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Our final aim is that can help you find a Numpy developer that may contribute to your organization immediately. Through the years we now have refined our hiring process, and is now trusted by prime startups country extensive. Begin your hiring course of with UpStack now and begin including proficient builders to your employees.

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Flexiple helps firms build the absolute best staff by scouting and figuring out one of the best fit. We know that discovering the perfect NumPy developer could be time-consuming and costly. That’s why we have created an answer that saves you money and time in the lengthy term. I am an Data Analyst/Analytics Engineer with high level of business awareness and a eager curiosity in solving business challenges with data… As an engineer with management expertise, I perceive the

NumPy is a high-level open-source library that can be utilized to perform a wide variety of mathematical implementations on arrays. The highly effective information construction of NumPy guarantees efficient and correct calculations with matrices and arrays. It may additionally be used to carry out several mathematical operations on arrays similar to statistical, algebraic, and trigonometric practices.

Let’s Introduce Python Growth To You

obstacles, permitting you to concentrate on delivering technical excellence without the distraction of hiring and HR-related duties. Toptal makes connecting with superior builders and programmers very easy. The developers I was paired with had been incredible — smart, pushed, and responsive. It was once onerous to seek out high quality engineers and consultants.

“Employee autonomy frees up lots of management time and a focus to solve really essential business problems.” In most instances, we’ve 2–3 candidates, and we still have a match. Our internal software with AI automates processes to increase productivity. We needed some short-term work in Scala, and Toptal discovered us an excellent developer inside 24 hours. This simply would not have been possible by way of any other platform. Our developer communicates with me daily, and is a very highly effective coder.

Every developer at Turing has to clear our checks for programming languages, knowledge structures, algorithms, system designs, software program specialization, frameworks, and more. Darin is a data scientist and engineer with a PhD in physics from Stanford. He’s enthusiastic about knowledge and machine learning and has worked on data science initiatives across numerous industries and applications. Darin’s co-founded an AI company and led a team of knowledge scientists to construct a product which uses machine learning and optimization methods to reduce back energy consumption in knowledge centers. I am an excellent communicator and staff player; delivering glorious options on projects to ensure shopper satisfaction. Data Science and DevOps are critical components of contemporary technology landscapes.

Tell us the talents you want and we’ll discover the most effective developer for you in days, not weeks. Hire NumPy builders without further employment fees or overheads. To make a sound place in company world and work enthusiastically in staff to attain objective of the organization with devotion and hard wor… 👋 Hello, I’m Michael Reagan, a seasoned knowledge analyst with a powerful proficiency in Python and a ardour for uncovering actionable insights… Reintech tailors its services to the specifics of your small business, considering distinctive needs and expectations.

NumPy is numeric Python but it’s straightforward to use and can be used more freely in comparability to Python. The options of NumPy are easy to make use of and do not require an expert level of mathematical understanding. Pick from our highly expert lineup of the most effective unbiased engineers on the earth. Our top handpicked builders, engineers, architects and designers. My team and I are here that will assist you break via those

Reintech has helped us remedy points that other staffing businesses haven’t, such as discovering builders who will start on a part-time basis and develop into full-time contractors as our enterprise grows. Toptal presents a no-compromise answer to businesses present process fast growth and scale. Every engineer we’ve contracted by way of Toptal has quickly built-in into our team and held their work to the best normal of high quality whereas sustaining blazing growth pace. Toptal’s builders and architects have been each very professional and easy to work with. The answer they produced was fairly priced and top of the range, reducing our time to launch.

We just have to interview candidates and negotiate a begin date plus wage — contracting and legal particulars are taken care of. After hiring, we handle payroll, HR, and authorized, letting you focus on technical performance. Skip the hassle—meet 2-3 handpicked candidates as an alternative of sifting through tons of. As a small firm with limited assets we received’t afford to make costly mistakes. Toptal provided us with an skilled programmer who was capable of hit the ground working and begin contributing immediately. It has been an excellent expertise and one we’d repeat once more in a heartbeat.

Expertise Administration

Our Data Science specialists are adept at unraveling advanced data insights to drive decision-making, while our DevOps professionals streamline and improve the software growth lifecycle. Turing provides top-quality, cost-effective, and highly productive NumPy builders at affordable prices. All Turing NumPy builders are selected solely after going via a sequence of rigorous tests the place their abilities are evaluated to a excessive commonplace. Daily standups are mandatory for every Turing developer as they keep the developer and the shopper in alignment with the discussed objective.

