost and Pricing Model: Graphite is an open-source tool, making it a cost-effective solution for organizations looking to build and manage their monitoring infrastructure. In comparison, Stackdriver follows a pay-as-you-go pricing model, with charges based on the volume of data ingested and stored, which may be more suitable for enterprises seeking a fully managed, cloud-based monitoring solution.
In Summary, Graphite and Stackdriver differ in their data storage, visualization capabilities, integration, alerting, scalability, and pricing model, making each tool more suitable for specific use cases and preferences.
Looking for a tool which can be used for mainly dashboard purposes, but here are the main requirements:
- Must be able to get custom data from AS400,
- Able to display automation test results,
- System monitoring / Nginx API,
- Able to get data from 3rd parties DB.
Grafana is almost solving all the problems, except AS400 and no database to get automation test results.
You can look out for Prometheus Instrumentation (https://prometheus.io/docs/practices/instrumentation/) Client Library available in various languages https://prometheus.io/docs/instrumenting/clientlibs/ to create the custom metric you need for AS4000 and then Grafana can query the newly instrumented metric to show on the dashboard.
Pros of Graphite
- Render any graph16
- Great functions to apply on timeseries9
- Well supported integrations8
- Includes event tracking6
- Rolling aggregation makes storage managable3
Pros of Stackdriver
- Monitoring19
- Logging11
- Alerting8
- Tracing7
- Uptime Monitoring6
- Error Reporting5
- Multi-cloud4
- Production debugger3
- Many integrations2
- Backed by Google1
- Configured basically with GAE1
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Cons of Graphite
Cons of Stackdriver
- Not free2