Azure Marketplace Integrations

IBM Cloud Pak for Integration® acts as a holistic hybrid integration solution that implements an automated, closed-loop methodology to support diverse integration styles within a unified interface. This platform enables organizations to transform their data and resources into accessible APIs, effortlessly link cloud and on-premises applications, and guarantee dependable data transfer through enterprise messaging systems. It also supports real-time event interactions and facilitates data exchanges across multiple cloud environments while offering scalable deployment options through cloud-native architecture and shared services, all while ensuring high-level enterprise security and encryption. By utilizing this platform, companies can enhance their integration workflows through a versatile approach that prioritizes automation and efficiency. Furthermore, features like natural language-driven integration pathways, AI-assisted mapping, and robotic process automation (RPA) can be incorporated to optimize integrations and leverage operational data for continuous improvements, including more effective API testing and workload management. Ultimately, this extensive toolkit equips businesses to achieve exceptional integration results and respond adeptly to changing market demands, significantly enhancing their operational capabilities. As a result, organizations can maintain a competitive edge while streamlining their integration processes.

Introducing an MQTT Broker meticulously crafted to fulfill all your needs for implementing and expanding IoT applications. This platform boasts an efficient REST API, a rich dashboard equipped with customizable widgets, and a comprehensive data storage system, among others. Users are empowered to quickly gain insights into their IoT devices, tracking client connections and disconnections alongside vital data via multiple dashboard widgets. The system enhances user experience by offering alerts and color-coded indicators triggered by specific value thresholds. Additionally, it includes a powerful rules engine that transforms MQTT messages to streamline machine-to-machine communication automation, supporting both event-driven and timer-based rules, which allow users to identify data trends and automate relevant responses. For secure communications between devices, it employs a publish and subscribe messaging model reinforced by dual layers of security, featuring SSL/TLS encryption for connectivity and optional username/password authentication. Furthermore, robust web security measures are integrated for safe data access. To maintain high availability, the broker can function with multiple message brokers concurrently, ensuring efficient data collection and message distribution from devices. This architecture guarantees an impressive 99.99% success rate in data retrieval, providing reliability in the face of software challenges. Additionally, the system's adaptability facilitates effortless integration with a variety of IoT applications and services, making it an ideal solution for diverse deployment scenarios. Ultimately, this MQTT Broker stands out as a reliable and versatile choice for any IoT project.

Azure IoT Central provides a comprehensive security infrastructure, effortlessly adapts as your business grows, ensures that your investments are easily replicated, and integrates smoothly with your existing business software. By utilizing IoT Plug and Play, you can accelerate the development of scalable solutions. The implementation of an open modeling language enhances device communication within IoT ecosystems, allowing for effective device-to-cloud integration while reducing development time, costs, and complexities. Device manufacturers can create products that connect seamlessly with any Azure IoT cloud service, and solution creators can speed up their work without needing in-depth programming skills. As you reflect on the advancement of your IoT solutions and the protection of your data both on devices and in the cloud, keep in mind that Azure IoT Central is uniquely positioned as the only application platform designed with the crucial features of secure and scalable IoT systems. By tapping into our growing library of IoT app templates designed for key industry demands, you can secure a competitive advantage and transform your business processes. This unique blend of security and adaptability guarantees that your IoT endeavors remain innovative, empowering you to navigate and excel in the rapidly evolving technological environment. Ultimately, Azure IoT Central not only enhances the security of your operations but also fosters growth and innovation to help you stay ahead of the curve.

PuTTY is a free software application that provides SSH and Telnet capabilities for both Windows and Unix platforms, also acting as an xterm terminal emulator. This client application is compatible with various protocols such as SSH, Telnet, Rlogin, and SUPDUP, enabling users to establish remote sessions on computers across a network. Functioning primarily from the client side, it allows individuals to view and interact with remote systems seamlessly. For example, when you open PuTTY on a Windows machine and connect to a Unix server, a dedicated window appears for your use. Any commands you input into this window are sent straight to the Unix server, with the resulting responses being displayed back to you in the same interface. This capability means you can work on the Unix system as if you were right in front of its terminal, despite possibly being miles away. Besides this, PuTTY allows users to save configurations under named session profiles, while also providing the ability to adjust default settings for new connections. This adaptability enhances its utility, making it an invaluable tool for efficiently managing remote sessions, and its user-friendly interface further contributes to its appeal among users.

The Azure Hybrid Benefit presents a significant opportunity for cost reduction when operating workloads in the cloud. This licensing program enables users to apply their Software Assurance-enabled licenses for Windows Server and SQL Server from their on-premises environments directly within Azure. Recently, the benefit has broadened to encompass subscriptions for RedHat and SUSE Linux, further increasing its appeal. By transitioning your existing Windows Server and SQL Server licenses to Azure, companies can realize savings of up to 85 percent compared to conventional pay-as-you-go pricing. To further enhance your savings, it’s advisable to pair this benefit with reservation pricing and extended security updates, which can lead to the lowest total cost of ownership. Moreover, the ability to utilize current SQL Server licenses in platform as a service (PaaS) settings provides additional flexibility and economic benefits. In summary, the Azure Hybrid Benefit is an essential cost-saving strategy that assists businesses in managing their cloud spending effectively while adapting to evolving technological needs. As organizations continue to embrace hybrid cloud solutions, this benefit will likely become an increasingly vital component of their financial planning.

An affordable, lightweight, and efficient software media server, Nimble Streamer provides an extensive range of features tailored for live streaming across multiple protocols. This versatility makes it an attractive option for those seeking reliable streaming solutions.

Employ high-definition video encoding in conjunction with streaming services to effortlessly engage your audience on their chosen devices. Additionally, harness the power of artificial intelligence to enhance both the visibility and efficacy of your content while safeguarding it through digital rights management (DRM) measures. A well-structured multi-channel pipeline is established to synchronize audio and video analysis, merging diverse cues into a cohesive timeline. The intuitive web interface simplifies evaluation and integration, supported by user-friendly web widgets and REST APIs. With customizable management features at your fingertips, you have the ability to train and optimize selected models, leading to a marked improvement in indexing accuracy. Compliance with critical regulations such as HIPAA, ISO 27001-27018, FedRAMP, HITRUST, and PCI is maintained across all operational aspects. By automatically extracting advanced metadata, your audio and video content will gain greater discoverability. Furthermore, enhance your applications by adding new forms of identifiable content, including spoken language, written text, facial recognition, and the ability to identify speakers, celebrities, and emotions, which can enrich the user experience even more. This all-encompassing strategy not only elevates audience engagement but also yields insightful data regarding viewer preferences. As a result, you can tailor your content more effectively to meet the evolving needs of your audience.