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Oliver is a flexible data scientist and software engineer combining over a decade of experience and a postgraduate arithmetic degree from Oxford. Career assignments have ranged from building machine studying solutions for startups to leading project teams and dealing with huge quantities of knowledge at Goldman Sachs. With this background, he’s adept at selecting up new expertise quickly to deliver sturdy options to essentially the most demanding of businesses. He has mastery within the improvement of various methods that use machine studying, neural networks and new applied sciences. He utilizes a client-centred method and client feedback to fine-tune the quality of solutions delivered to purchasers. He is an skilled in web programming, machine studying, picture recognition and knowledge evaluation.

Rent Numpy Builders With Upstack

The function of the two-week no-risk trial period is to begin working with the developers and embrace them in the team. If you’re glad with the builders, you keep working with them and pay their salary together with the primary two weeks. But, if you’re not happy during the trial interval, then you won’t pay something. Turing presents companies top remote NumPy builders pre-vetted to a high normal at half the worth and inside four days. We choose one of the best distant NumPy developers after testing their expertise in plenty of areas like Python, Pandas, C, C++, Matplotlib, and so on. Mehul has a computer science background with stable technical abilities in Data engineering, Python, ML, Pandas, Java, AWS, MySQL, open source technologies and others.

hire numpy developers

Hire a extremely expert Numpy developer and improve your company with UpStack. The correct candidate must be practical, experienced, responsible and receptive, or your project might get behind. UpStack resolves your hiring troubles by matching your company with vetted senior degree Numpy programmers. Our highly efficient matching process makes use of superior artificial intelligence that finds your corporation a perfect prospect for your forthcoming project. And personal interviews assures an unbelievable match on your improvement team.

They contributed and took ownership of the event identical to everyone else. The utilization of NumPy permits builders to handle complicated mathematical operations and helps in faster execution with the assistance of multi-dimensional arrays. It can be utilized together with Data Analysis, Data Science, and Machine Learning.

NumPy has features that assist in avoiding reminiscence wastage whereas in the information buffer. Decades of success main teams through a wide variety know-how, business, and economic challenges have refined my ability to assist people… Working with our Client Success Experts, we’ll help you build the remote staff of your desires with top Numpy talent from around the world.Pre-vetted, reliable Numpy builders are standing by. Passionate Lead Data Scientist with experience in natural language processing, time-series, and knowledge analysis tasks.

He is a superb communicator – collaborating successfully on groups, discussing innovative concepts, integrating new technologies and testing new approaches. Hiring a Numpy developer with upstack could not be easier with our capability to intelligently match you to the proper developer. With UpStack the hiring process is streamlined and takes hours as a substitute of weeks to decide on a Numpy programmer. Our matching program and expert team will save you time and will get any project began swiftly.

Arm Simplifies System-On-A-Chip Development with Arm Total Design

Orangun et al.12,13 investigated the effect of more parameters while proposing an equation from a nonlinear regression analysis of the test results of beams with lap splices. This reflected the effect of concrete cover, rebar diameter, embedded depth of rebar, and the compressive strength of the concrete and moment gradient on the strength of lap splices. Industry Cloud Platforms 
By 2027, Gartner predicts more than 70% of enterprises will use industry cloud platforms (ICPs) to accelerate their business initiatives, up from less than 15% in 2023. ICPs address industry-relevant business outcomes by combining underlying SaaS, PaaS and IaaS services into a whole product offering with composable capabilities.

Another method to prevent failures is to increase the redundancy of individual system components to reduce failure rates (redundant power supply, RAID — redundant array of disks, etc.). When one of the components fails, the spare component takes over its functionality. In this way, a failure cannot be completely avoided, however, the option is quite acceptable in most cases, since it is possible to restore the system from a backup in a short time.

Comparison of FE results with ACI and CCD design codes

One worth mentioning is the Powered by YADA project, which is an event management software. Let’s talk about the means through which The App solutions create high-performance & large-scale web apps. Initially, the cost of the hardware part of a high load system is considerably higher than the cost of a conventional application. If you inflate it with flexibility, the amount of equipment required will multiply. The rigidity of the system solves the problem of increasing resource costs, and we do our best to balance the high app performance of the system and the capital budget.

