Software Alternatives, Accelerators & Startups

Cortex Project VS Graphite

Compare Cortex Project VS Graphite and see what are their differences

Cortex Project logo Cortex Project

Horizontally scalable, highly available, multi-tenant, long term Prometheus.

Graphite logo Graphite

Graphite is a highly scalable real-time graphing system.
  • Cortex Project Landing page
    Landing page //
    2023-01-04
  • Graphite Landing page
    Landing page //
    2021-10-13

Cortex Project features and specs

  • Scalability
    Cortex is designed for high scalability, allowing it to handle extremely large volumes of metrics. It uses a distributed architecture that can scale horizontally by adding more nodes.
  • High Availability
    Cortex supports replication and redundancy, which ensure high availability of metric data. This means that even if some components fail, Cortex can continue to operate without data loss.
  • Multi-Tenancy
    The platform supports multi-tenancy, making it a good choice for organizations that need to manage and isolate metrics for different users or teams within the same infrastructure.
  • Compatibility with Prometheus
    Cortex is fully compatible with Prometheus, using the same querying language and client libraries. This allows for easy integration and migration from a Prometheus setup.
  • Long-Term Storage
    Unlike Prometheus, which is optimized for short-term storage, Cortex provides capabilities for long-term storage of metrics, useful for historical analysis and audits.

Possible disadvantages of Cortex Project

  • Complexity
    The distributed nature and the multitude of components in Cortex can make it complex to set up, configure, and maintain, especially for smaller teams with limited resources.
  • Resource Intensive
    Due to its architecture and capabilities, Cortex can be resource-intensive, requiring significant computational and storage infrastructure to operate efficiently.
  • Operational Overhead
    The operation of Cortex can introduce additional overhead, as it might require teams to manage additional services and configurations beyond what is needed for a standard Prometheus setup.
  • Steeper Learning Curve
    Users may face a steeper learning curve due to the distributed nature of the system and its configuration requirements, which can be challenging for newcomers.

Graphite features and specs

  • Scalability
    Graphite is designed for high performance and can handle large volumes of time-series data, making it suitable for scaling up as data grows.
  • Flexibility
    Graphite offers a flexible schema, allowing users to define their own metrics and naming conventions that best suit their monitoring needs.
  • Integration
    Graphite integrates easily with a variety of data sources and visualization tools such as Grafana, making it a versatile option for many monitoring setups.
  • Open Source
    Being an open-source tool, Graphite has a strong community for support and contributions, and it is also free to use without licensing costs.
  • Customizability
    Graphite allows for extensive customization of dashboards and visualization options, providing users with many ways to view and interpret their data.

Possible disadvantages of Graphite

  • Complex Setup
    The initial setup and configuration of Graphite can be complex and time-consuming, often requiring in-depth knowledge of the system.
  • Performance Issues
    While Graphite is designed for high performance, it can sometimes struggle with write-heavy loads and may require additional setup to maintain efficiency.
  • High Resource Consumption
    Graphite can consume significant system resources, especially disk I/O and CPU, which might be a concern for environments with limited resources.
  • Limited Built-in Visualization
    The native Graphite-web UI is considered less feature-rich compared to more modern tools like Grafana, which may necessitate additional tools for better visualization.
  • Maintenance Overhead
    Due to its complexity and resource needs, maintaining Graphite can involve a significant overhead, particularly in larger or more dynamic environments.

Analysis of Graphite

Overall verdict

  • Graphite (graphiteapp.org) is generally considered a good tool for real-time graphing of time-series data.

Why this product is good

  • Graphite is appreciated for its powerful and flexible graphing capabilities, scalability, and open-source nature. It's widely used for monitoring and visualization due to its robust ecosystem and the ability to handle large amounts of data efficiently.

Recommended for

    Graphite is recommended for developers, system administrators, and IT professionals who need to monitor and visualize time-series data, particularly those working in environments with large-scale data monitoring needs.