Efficiently transform audio recordings into written text in more than 85 languages and their distinct variations. You can boost accuracy by tailoring models to fit specialized terminology relevant to different fields. Harness the potential of spoken audio by enabling search functionalities or performing analytics on the transcribed content, which can lead to actionable insights, all within your preferred programming framework. Obtain top-notch audio-to-text transcriptions using advanced speech recognition technology. Broaden your vocabulary with specialized terms or construct custom speech-to-text models that meet your specific requirements. Deploy Speech to Text solutions in a versatile manner, whether in cloud environments or on local devices through containers. Utilize the same robust technology that supports speech recognition in numerous Microsoft products. Convert audio from a variety of inputs including microphones, audio files, and cloud-based storage solutions. Implement speaker diarization to track who is speaking and when during discussions. Enjoy well-organized transcripts that come with automatic formatting and punctuation. Additionally, personalize your speech models to adeptly recognize industry-specific terminology, thus enhancing overall efficiency. This level of customization ensures that the transcriptions are not only accurate but also contextually relevant.

N2WS provides a comprehensive and efficient backup and recovery solution that integrates perfectly into any enterprise operating in the AWS ecosystem. Take control of your data management by implementing automated archiving strategies, enabling you to choose the most cost-effective storage options aligned with your objectives. Ensure that compliance standards are upheld while maintaining easy access to your data. This award-winning system features advanced data lifecycle management, specifically tailored for businesses utilizing AWS Cloud services. With flexible policies and scheduling capabilities—including support for Amazon S3 backups—you can restore individual files, folders, or even entire instances and volumes whenever necessary. Enjoy the advantages of application-consistent backups designed for AWS databases and receive ongoing technical support from our dedicated in-house team with all paid subscriptions. Effortlessly recover from outages or failures with a simple click, achieving restoration in as little as 30 seconds. Setting up automated disaster recovery drills is just as straightforward as organizing any backup policy. To maximize data security, keep your backups in a separate region, enhancing protection against potential threats such as ransomware. Additionally, the tool’s intuitive interface allows for easy navigation and management of backup tasks, making it an excellent option for organizations of any size while ensuring peace of mind in data resilience. With its robust features and user-friendly design, N2WS stands out as a premier choice for businesses aiming to safeguard their data effectively.

You have the ability to develop blockchain and digital asset solutions without needing to build everything from the ground up. By starting with a small-scale implementation, you can swiftly transition to full production. There is a wide selection of cloud services, hybrid deployment choices, geographical locations, protocols, and consensus mechanisms available at your fingertips. This user-friendly approach simplifies blockchain integration, enabling you to expedite the creation and launch of your decentralized applications (dApps). The platform features an intuitive interface designed to oversee every aspect of your blockchain networks and operating environments. Additionally, automated tools and workflows facilitate the scaling of your business network and the onboarding of new participants. Each participant is tasked with the management of their own key materials, data, and nodes, ensuring security and autonomy. You can effectively expand your network using either a single proxy operator or through distributed ownership among participants. Furthermore, the system allows you to oversee networks, memberships, users, and environments with ease, ensuring a seamless management experience. This comprehensive capability encourages innovation and growth in the blockchain space.

Adobe Commerce is an enterprise-grade, composable ecommerce platform designed to deliver personalized, high-performance shopping experiences across B2C and B2B environments. Built as a cloud-native solution, it allows businesses to manage multiple brands, storefronts, and global markets from one centralized system. Its lightning-fast storefront architecture is optimized for SEO and performance, enabling faster page loads and improved search visibility. Prebuilt storefront components, including product listing pages, carts, and checkout functionality, accelerate site launches and reduce development time. Generative AI-powered tools and visual editors empower marketing teams to create compelling content and experiment with merchandising strategies without relying heavily on developers. Native A/B testing capabilities help optimize user journeys and maximize conversion rates over time. The platform supports advanced personalization to connect marketing and commerce efforts into unified shopping experiences. Robust B2B features, including self-service portals and account-level purchasing workflows, simplify complex enterprise buying cycles. Seamless integrations with ERP, CRM, PIM, and other enterprise systems ensure operational efficiency and accurate data synchronization. Its composable architecture allows brands to extend and customize functionality through APIs and third-party integrations. Designed to handle peak traffic volumes and large product catalogs, Adobe Commerce provides scalability and enterprise-grade security. By combining flexibility, AI-driven personalization, and operational efficiency, Adobe Commerce enables organizations to capture demand, expand globally, and drive sustainable revenue growth.

Node.js is an event-driven JavaScript runtime that operates asynchronously, making it ideal for building scalable network applications. Whenever a connection occurs, a callback function is activated; in cases where there are no ongoing tasks, Node.js shifts into a dormant state. This method starkly contrasts with the conventional concurrency model that depends on operating system threads, which can often be inefficient and introduce substantial usability hurdles. Furthermore, Node.js developers can avoid the intricacies associated with dead-locking since its architecture is designed without locks. Remarkably, few functions in Node.js perform direct I/O operations, allowing the process to remain unblocked unless synchronous methods from the standard library are called. This non-blocking characteristic significantly enhances the potential for building scalable systems with Node.js. The design principles of Node.js echo those found in frameworks such as Ruby's Event Machine and Python's Twisted, pushing the event model to new heights. Importantly, Node.js integrates the event loop as a core component of its runtime environment instead of simply treating it as a library, thereby increasing both its efficiency and usability. Consequently, this unique design serves to make Node.js a highly appealing option for developers aiming to craft high-performance applications, while also fostering a vibrant ecosystem of tools and libraries that support its capabilities.