  • Platform Engineering 
    Platform engineering is the discipline of building and operating self-service internal development platforms.
  • DigitalMara developed AI Coach, an advanced sales team tool that simplifies live chat with customers.
  • High-load apps cater to rapidly changing markets, so unsurprisingly, the approach to their development is disparate from the general one.
  • As industries continue to demand robust and high-performance solutions, the importance of high-load bushings in modern engineering and machinery cannot be understated.
  • Careful evaluation of possible traffic loads and patterns at this stage will help you benefit from significant development cost cuts.

But in reality, you will first need a server for 0.5 million, then a more powerful one for 3 million, after that for 30 million, and the system still will not cope. The rigidity of the system solves the problem of increasing resource costs, and devops engineers do their best to balance the high app performance of the system and the capital budget. This technology helps customize ad impressions for your audience, analyzes large amounts of data fast and error-free, and much more. The first one is how large the audience that the project can face is expected to be. Secondly, the project will have to work with a structured data set, so the second important thing is to understand how large and complex this structured data set is going to be.

What is high load?

Talking about the reliability of high load systems, it is necessary to mention the fault management documentation. Well-written crash management documentation should include a simple step-by-step guide to recovering your system from almost any possible crash. Alexey Khursevich is a CEO and Сo-founder at Solvd, Inc., a global software engineering company headquartered in California, USA.

development of high-load systems

Since it doesn’t make sense to immediately adapt applications to hundreds of thousands and millions of users, it is important to understand when it comes to scaling. So, immediately after development, the application goes through a series of tests; as a result you know exactly what loads the application is adapted to at the moment. Accordingly, if these indicators are exceeded, you will know that the need has come to move on. The development of high-load apps adheres to standards that diverge from traditional approaches. If you are running a project, for example, a marketing campaign, it should be easy to increase the number of users and integrate new features.

Tech Stack for Efficient Highload Systems Development

It is necessary to develop a mobile app that can manage a greater number of requests per second. This will minimize all sorts of problems high load systems that arise after the project development process. If what the platform offers is appreciated, a real audience will sprout in no time.

development of high-load systems

Build a custom solution, modernize your system, or solve a specific business issue with our end-to-end software solution development services. Couldn’t have made a better decision than deciding to work with DigitalMara. Their team was timely and thorough with the development of our SaaS product. We are very happy customers and will be continuing to use DigitalMara for our future needs.

Effective prediction model

Also, the customer can choose the three requests per second option for a prototype and then add scaling and debugging to it. High-Load Systems Development encompasses a wide range of systems, including but not limited to, e-commerce platforms, social networks, big data analytics, and enterprise resource planning systems. These systems require a unique set of skills and expertise in order to develop and maintain them. Thanks to current capabilities, coders and programmers don’t have to make a bunch of unnecessary edits and rewrite parts of the project. This helps to make the code cleaner, and the speed and quality of the web servers is optimal. When it becomes clear what the high load apps will look like, what pages and sections it will have, it becomes possible to plan the amount of content you need to write.

development of high-load systems

Arm Total Design is an ecosystem approach to facilitate developing and delivering custom system-on-chip (SoC) solutions based on Arm’s Neoverse Compute Subsystems (CSS). The initiative brings together industry leaders, including ASIC design houses, IP vendors, EDA tool providers, foundries, and firmware developers, to simplify and expedite the creation of Neoverse CSS-based systems. Intelligent Applications
Intelligent applications include intelligence — which Gartner defines as learned adaptation to respond appropriately and autonomously — as a capability. This intelligence can be utilized in many use cases to better augment or automate work. As a foundational capability, intelligence in applications comprises various AI-based services, such as machine learning, vector stores and connected data. Consequently, intelligent applications deliver experiences that dynamically adapt to the user.

Zytara: Digital Banking App for Generation Z

We use Azure Log Analytics agents and the Portal to create a dashboard for additional logging reinforcement. Istio contains a lot of existing metrics, including those for performance and options to customize them. Azure Kubernetes Services with the Kubernetes Cluster Autoscaler is used as the main distributed environment and mechanism to scale compute power under load. Imagine we have a popular e-Commerce application that needs to survive Black Friday.