Cortex Project videos

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Graphite videos

Review: Samson Graphite 49 & Graphite 25 | Audio Mentor

More videos:

  • Demo - Faber-Castell 9000 graphite pencil review and tiger demo - w/ Lachri
  • Review - Graphite pencil brand review

Category Popularity

0-100% (relative to Cortex Project and Graphite)
Monitoring Tools
24 24%
76% 76
Databases
100 100%
0% 0
Website Builder
0 0%
100% 100
Dev Ops
100 100%
0% 0

User comments

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Reviews

These are some of the external sources and on-site user reviews we've used to compare Cortex Project and Graphite

Cortex Project Reviews

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Graphite Reviews

The 10 Best Nagios Alternatives in 2024 (Paid and Open-source)
Although Graphite's UI might not be the most impressive, it seamlessly integrates with Grafana for improved visualizations. It's important to note that Graphite itself doesn't collect data directly; instead, applications need to be configured to send data to Graphite. Carbon then listens for this data and forwards it to Whisper, where it is stored in time series format on...
Source: betterstack.com
4 Best Time Series Databases To Watch in 2019
Graphite is a even more established and very widely used time series database system. Graphite is a powerful monitoring tool that store numeric time series data and display them on demand via its Graphite-web interface at a fair speed. Graphite is most of the time used as a system, network and application performance metric store. Big companies such as Booking.com, Reddit...
Source: medium.com

Social recommendations and mentions

Based on our record, Graphite should be more popular than Cortex Project. It has been mentiond 14 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Cortex Project mentions (6)

  • Top 10 Prometheus Alternatives in 2024 [Includes Open-Source]
    Cortex is a horizontally scalable, highly available, multi-tenant prometheus alternative. - Source: dev.to / 12 months ago
  • Scaling Prometheus with Thanos
    There are many Projects like Thanos, M3, Cortex, and Victoriametrics. But Thanos is the most popular among these. Thanos addresses these issues with Prometheus and is the ideal solution for scaling Prometheus in environments with extensive metrics or multiple clusters where we require a global view of historical metrics. In this blog, we will explore the components of Thanos and will try to simplify its... - Source: dev.to / about 1 year ago
  • Self hosted log paraer
    Now if its more metric data you are using and want to do APM, prometheus is your man https://prometheus.io/, want to make prometheus your full time job? Deploy cortex https://cortexmetrics.io/, honorable mention in the metrics space, Zabbix, https://www.zabbix.com/ I've seen use cases of zabbix going way beyond its intended use its a fantastic tool. Source: over 2 years ago
  • Is anyone frustrated with anything about Prometheus?
    Yes, but also no. The Prometheus ecosystem already has two FOSS time-series databases that are complementary to Prometheus itself. Thanos and Mimir. Not to mention M3db, developed at Uber, and Cortex, then ancestor of Mimir. There's a bunch of others I won't mention as it would take too long. Source: over 2 years ago
  • Centralized solution for Prometheus?
    You can use the Remote write feature to send to a centralized location. It would have to be scalable like Cortex https://cortexmetrics.io/. Source: over 2 years ago
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Graphite mentions (14)

  • The Database Zoo: Time Series Databases
    Graphite: Focused on simple metrics collection and visualization, widely used in DevOps monitoring. - Source: dev.to / 14 days ago
  • 11 Most Popular Tools for Logging and Monitoring API Calls
    Graphite is an open source monitoring and logging system that utilizes a push-based design architecture. What this means is that Graphite allows services to push their API logs into a component called Graphite Carbon, which is then stored in a database for later deep introspection and transformation. Prometheus, another open-source monitoring toolkit designed for cloud-native applications, is often used alongside... - Source: dev.to / 6 months ago
  • Graphite: Node-based, non-destructive, procedural 2D vector editor
    Not to be confused with: https://graphiteapp.org/ (Time Series DB) https://graphite.dev/ (Code review suite). - Source: Hacker News / 7 months ago
  • Top 10 Prometheus Alternatives in 2024 [Includes Open-Source]
    Graphite is a time-series data storage and retrieval tool that can complement or replace Prometheus in certain scenarios. - Source: dev.to / 12 months ago
  • The Rise of Open Source Time Series Databases
    Graphite[1] has interesting plugin ecosystem like Grafana[2] & has been around since 2009. Architecture of Open Source Applications book[3] has done a nice overview of the architecture. I really like how it reuses linux filesystem as data store, making archiving very simple. [1]: https://graphiteapp.org/. - Source: Hacker News / about 1 year ago
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What are some alternatives?

When comparing Cortex Project and Graphite, you can also consider the following products

Thanos.io - Open source, highly available Prometheus setup with long term storage capabilities.

Prometheus - An open-source systems monitoring and alerting toolkit.

Grafana - Data visualization & Monitoring with support for Graphite, InfluxDB, Prometheus, Elasticsearch and many more databases

Datadog - See metrics from all of your apps, tools & services in one place with Datadog's cloud monitoring as a service solution. Try it for free.

Jaeger - Distributed tracing system released as open source by Uber

NewRelic - New Relic is a Software Analytics company that makes sense of billions of metrics across millions of apps. We help the people who build modern software understand the stories their data is trying to tell them.