ArcGIS Pro is a powerful desktop GIS application designed with significant contributions from its user base, providing a diverse set of features. The software stands out for its capabilities in data visualization, advanced analysis, and dependable data management across multiple dimensions such as 2D, 3D, and 4D. Users have the ability to easily share their data through the wider range of ArcGIS products, including ArcGIS Online and ArcGIS Enterprise, enabling smooth collaboration within the ArcGIS ecosystem via Web GIS. Discover the extensive array of tools and functionalities that ArcGIS Pro has to offer. With this software, you can combine various data sources to generate maps that are not only visually appealing but also informative. Utilize cutting-edge scientific analytics on differing types of data to identify patterns, create forecasts, and address questions. Projects and findings can be swiftly shared throughout your organization, online, and through mobile applications, enhancing accessibility. Additionally, ArcGIS Pro supports multiple data formats, adhering to both industry and community standards to ensure compatibility with any dataset at your disposal, allowing users to fully exploit their geographic information. This software empowers users with virtually limitless opportunities for data integration and analysis, paving the way for innovative solutions in geographic research. Furthermore, as technology continues to evolve, ArcGIS Pro is consistently updated to incorporate the latest advancements, ensuring that users remain at the forefront of GIS technology.

Utilize the most widely adopted observability platform, built on the robust Elastic Stack, to bring together various data sources for a unified view and actionable insights. To effectively monitor and derive valuable knowledge from your distributed systems, it is vital to gather all observability data within one cohesive framework. Break down data silos by integrating application, infrastructure, and user data into a comprehensive solution that enables thorough observability and timely alerting. By combining endless telemetry data collection with search-oriented problem-solving features, you can enhance both operational performance and business results. Merge your data silos by consolidating all telemetry information, such as metrics, logs, and traces, from any origin into a platform designed to be open, extensible, and scalable. Accelerate problem resolution through automated anomaly detection powered by machine learning and advanced data analytics, ensuring you can keep pace in today’s rapidly evolving landscape. This unified strategy not only simplifies workflows but also equips teams to make quick, informed decisions that drive success and innovation. By effectively harnessing this integrated approach, organizations can better anticipate challenges and adapt proactively to changing circumstances.

Discover the benefits of ChromeOS for both PCs and Macs, which embraces a cloud-first, user-friendly, and secure framework. With ChromeOS Flex, you can effortlessly upgrade your existing hardware in an eco-friendly manner at no cost. This system can be deployed across numerous machines or simply trialed to experience the advantages of a cloud-centric operating system firsthand. By opting for ChromeOS Flex, your computers will be fortified against security threats, boot up rapidly, maintain optimal performance over time, receive automatic updates, and can be managed remotely via the cloud. Devices start up efficiently, ensuring minimal downtime while updates occur seamlessly in the background. Users can quickly access virtual desktop infrastructure (VDI) and web applications within a streamlined and reliable setting. ChromeOS Flex can be distributed across your entire network using USB or network installation, and user settings along with policies are synchronized to devices almost instantly. The Google Admin console simplifies remote management, allowing updates and device policy configurations to be handled with ease. Moreover, the integration of sandboxing technology and the restriction on executables negates the need for traditional antivirus solutions, positioning this operating system as an intelligent choice for contemporary businesses. Ultimately, this cutting-edge platform not only bolsters security measures but also significantly enhances workforce productivity and efficiency across the board.

Effectively uncover, document, and manage your metadata with ease. Dataedo provides a variety of automated metadata scanners that connect with various database technologies, extracting data structures and metadata to fill your metadata repository. With just a few clicks, you can construct a detailed catalog of your data while outlining each element. Simplify table and column names using intuitive aliases, and deepen your comprehension of data assets by including user-defined descriptions and custom fields. Utilize sample data to enhance your understanding of the contents within your data assets, allowing you to better evaluate the information before use and ensure its quality. Uphold high data standards through effective data profiling methods. Promote widespread access to data knowledge throughout your organization. By enhancing data literacy and democratizing access, you empower every member of your organization to utilize data more efficiently with an easy-to-use on-premises data catalog solution. Ultimately, a well-organized data catalog plays a crucial role in nurturing data literacy, which will lead to more informed decision-making processes across all levels of your organization. This collective knowledge can drive innovation and foster a data-driven culture.

Airbyte is an innovative data integration platform that employs an open-source model, aimed at helping businesses consolidate data from various sources into their data lakes, warehouses, or databases. Boasting an extensive selection of more than 550 pre-built connectors, it empowers users to create custom connectors with ease using low-code or no-code approaches. The platform is meticulously designed for the efficient transfer of large data volumes, consequently enhancing artificial intelligence workflows by seamlessly integrating unstructured data into vector databases like Pinecone and Weaviate. In addition, Airbyte offers flexible deployment options that ensure security, compliance, and governance across different data models, establishing it as a valuable resource for contemporary data integration challenges. This feature is particularly significant for organizations aiming to bolster their data-driven decision-making capabilities, ultimately leading to more informed strategies and improved outcomes. By streamlining the data integration process, Airbyte enables businesses to focus on extracting actionable insights from their data.

Nix presents a unique approach to package management and system configuration. It facilitates the development of systems that are reproducible, declarative, and trustworthy. By isolating the package building process, Nix ensures that each package is reproducible and devoid of hidden dependencies, ensuring that a package which works correctly on one machine will behave the same way on another. Moreover, Nix enhances the ease of sharing development and build environments across different projects, irrespective of the programming languages or tools being used. A significant advantage of Nix is its ability to prevent the installation or upgrade of one package from interfering with others, including the option to roll back to previous versions, which helps maintain stability during updates. Acting as a purely functional package manager, Nix treats packages as immutable values akin to those in functional programming languages such as Haskell, where functions are free from side effects and packages remain unchanged post-construction. This strategy not only fosters reliability and uniformity in software environments but also encourages developers to adopt best practices in project management and collaboration. Ultimately, Nix's innovative methodology positions it as a powerful tool in the realm of software development.