Cultivating Collaboration and Consistency in Grading: Applying the … – Faculty Focus

Cultivating Collaboration and Consistency in Grading: Applying the ….

Posted: Mon, 23 Oct 2023 04:56:55 GMT [source]

For this reason, consider building a project with a high speed of performance; one that can manage high loads from the MVP. To come up with web applications that can be scaled, you should comprehend the basis of how high-performance programs are developed. PNN Soft specialists not only develop information solutions for enterprises but also offer support and maintenance of software products. The company specializes in the maintenance and maintenance of corporate and software solutions, desktop, web, and mobile applications for Android and IOS.

Highlights of cutting-edge software for real estate agencies

The pricing of almost any cloud service depends on the number of computing resources you rent, so the more you allocate for APIs, the higher your project budget will need to be. That’s why it’s best to look for a balance between system performance and required computing resources. In this article, we share our experience scaling a highly loaded API that processes resource-intensive requests. We also show how to calculate the future load on the system and choose the most suitable instances for scaling, as well as our scaling scheme and debugging activities.

development of high-load systems

testing Does Defect density measure QA or DEV effectiveness?

Parameters such as strength, piezoelectricity, fatigue strength, and many others exhibit this behavior. Recently, progress has been made in microrobotics that may change the practicality of addressing these large-number problems. Multiple systems of more than 1000 small robots have been demonstrated, and processes for testing, microassembly, and joining have been developed. This chapter discusses challenges and opportunities in the exciting new field of microrobotic additive manufacturing. It would be logical to compare our DD measures with those reported by Coverity Inc. [53], where the firm found 359 defects in the Android kernel that is used in the phone brand HTC Droid Incredible. That report’s calculations showed that the Android kernel defect density is 0.47 defects per 1000 lines of code, being better than the industry average on one defect per 1000 lines of code.

defect density means

If the number of defects found in a module is more than expected, you can abort its testing and resend it to the developer for an overhaul. As the complexity of code increases, the defect rate could increase significantly. The doping efficiency can be influenced by the position of the Fermi energy. Even the modules within the software can also be compared with the metric.

What is Defect Density?

You should also be measuring test coverage alongside defect density, to ensure that the team is not missing any defects. Test coverage measures how much of the code base is being tested sufficiently. Measuring test coverage is a process; it requires consistent collaboration between testers and developers to ensure that all scenarios are documented and tested. A low defect density can indicate that the team is working well, but can also signal that test coverage is too low, which can then trigger a thorough test review.

defect density means

Defect density is considered one of the most efficient testing techniques in the overall process of the software development process. While this practice is considered unnecessary by some software engineers, but it is still revered as the best way to identify bugs and errors in software. It is a metric that maps the defects in the software with the volume of the lines written to build the software.

Steps in Calculating Defect Density

As a result, it allows testers to focus on the right areas and give the best investment return at limited resources. During the electrostatic discharge, most of the damage that leads to the failure of an what is defect density LED die results from a transient peak discharge and a transient high temperature. A relatively large peak current is accompanied by a large energy release that brings permanent damages to the components.

To guarantee that software is flawless, software developers use the defect density function to find the software’s quality. Embracing a culture of continuous improvement is crucial for reducing defect density. Organizations should establish feedback loops, conduct regular retrospectives, and encourage open communication to identify areas for improvement. By continuously analyzing and refining the development process, teams can make incremental progress in reducing defect density and improving the overall quality of the software. Defect density, the number of defects per unit of software code, can be influenced by various factors that impact the development process and the resulting software product. Understanding these factors can help organizations make informed decisions and implement strategies to optimize defect density.

What is Defect Density? Formula to calculate with Example

Interpreting defect density results is essential for gaining insights into the software’s quality and identifying areas for improvement. Understanding the implications of high and low defect density values is crucial for making informed decisions and initiating appropriate actions. So according to this source, defect density is a metrics for quantifying quality aspects of the software, not of the development or QA process. Defect density and many other metrics for measuring the extent of testing are limited and require complex analysis to derive real insights.

