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AWS Lambda VS Graphite

Compare AWS Lambda VS Graphite and see what are their differences

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Contents:
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  3. » Reviews
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AWS Lambda logo AWS Lambda

Automatic, event-driven compute service

Graphite logo Graphite

Graphite is a highly scalable real-time graphing system.
  • AWS Lambda Landing page
    Landing page //
    2023-04-29
  • Graphite Landing page
    Landing page //
    2021-10-13

AWS Lambda features and specs

  • Scalability
    AWS Lambda automatically scales your application by running your code in response to each trigger. This means no manual intervention is required to handle varying levels of traffic.
  • Cost-effectiveness
    You only pay for the compute time you consume. Billing is metered in increments of 100 milliseconds and you are not charged when your code is not running.
  • Reduced Operations Overhead
    AWS Lambda abstracts the infrastructure management layer, so there is no need to manage or provision servers. This allows you to focus more on writing code for your applications.
  • Flexibility
    Supports multiple programming languages such as Python, Node.js, Ruby, Java, Go, and .NET, which allows you to use the language you are most comfortable with.
  • Integration with Other AWS Services
    Seamlessly integrates with many other AWS services such as S3, DynamoDB, RDS, SNS, and more, making it versatile and highly functional.
  • Automatic Scaling and Load Balancing
    Handles thousands of concurrent requests without managing the scaling yourself, making it suitable for applications requiring high availability and reliability.

Possible disadvantages of AWS Lambda

  • Cold Start Latency
    The first request to a Lambda function after it has been idle for a certain period can take longer to execute. This is referred to as a 'cold start' and can impact performance.
  • Resource Limits
    Lambda has defined limits, such as a maximum execution timeout of 15 minutes, memory allocation ranging from 128 MB to 10,240 MB, and temporary storage up to 512 MB.
  • Vendor Lock-in
    Using AWS Lambda ties you into the AWS ecosystem, making it difficult to migrate to another cloud provider or an on-premises solution without significant modifications to your application.
  • Complexity of Debugging
    Debugging and monitoring distributed, serverless applications can be more complex compared to traditional applications due to the lack of direct access to the underlying infrastructure.
  • Cold Start Issues with VPC
    When Lambda functions are configured to access resources within a Virtual Private Cloud (VPC), the cold start latency can be exacerbated due to additional VPC networking overhead.
  • Limited Execution Control
    AWS Lambda is designed for stateless, short-running tasks and may not be suitable for long-running processes or tasks requiring complex orchestration.

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 AWS Lambda

Overall verdict

  • AWS Lambda is a strong choice for developers looking for scalable, event-driven applications with minimal management overhead. It is particularly beneficial for applications that experience intermittent traffic or unpredictable workloads.

Why this product is good

  • AWS Lambda is a popular serverless computing service because it allows users to run code without provisioning or managing servers. It automatically scales applications by running code in response to triggers such as HTTP requests, changes in data, or system events. This can significantly reduce operational overhead and costs, as you only pay for the compute time you consume.

Recommended for

  • Developers building microservices or serverless applications.
  • Companies looking to reduce infrastructure management.
  • Startups wanting to quickly deploy applications with limited operational costs.
  • Organizations needing to integrate with other AWS services for a comprehensive solution.
  • Projects with unpredictable or variable workloads that require automatic scaling.

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.

AWS Lambda videos

+ Add

AWS Lambda Vs EC2 | Serverless Vs EC2 | EC2 Alternatives

More videos:

  • Tutorial - AWS Lambda Tutorial | AWS Tutorial for Beginners | Intro to AWS Lambda | AWS Training | Edureka
  • Tutorial - AWS Lambda | What is AWS Lambda | AWS Lambda Tutorial for Beginners | Intellipaat

Graphite videos

+ Add

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 AWS Lambda and Graphite)

AWS Lambda

Graphite

Cloud Computing
100 100%
Cloud Computing
0% 0
Monitoring Tools
0 0%
Monitoring Tools
100% 100
Cloud Hosting
100 100%
Cloud Hosting
0% 0
Website Builder
0 0%
Website Builder
100% 100

User comments

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Reviews

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

AWS Lambda Reviews

Top 7 Firebase Alternatives for App Development in 2024
AWS Lambda is suitable for applications with varying workloads and those already using the AWS ecosystem.
Source: signoz.io

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, AWS Lambda seems to be a lot more popular than Graphite. While we know about 287 links to AWS Lambda, we've tracked only 14 mentions of Graphite. 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.

AWS Lambda mentions (287)

  • Agentic AI Observability with Amazon CloudWatch: Transforming Enterprise AI Monitoring
    CloudWatch Generative AI Observability works with agents across multiple platforms, including https://aws.amazon.com/bedrock/, https://aws.amazon.com/eks/, https://aws.amazon.com/lambda/, on-premises systems, and other cloud providers. - Source: dev.to / 9 days ago
  • Best Way to Run Puppeteer Online: Solutions Compared
    Currently, only a few platforms support running Puppeteer in a serverless manner: Leapcell, AWS Lambda, and Cloudflare Browser Rendering. - Source: dev.to / 21 days ago
  • DuckDB on AWS Lambda: The Easy Way with Layers
    Now combine that with AWS Lambda : instead of Athena queries, RDS instances, or complex ETL pipelines, DuckDB allows you to run analytical workloads on-demand in a Lambda function, paying only for what you actually use. Existing AWS services like Athena or RDS can address similar needs, but they come with different scaling models and pricing strategies. Athena, for example, charges per scanned byte and introduces... - Source: dev.to / 23 days ago
  • Videos REST API with API Gateway, Lambda, Aurora Serverless - FakeTube #5
    So far our high level architecture diagram wasn't very impressive - we only used AWS Amplify service to host our web application. Of course there are many services under the hood like Route 53, CloudFront, Certificate Manager, Lambda and S3, but Amplify provides level of abstraction, so that we don't have to think about it. - Source: dev.to / 3 months ago
  • What is the Most Effective AI Tool for App Development Today?
    Rajesh Pandey outlines key components: "For serverless, AWS Lambda and API Gateway allow you to build low-latency AI APIs without managing servers." Tools like Modal handle GPU deployments. - Source: dev.to / about 2 months ago
View more

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
View more

What are some alternatives?

When comparing AWS Lambda and Graphite, you can also consider the following products

Google App Engine - A powerful platform to build web and mobile apps that scale automatically.

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

Amazon S3 - Amazon S3 is an object storage where users can store data from their business on a safe, cloud-based platform. Amazon S3 operates in 54 availability zones within 18 graphic regions and 1 local region.

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

Amazon API Gateway - Create, publish, maintain, monitor, and secure APIs at any scale

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.

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