Start leveraging the fully-managed Akuity platform tailored for Argo CD, which connects you directly with the experts who developed and maintain Argo. Take full advantage of a premium collection of Kubernetes-native application delivery tools while seamlessly implementing GitOps methodologies in your organization. We have modernized Argo CD into a cloud-based solution to enhance user experience. Designed with a focus on delivering the finest developer experience, the Akuity platform includes thorough analytics and is fully prepared for enterprise deployment from day one. Effectively manage large-scale clusters and securely launch numerous applications by following GitOps best practices. The Argo Project is a suite of open-source tools dedicated to deploying and managing applications and workloads on Kubernetes, enhancing its APIs and revealing robust features for continuous delivery, container orchestration, event automation, and progressive delivery among others. Recognized as a project under the Cloud Native Computing Foundation (CNCF), Argo is trusted by leading enterprises worldwide for production use. As the demand for cloud-native solutions increases, many organizations are turning to Argo for its exceptional reliability and powerful capabilities. This trend signifies a growing recognition of the value that Argo brings to modern software deployment and operations.

Over the past two decades, Rails has enabled countless enterprises to connect with millions of users and attain billion-dollar valuations. With contributions from over six thousand developers, the community has also seen numerous individuals actively participating in advocacy, documentation, and issue reporting. Rails efficiently manages various functions including rendering HTML templates, updating databases, overseeing email communications, supporting real-time interactions via WebSockets, queuing jobs for asynchronous processing, and facilitating cloud storage, all while providing strong defenses against common security threats. It transforms databases into dynamic environments where complex objects encapsulate business logic, model relationships between tables, trigger callbacks upon data modifications, encrypt sensitive data seamlessly, and generate SQL queries in a user-friendly manner. Serving as the essential link between the domain model and web interfaces, controllers handle incoming parameters, control caching headers, and render templates, resulting in responses formatted as either HTML or JSON. This comprehensive suite of features solidifies Rails as a formidable framework for contemporary web development, appealing to both developers and businesses alike. Ultimately, its blend of functionality and community support fosters an ecosystem that encourages innovation and growth.

Laravel stands out as a cutting-edge web application framework celebrated for its clear and elegant syntax. We have built a robust platform that enables you to channel your creativity without getting overwhelmed by insignificant details. Our dedication to producing clean code resonates with your own values, and the straightforward yet powerful syntax provides you with remarkable capabilities at your disposal. Each feature has been thoughtfully crafted to guarantee an enjoyable experience for developers. You can effortlessly handle background tasks for processes that take time, such as sending out emails and creating reports, all while maintaining exceptionally quick response times. Say goodbye to the complexities of authentication; Laravel simplifies this process with its built-in scaffolding for secure, session-based authentication, and using Laravel Sanctum makes adding authentication for APIs and mobile applications incredibly easy. Additionally, Laravel is committed to delivering a superior testing experience that you are bound to value. Bid farewell to unreliable tests that are hard to manage; instead, benefit from beautiful testing APIs, effective database seeding, and smooth browser testing, which empowers you to launch your applications with absolute assurance. This holistic approach is designed not only to boost productivity but also to ensure a fulfilling experience for developers working on any project, making Laravel a top choice in the web development landscape. The framework’s continuous evolution and community support further enrich its capabilities, ensuring you’re always equipped with the latest tools and best practices.

Learn how to build applications with Angular, ensuring that your coding expertise is applicable across multiple deployment environments such as web, mobile web, native mobile, and desktop platforms. Experience unmatched performance on the Web Platform today, leveraging advanced capabilities like Web Workers and server-side rendering to boost performance even further. With Angular, you can effectively manage scalability to accommodate significant data requirements by creating data models with tools like RxJS, Immutable.js, or other reactive models. Rapidly implement features using clear, declarative templates, while also having the flexibility to enhance the template language with custom components alongside a wide range of existing ones. Benefit from dedicated Angular support and feedback across nearly every IDE and code editor, streamlining your development experience. This efficient methodology allows you to focus on designing outstanding applications rather than getting entangled in code complications. From the early stages of prototyping to full-scale deployment, Angular offers a productive and scalable framework that underpins some of Google's largest applications, providing a solid base for your development endeavors. Ultimately, this comprehensive toolkit empowers you to innovate and achieve excellence in application development, ensuring you have everything needed to stay ahead in a competitive landscape. As you navigate the development process, you'll discover new ways to optimize your workflow and enhance the quality of your output.

Flask is a lightweight WSGI web application framework designed with a focus on simplicity and quick development, making it user-friendly for newcomers while still being robust enough for intricate projects. Initially, it functioned as a straightforward wrapper around Werkzeug and Jinja, but it has since transformed into one of the most prominent frameworks for web development using Python. The framework offers guidance without enforcing rigid rules regarding dependencies or the organization of projects, thereby allowing developers the liberty to choose their favorite tools and libraries. Additionally, the vibrant community surrounding Flask has produced numerous extensions, which aid in seamlessly adding more features and functionalities to applications. This adaptability, combined with strong community support, has played a significant role in Flask's widespread appeal and lasting success among developers. As a result, many choose Flask not only for its ease of use but also for the extensive resources available to enhance their web development projects.

Next.js provides an outstanding experience for developers by integrating key production features like hybrid static and server rendering, TypeScript support, smart bundling, and route pre-fetching, among many others. To effectively master Next.js, an immersive course filled with quizzes will equip you with all the essential skills required. With the release of version 10.0.0, internationalized (i18n) routing has been added, enabling users to define a range of locales, a default locale, and domain-specific locales, which Next.js handles effortlessly. This advancement allows developers to effortlessly build applications tailored for a worldwide audience without the need for tedious manual routing changes. As a result, Next.js not only simplifies development but also enhances the potential for reaching diverse markets.