  • What you need is a reliable series of steps to help you maintain control of your beta and reduce the heat you’re feeling.
  • Implementing best practices can significantly contribute to reducing defect density.
  • But, it is unfair to label a software’s quality based on just the defects count.
  • The current conduction in most LED devices assumes a horizontal structure, as most of the LEDs are built on nonconducting sapphire substrates with poor thermal conductivity.

Therefore, it’s crucial to understand the factors that result in an efficient outcome. Developers and the testing team need to arrange all the necessary conditions before initiating this process. This helps developers trace the affected areas properly, allowing them to achieve highly accurate results. Defect density refers to the number of defects identified in a software component or code segment, divided by the size of that component. This measurement is typically expressed as defects per line of code (DPL), defects per function point (DPFP), or defects per module (DPM).

Uses of Defect Density:

The lower the density (ie, the less defects reported), the higher the quality of the code. Above all, the efficiency and performance of the software remain the biggest factor that affects the defect density process. Some teams also count defect density as the number of defects per module. The rule will soon be that inspection systems contain the equivalent of a small main frame computer. Optimally, this would allow more rapid up-grades and diversification of the tool’s application. Even it helps in predicting the amount of testing that will be sufficient and defect corrections that may be required in future software developments.

So the defect density for this software product is 0.05 defects per line of code. The role of defect density is extremely important in Software Development Life Cycle (SDLC). Second, this gives the testing team to recruit an additional inspection team for re-engineering and replacements. One flaw per 1000 lines (LOC) is deemed acceptable, according to best practices. In addition to the polarity effect of the ESD stress test, the ESD robustness of an LED is also related to its physical device design. The current conduction in most LED devices assumes a horizontal structure, as most of the LEDs are built on nonconducting sapphire substrates with poor thermal conductivity.

Factors Affecting Defect Density Metrics

This is because fixing an error at an early stage will cost significantly less than rectifying it at a later stage. Defect density can help you identify the areas of your code that need more attention and testing. By comparing the defect density of different modules, functions, or releases, you can prioritize the ones that have higher defect rates and allocate more resources to fix them.

defect density means

Publishing these numbers can create a competitive environment and also useful at the time of salary appraisal. You can estimate the number of defects expected after testing based on the developer’s track record. If the number of defects found is significantly less than expected, it probably means the testing has not been thorough. Although all dopants induce defects, not all cases show the square root dependence on doping level.

Understanding Defect Density: Complete Guide

In this article, you will learn how to use defect density to improve your QA process and outcomes. Defect density is a recognised industry standard and it uses are numerous. It is a process of calculating the number of defects per development, which helps software engineers in determining the areas that are weak as well as that require rigorous testing. Code reviews involve peers reviewing each other’s code to identify potential defects, improve code readability, and ensure adherence to coding standards. Unit testing involves testing individual components in isolation to catch defects early.

Atomic Scale Imaging of Zeolite Defects – AZoNano

Atomic Scale Imaging of Zeolite Defects.

Posted: Thu, 19 Oct 2023 13:36:00 GMT [source]

Consul with Containers Consul HashiCorp Developer

Every task highlights a specific container instance that’s running. All our Docker consultants are available for both onsite and remote working relationships.

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  • The configuration directory is not exposed as a volume and will not persist data.
  • Our Docker Consulting services have steadily become our choice for clients.
  • While containerization makes it a breeze to build, deploy, and manage portable applications, DevOps ensures continuous delivery through better team collaboration.
  • MSys Technologies establishes a common Docker interface that can be leveraged by Development and Operation teams to work in tandem.

I give my consent to collect and store the provided information and also my user agent details and remote IP. ServerHealers blog is where you can learn and keep updated with new trends, news, tutorials, and other guides about the web hosting industry and all related technologies and companies. Please reach us if you still have any doubts or need any clarification about our Docker Consulting services. One of the reasons our Docker Consultancy has picked up is because Docker allows you to run multiple versions of the same software on one machine.


Check the image was downloaded by listing Docker images that match consul. You will need a local install of Docker running on your machine for this tutorial. You can find the instructions for installing Docker on your specific operating system here. With the Docker Managed Services, our team will take care of the upgrade and maintenance of your Dockerized environment with continuous support.

docker container consulting

For example, Docker networking is one of the most critical aspects of managing containers. We help you securely establish connections among the dockerized containers. CONSUL_LOCAL_CONFIG supports passing a JSON string of keys and values. To define the datacenter, server, and turn on debugging with enable_debug, use the following snippet when launching the Consul agent. Cleanup_dead_servers must be set to true to make sure that a stopped container is removed from the datacenter.