Participating in Swift programming is not only fun but also interactive, thanks to its concise and expressive syntax that incorporates modern features valued by developers. Built with an emphasis on safety, Swift allows the development of software that functions at impressive speeds. This programming language stands as a result of innovative research in language design, combined with rich experience in creating applications for Apple platforms. The clarity of its syntax supports the use of named parameters, which greatly improves the readability and maintainability of APIs in Swift. A significant advantage is the elimination of semi-colons, which results in a more fluid and streamlined coding process. Additionally, inferred types lead to a more organized codebase and minimize the chances of errors, while modules do away with the necessity for headers, creating well-structured namespaces. To accommodate a variety of international languages and even emojis, Swift strings are designed to be Unicode-compliant and employ UTF-8 encoding for enhanced performance in diverse applications. Furthermore, writing concurrent code is made easy with user-friendly built-in keywords that clarify asynchronous behavior, thereby improving both the clarity and reliability of the code. This rich array of features establishes Swift as an attractive option for developers looking to build efficient, reliable, and innovative applications that meet modern demands. Its growing community and extensive resources also contribute to making the learning curve easier for newcomers.

Beautiful Soup is an efficient library tailored for the straightforward extraction of information from web pages. It functions by leveraging HTML or XML parsers and provides Pythonic functions to assist in navigating, searching, and modifying the parse tree. Support for Python 2 was officially terminated on December 31, 2020, which occurred a year after Python 2 was itself discontinued. As a result, all future development of Beautiful Soup will solely concentrate on Python 3. The last iteration of Beautiful Soup 4 that was compatible with Python 2 was version 4.9.3. Furthermore, Beautiful Soup is available under the MIT license, enabling users to easily download the tarball, integrate the bs4/ directory into almost any Python project or library path, and start using it immediately. This seamless integration contributes to its popularity among developers engaged in web scraping, making it a highly favored tool in the community. Moreover, its extensive documentation and active community support further enhance its appeal for both novice and experienced programmers alike.

Selenium WebDriver mimics the actions of a real user when interacting with web browsers, whether on local machines or through remote servers. It provides an easy-to-use programming interface that emphasizes efficiency. With very little setup, WebDriver can effectively operate on all major web browsers. This tool allows you to automate processes in widely used browsers such as Firefox, Safari, Edge, Chrome, Internet Explorer, and beyond! The term Selenium WebDriver refers to both the language bindings and the various implementations that enable browser manipulation, and it is often simply referred to as WebDriver. The World Wide Web Consortium (W3C) is an international organization dedicated to creating web standards. In June 2018, WebDriver was formally adopted as a W3C recommendation. Major browser developers like Mozilla, Google, Apple, and Microsoft are committed to supporting WebDriver, continuously improving both their browsers and the associated control code, leading to more uniform functionality across platforms. This uniformity enhances the dependability of your automation scripts, resulting in a more efficient testing process. Consequently, developers can expect their automated tests to yield consistent results across different environments.

Playwright works seamlessly with all modern rendering engines, including Chromium, WebKit, and Firefox. It supports testing on various operating systems such as Windows, Linux, and macOS, whether in a local setup or continuous integration environments, and it can function in both headless and headed modes. The framework guarantees that actions are executed only when the elements are ready for user interaction, featuring an extensive array of introspection events. This integration effectively eliminates the dependence on artificial timeouts, which often lead to unreliable tests. Moreover, Playwright's assertions are specifically designed for the web's dynamic nature, automatically reattempting checks until the defined conditions are met. Users have the flexibility to tailor their test retry strategies and can capture execution traces, videos, and screenshots to further reduce instability. In terms of its architecture, browsers handle web content from different origins in isolated processes, enabling Playwright to align with the principles of modern browser frameworks and conduct tests out-of-process. This architectural choice significantly mitigates the usual limitations of in-process test runners, thereby boosting testing efficiency and reliability. Consequently, Playwright stands out as a powerful tool for developers looking to enhance their testing workflows and ultimately improve their software quality. By adopting Playwright, teams can ensure comprehensive coverage and a smoother testing experience across diverse environments.

Protect your entire Office 365 ecosystem from advanced threats like phishing and business email compromise. By integrating sophisticated threat protection, you can boost productivity and simplify administrative duties while reducing overall ownership costs. Improve the efficiency of your Security Operations by taking advantage of unmatched scalability and effectiveness offered through automation. Deliver a thorough defense for your organization against various attacks throughout the kill chain with a unified collaboration solution. Safeguard against a wide array of targeted and volume-based threats, including ransomware, credential phishing, and advanced malware, through a robust filtering system. Employ cutting-edge AI technology to detect malicious or suspicious content, including files and links, within the Office 365 environment. Keep a vigilant watch on threats across Office 365 with advanced hunting capabilities designed to help identify, prioritize, and analyze potential risks. Additionally, empower your security team with a range of incident response options and automation tools, ensuring your defenses remain strong against evolving threats. This all-encompassing strategy guarantees that your organization is well-equipped to navigate the complexities of modern cybersecurity challenges while maintaining a proactive stance. By continually enhancing your security measures, you not only protect sensitive data but also foster a culture of security awareness within your organization.

Discover the premier API gateway globally, tailored for hybrid and multi-cloud setups while being fine-tuned for microservices and distributed architectures. Begin your journey today by downloading Kong Gateway for free. This robust solution not only accommodates hybrid and multi-cloud environments but also includes a Kubernetes-native ingress feature along with capabilities for declarative configuration management. Integrated into the Konnect managed connectivity platform, Kong Gateway offers vital connectivity functions such as API Portals and AI-enhanced anomaly detection, ensuring high-performance connectivity runtimes. Amplify your experience by utilizing a range of plugins developed by both Kong and the community, or create your own with our detailed and intuitive plugin development kit. The Gateway can be effortlessly configured via an API, a web interface, or through declarative configuration, making it easy to implement updates in your CI/CD workflows. With its extensive range of features, Kong Gateway enables users to develop powerful and scalable API management solutions that can evolve with their needs. Overall, this flexibility and power position Kong Gateway as a leader in the API management space.

OpenSSH is recognized as the premier tool for implementing remote logins via the SSH protocol. It safeguards all communications through encryption, thereby preventing eavesdropping, connection hijacking, and a range of cyber threats. In addition, OpenSSH offers a robust suite of secure tunneling capabilities, diverse authentication methods, and extensive configuration options. Commands such as ssh, scp, and sftp enable seamless execution of remote tasks, while key management is efficiently conducted through tools like ssh-add, ssh-keysign, ssh-keyscan, and ssh-keygen. On the server side, essential components include sshd, sftp-server, and ssh-agent, all of which contribute to its functionality. This versatile software is developed by a dedicated team from the OpenBSD project and is released under a BSD-like license. Despite its integration into many commercial applications, only a handful of companies provide financial backing for its ongoing development. Users seeking support for OpenSSH can reach out to the OpenBSD Foundation. Given the known vulnerabilities associated with protocols such as telnet and rlogin, it is crucial for all operating systems to have built-in support for the SSH protocol. The SSH protocol comprises two separate and incompatible versions, SSH 1 and SSH 2, which can sometimes result in compatibility challenges. As the demand for secure communications rises, the implementation of OpenSSH is becoming increasingly prevalent across a wide array of industries. Its growth reflects a broader recognition of the importance of robust security measures in today's digital landscape.

Organizations sometimes encounter challenges when attempting to share and collaborate on files securely with external parties, such as clients and partners, who are not integrated into their identity management systems. NirvaShare effectively tackles these issues by overseeing access, security, and compliance for sharing cloud-stored files with external users. Beyond its compatibility with cloud environments, NirvaShare can also be deployed within on-premise setups, smoothly connecting with existing S3-compatible or other supported storage systems to enhance file sharing for all stakeholders, whether internal or external. While sharing files or folders, users can effortlessly establish specific access permissions that dictate who can download, upload, or delete content. Additionally, linking groups and users from your Active Directory or any other identity provider is a simple task. Importantly, NirvaShare is designed to handle substantial file transfers efficiently, accommodating sizes that can reach several tens of gigabytes, all while keeping resource usage remarkably low. As a result, it serves as an excellent solution for organizations striving to optimize their secure file-sharing processes, ultimately fostering better collaboration and productivity. Furthermore, NirvaShare's user-friendly interface ensures that both technical and non-technical users can navigate the system with ease.

The JCov open-source project was established to gather quality metrics pertinent to the creation of test suites. By making JCov readily available, the initiative seeks to improve the verification process of regression test executions in the development of OpenJDK. The main objective of JCov is to provide clarity regarding test coverage metrics. Advocating for a standardized coverage tool such as JCov offers advantages to OpenJDK developers by delivering a code coverage solution that progresses alongside developments in the Java language and virtual machine. Completely developed in Java, JCov functions as a tool for evaluating and analyzing dynamic code coverage in Java applications. It encompasses features that assess method coverage, linear block coverage, and branch coverage, while also pinpointing execution paths that go untested. Furthermore, JCov has the capability to annotate the source code of the program with coverage information. This tool is particularly significant from a testing perspective, as it aids in uncovering execution paths and provides insights into how various code segments are utilized during testing. Such comprehensive understanding empowers developers to refine their testing methodologies and elevate the overall quality of their code, ultimately contributing to more robust software development practices.

By leveraging the Azure SignalR Service, you can effortlessly embed real-time communication functionalities into your web application without needing in-depth knowledge of real-time technologies. There is no necessity to configure or oversee servers just to introduce these capabilities into your project. This fully managed service streamlines the integration of real-time communication, alleviating any worries about hosting, scalability, or load balancing, as these elements are handled automatically. You can take full advantage of a wide range of Azure offerings! Seamlessly connect with various services such as Azure Functions, Azure App Service, Azure Active Directory, Azure Storage, Azure Analytics, Power BI, IoT, Cognitive Services, and Machine Learning, among others. By choosing the Premium Tier of SignalR Service, you gain access to advanced enterprise features like auto-scaling, improved service level agreements, support for Azure Availability Zones, and rate limiting. Furthermore, you can effortlessly send detailed metrics to Azure Monitor or integrate with alternative monitoring solutions to effectively oversee your application's performance. This guarantees that your real-time communication capabilities are not only robust and reliable but also scalable to meet increasing demands. Ultimately, the Azure SignalR Service allows developers to focus on their core application functionalities while ensuring efficient communication features are effortlessly integrated.

Leverage advanced coding and linguistic models across a wide range of applications. Tap into the capabilities of extensive generative AI models that offer a profound understanding of both language and programming, facilitating innovative reasoning and comprehension essential for creating cutting-edge applications. These models find utility in various areas, such as writing assistance, code generation, and data analytics, all while adhering to responsible AI guidelines to mitigate any potential misuse, supported by robust Azure security measures. Utilize generative models that have been exposed to extensive datasets, enabling their use in multiple contexts like language processing, coding assignments, logical reasoning, inferencing, and understanding. Customize these generative models to suit your specific requirements by employing labeled datasets through an easy-to-use REST API. You can improve the accuracy of your outputs by refining the model’s hyperparameters and applying few-shot learning strategies to provide the API with examples, resulting in more relevant outputs and ultimately boosting application effectiveness. By implementing appropriate configurations and optimizations, you can significantly enhance your application's performance while ensuring a commitment to ethical practices in AI application. Additionally, the continuous evolution of these models allows for ongoing improvements, keeping pace with advancements in technology.

Seamlessly distribute data from multiple sources to other organizations, regardless of its format or volume. You can easily control the information shared, determine who has access, and set the terms for its use. Data Share provides full visibility into your data-sharing relationships via an intuitive interface. With just a few clicks, you can share data or develop your own tailored application using the REST API. This serverless, no-code data-sharing solution removes the necessity for infrastructure setup or ongoing maintenance. Its user-friendly design enables you to manage all your data-sharing activities with ease. The automated features boost productivity and guarantee consistent results. Furthermore, the service is enhanced by Azure's security measures to protect your data during sharing. You can quickly share both structured and unstructured data from various Azure repositories without delay. There is no need to establish infrastructure or manage SAS keys, making the sharing process entirely code-free. You retain authority over data access while defining terms of use that conform to your organizational policies, ensuring both compliance and security throughout the sharing process. This efficient method not only facilitates collaboration within your organization but also protects sensitive information, fostering a culture of secure data management. By utilizing this service, organizations can enhance their operational efficiency and build stronger partnerships.