The Microservices Architecture 101

We can also check your current environment and suggest changes or additional use cases to improve your dockerized environment further. Two-week delivery of highly available Docker on your own hardware or in your data center. Here is an interesting fact – Dockers isn’t the only container platform that’s available. Youngest of the lot, Docker undoubtedly experienced the most success. Docker, which is Open Source, facilitates application components isolation in containers with a tailored set of instructions. The sustenance & support solutions by MSys helps product companies achieve a huge decrease in sustenance expenditure and a huge enhancement in the capabilities and features of their products.

You can reach our team anytime whenever you need assistance with Docker, and our team will take care of it. Quality Assurance or QA is a critical part of Software Development Lifecycle because it ensures your product is bug free and ready for release in time. At Impressicio, most of the DevOps Docker tools that we use are open source and have a proven track record. Say goodbye to vendor lock-in and keep the flexibility of tweaking the Docker platform to your specific needs. Read this aufs issue on github for docker-vault for more information. A common implementation pattern includes using the same interface for the client and bind arguments.

Docker Implementation

We can do more than that and have many other managed services that can benefit your business. We do Docker security as part of the Docker implementation service or as a separate service if you want to secure an existing Dockerized environment. We’ll secure your Docker environment with Docker Security best practices, OWASP, and CIS Docker security benchmarks.

Discover the perfect plan to empower your team and streamline your workflow. Following this evolution, Docker continues to give back with the containerd project, which Docker donated to the Cloud Native Computing Foundation in 2017. Containerd is an industry-standard container runtime that leverages runc and was created with an emphasis on simplicity, robustness and portability. The official Consul container supports stopping, starting, and restarting. If you have a local Consul binary in your PATH you can also export the CONSUL_HTTP_ADDRenvironment variable to point to the HTTP address of a remote Consul server. You can find the IP address of the Consul server by executing the consul members command inside of the badger container.

SH Docker Services

To gain a competitive advantage in today’s world, enhanced software delivery is the key to success for nearly every enterprise. One common challenge that all modern organizations face is not becoming constrained by limited in-house skills, unwieldy legacy applications or silo-bound teams. Docker docker consulting makes use of LXC containters, allowing you to build, ship, and run any app, anywhere. Docker is more app centric – it keeps software and applications encapsulated. With help from our tier one Docker Consultants, we can create a system that uses LXD and Docker together, getting the best of both.

docker container consulting

Containers take up less space than VMs , can handle more applications and require fewer VMs and Operating systems. Containers and virtual machines have similar resource isolation and allocation benefits, but function differently because containers virtualize the operating system instead of hardware. Our team of Docker Consultants can help you solve the “it doesn’t work on my machine” by containerizing all your apps into one system for both desktop and cloud environments. The journey from application development to delivery can be an uphill battle.

Docker Containers Are Everywhere: Linux, Windows, Data center, Cloud, Serverless, etc.

It also enables easy integration with Microservices and offers significant cost savings. Docker is a container orchestration tool that lets you package, run and manage applications as containers. Our Docker consulting services, help you to set up CI/CD pipeline with Docker, standardizes your environment, and ensures consistency across various development and release cycles. Marici helps you utilize Docker containers as a core building block for creating modern applications and platforms. Furthermore, we also help you setup Kubernetes to run containerized applications with scalability and velocity.

docker container consulting

Docker container technology was launched in 2013 as an open source Docker Engine. It leveraged existing computing concepts around containers and specifically in the Linux world, primitives known as cgroups and namespaces. Docker’s technology is unique because it focuses on the requirements of developers and systems operators to separate application dependencies from infrastructure. Success in the Linux world drove a partnership with Microsoft that brought Docker containers and its functionality to Windows Server.

Stop, start, and restart containers

Last_contact_threshold should be reasonably small, so that dead servers are removed quickly. This will allow you to bypass docker exec consul and use consul directly. The tutorial is Docker-focused, but the principles you will learn apply to other container runtimes as well. Customize your subscription to meet your needs with Docker solutions for security and Kubernetes. Ideal for individual developers, education, and open source communities.