Cacti provides an extensive and adaptable framework designed for operational oversight and fault management, appealing to a worldwide user base. It acts as a holistic solution for network visualization, capitalizing on RRDTool's remarkable capabilities for data storage and graph generation. The platform is equipped with a distributed, resilient data collection infrastructure, as well as advanced automation features that facilitate the management of devices, graphs, and trees through the use of templates. Alongside its diverse methods of data acquisition, Cacti enhances functionality through the support of plugins, implements role-based management for users, groups, and domains, and offers a theming engine with multilingual capabilities from the outset. All these features are seamlessly integrated into an intuitive interface, making it suitable for environments ranging from small LAN setups to complex networks with thousands of devices. To run Cacti effectively, users are required to have MySQL, PHP, RRDTool, net-snmp, and a compatible web server like Apache or IIS. At the core of Cacti's architecture and database management lies the concept of devices and their corresponding templates, which are essential for its functionality. Furthermore, the system’s flexibility allows it to be an ideal choice for organizations aiming to enhance their network monitoring efficiency and effectiveness. This adaptability ensures that Cacti remains relevant and useful as network demands evolve over time.

Azure Data Explorer offers a swift and comprehensive data analytics solution designed for real-time analysis of vast data streams originating from various sources such as websites, applications, and IoT devices. You can pose questions and conduct iterative data analyses on the fly, enhancing products and customer experiences, overseeing device performance, optimizing operations, and ultimately boosting profitability. This platform enables you to swiftly detect patterns, anomalies, and trends within your data. Discovering answers to your inquiries becomes a seamless process as you delve into new subjects. With a cost-effective structure, you can execute an unlimited number of queries without hesitation. Efficiently uncover new opportunities within your data, all while utilizing a fully managed and user-friendly analytics service that allows you to concentrate on deriving insights rather than managing infrastructure. The ability to quickly adapt to dynamic and rapidly changing data environments is a key feature of Azure Data Explorer, making it a vital tool for simplifying analytics across all forms of streaming data. This capability not only enhances decision-making but also empowers organizations to stay ahead in an increasingly data-driven landscape.

To effectively build your mail server with open-source software, consider utilizing platforms like CentOS Stream, Rocky, Alma, Debian, Ubuntu, FreeBSD, and OpenBSD. Using iRedMail, you can create a FREE, OPEN SOURCE, and FULLY OPERATIONAL mail server in only a few minutes. We have simplified the process by integrating all necessary open-source components and adhering to best practices, which enables our solution to manage all critical tasks for you. Furthermore, we offer professional support to help you resolve any challenges that may arise. You retain complete control over your personal data stored locally, empowering you to enhance email security and access transaction logs. No outside entity can access your communication content. Every component in iRedMail is derived from open-source software, guaranteeing that you receive timely bug fixes and updates from trustworthy Linux and BSD vendors. By choosing iRedMail, you're not just setting up a mail server; you're also ensuring that your email system is both secure and private. Additionally, the user-friendly interface and robust features of iRedMail make it an excellent choice for anyone seeking to implement a reliable mail server using open-source technology. In this manner, iRedMail emerges as the premier option for individuals aiming to establish their own mail server with confidence.

Project Planner combines cutting-edge Artificial Intelligence with digital project management systems to improve employee productivity, enhance communication, and streamline workflows. The Pai AI assistant is on hand to answer questions and assist in task execution, which significantly increases your team's overall output. By leveraging AI-enhanced project management tools, users can efficiently arrange their projects, track deadlines, and ensure tasks are completed as planned. With the features offered by Project Planner, teams can reliably meet deadlines and deliver exceptional results, as they receive instant alerts for their assigned responsibilities. Every team member is able to submit their work through the platform, enabling Project Planner to aggregate and summarize these contributions for prompt decision-making, thereby promoting a more responsive work environment. This synergy of AI technology not only boosts operational performance but also fosters better collaboration among team members, resulting in a more integrated project management experience. Ultimately, the combination of advanced tools and real-time communication paves the way for a more dynamic and efficient organizational workflow.

Ollama distinguishes itself as a state-of-the-art platform dedicated to offering AI-driven tools and services that enhance user engagement and foster the creation of AI-empowered applications. Users can operate AI models directly on their personal computers, providing a unique advantage. By featuring a wide range of solutions, including natural language processing and adaptable AI features, Ollama empowers developers, businesses, and organizations to effortlessly integrate advanced machine learning technologies into their workflows. The platform emphasizes user-friendliness and accessibility, making it a compelling option for individuals looking to harness the potential of artificial intelligence in their projects. This unwavering commitment to innovation not only boosts efficiency but also paves the way for imaginative applications across numerous sectors, ultimately contributing to the evolution of technology. Moreover, Ollama’s approach encourages collaboration and experimentation within the AI community, further enriching the landscape of artificial intelligence.

This platform serves as a collaborative center for the open-source iteration of the Java platform, standard edition, alongside its related projects. You can easily download and install the most recent open-source JDK, which includes Oracle’s free OpenJDK JDK 21 binaries, licensed under GPL and designed for production use on Linux, macOS, and Windows systems. Furthermore, Oracle provides commercially licensed JDK 21 binaries that utilize the same foundational codebase. Users have the opportunity to examine the source code online, clone repositories for personal modifications, and contribute patches that address bugs, enhance existing features, or implement new functionalities. OpenJDK provides the necessary source code that developers need to compile their binaries, thus placing the onus on users to build the code and generate a Java runtime tailored to their specific platforms. Since the JDK is a complex software project, its construction demands a certain degree of technical proficiency, various dependencies on additional software, and a computer that possesses sufficient processing capabilities. Engaging with OpenJDK not only encourages community collaboration but also allows developers to refine their skills through practical interaction with a crucial technology, thereby enriching their understanding of software development processes. This engagement contributes to the larger ecosystem of open-source software, fostering innovation and shared knowledge among developers worldwide.

When n2y subscribers expressed their need for a comprehensive IEP software solution, we took their insights to heart and quickly began development. As a result, Polaris has become the standard for effective and smooth collaboration throughout all stages of the IEP process, including planning, drafting, executing, and reporting. The development of accurate, data-driven plans has become incredibly easy, helping educators save significant time for each student while clearly ensuring compliance. Whether utilized as a critical stand-alone resource or as a key element of the broader n2y solution, Polaris is committed to enhancing outcomes and nurturing promising futures. It ensures that every member of the IEP team works in unison, creating a personalized learning experience that prioritizes students. By employing up-to-date, clear, and reliable metrics on student performance, the quality of decision-making is significantly improved. The assessments, rubrics, and profiles it offers generate highly credible data that genuinely represents students' academic capabilities, thereby aiding in the formulation of strategic educational approaches. Ultimately, with Polaris, educators are not only equipped to facilitate substantial improvements in their students' learning experiences, but they are also inspired to innovate and adapt their teaching methodologies.

Create a customized computer vision model in mere minutes with AI Custom Vision, a component of Azure AI Services, which allows for the personalization and integration of advanced image analysis across different industries. This innovative technology provides the means to improve customer engagement, optimize manufacturing processes, enhance digital marketing strategies, and much more, even if you lack expertise in machine learning. You have the flexibility to set up the model to identify specific objects that cater to your unique requirements. Constructing your image recognition model is simplified through an intuitive interface, where you can start the training by uploading and tagging a few images, enabling the model to assess its performance and improve its accuracy with ongoing feedback as you add more images. To speed up your project, utilize pre-built models designed for industries such as retail, manufacturing, and food service. For instance, Minsur, a prominent tin mining organization, successfully utilizes AI Custom Vision to advance sustainable mining practices. Furthermore, rest assured that your data and trained models will benefit from robust enterprise-level security and privacy protocols, providing reassurance as you innovate. The user-friendly nature and versatility of this technology unlock a multitude of opportunities for a wide range of applications, inspiring creativity and efficiency in various fields. With such powerful tools at your disposal, the potential for innovation is truly limitless.

Elevate your applications by integrating sophisticated text reading and comprehension capabilities through Azure AI Immersive Reader, a part of Azure Applied AI. This groundbreaking service improves the existing suite of Azure AI Services, making it easy to adopt AI-based solutions aimed at supporting users of all ages and varying reading abilities. It offers an array of features, including read-aloud options, language translation, and techniques to maintain focus, such as text highlighting. Notably, Azure is the only leading cloud provider offering this advanced text-reading technology. Users can effectively utilize this tool without needing any machine learning expertise. By providing a comprehensive suite of reliable resources that enhance literacy, you can improve reading comprehension significantly. Engage your audience with a captivating, multisensory experience that features reading aloud, translations in multiple languages, highlighting key text passages, and visually representing word meanings. The AI Immersive Reader empowers users to enhance their literacy skills effortlessly with just a single API call, making it accessible to a wide range of individuals. Ultimately, this innovative tool not only enhances educational journeys but also promotes inclusivity across various user demographics. Furthermore, its user-friendly design ensures that everyone can benefit from its features, regardless of their prior experience with technology.

The Azure Health Bot empowers developers in the healthcare sector to design and deploy AI-driven conversational solutions that are both scalable and compliant with relevant regulations. By merging an extensive medical database with sophisticated natural language processing capabilities, it effectively interprets clinical terminology, allowing for customization to address the specific needs of healthcare providers. This platform is structured to adhere to industry standards while maintaining patient privacy in line with HIPAA regulations. Users have the ability to build health bots that leverage pre-existing medical knowledge, triage frameworks, and language models specifically focused on understanding clinical language. It also supports seamless transitions from automated bot interactions to human assistance, whether from medical professionals or support staff. The inclusion of various scenario templates tailored for the healthcare industry facilitates the rapid development of different healthcare applications. Moreover, organizations can refine their unique use cases through specialized configuration options and extensibility tools, thereby creating a more customized approach to their health solutions. Ultimately, the Azure Health Bot serves as a crucial asset for organizations aiming to enhance patient engagement and improve care delivery through innovative technology. With its robust features, it offers a pathway for healthcare providers to stay competitive in an evolving digital landscape.

AI Document Intelligence represents an innovative service that employs advanced machine learning methods to automatically and accurately pull text, key-value pairs, tables, and structured formats from a variety of documents. This advanced technology converts documents into usable data, enabling users to concentrate more on leveraging the insights rather than the monotonous job of gathering information. Users have the option to start with pre-existing models or develop personalized models tailored for their specific document categories, which can be accessed both on-premises and through the cloud via the AI Document Intelligence studio or SDK. Uncover how you can improve your business operations by integrating AI Document Intelligence for automated text extraction through an engaging webinar that features practical demonstrations of vital applications like document processing, knowledge mining, and customizing AI models for unique industry requirements. Attendees will witness the impressive ability to precisely extract text, key-value pairs, and tabular data from a diverse range of documents, such as forms, receipts, invoices, and different types of cards, all without requiring manual classification based on document type, intricate coding, or continuous maintenance. By utilizing the robust custom forms, prebuilt models, and layout APIs provided by AI Document Intelligence, organizations can enhance their information extraction workflows and realize significant improvements in operational efficiency. Additionally, this technology empowers businesses to remain agile and responsive in an increasingly data-driven environment.

Easily generate reports, dashboards, and analytics for customers within your applications by customizing Power BI to serve as your tailored solution. Simplify the development process by automating the management, oversight, and deployment of analytics, all while maintaining full control over the features and smart analytics that Power BI offers. Explore the Power BI embedded analytics environment to gain hands-on experience using sample code, or seamlessly incorporate your own reports into the mix. Take advantage of interactive demonstrations to learn how a Power BI Embedded configuration can meet the needs of your organization and its clients. By embedding dynamic reports and dashboards within your applications, you can stand out from the competition without incurring the high costs and lengthy timelines associated with in-house analytics development. With a broad selection of visuals and features that range from simple reporting to advanced analytics, you are empowered to determine how analytics are delivered to your users, significantly improving their overall experience. This adaptability not only enhances user interaction but also supports informed decision-making throughout your organization, ultimately driving better business outcomes. As you harness these capabilities, your teams will be better equipped to leverage insights that propel your organization forward.

Shift your focus towards driving application innovation instead of database management by taking advantage of Azure Database for PostgreSQL, which is both fully managed and intelligent. This service allows you to scale your workloads effortlessly, bolstered by a service-level agreement (SLA) that promises up to 99.99% uptime and offers options for both same-zone and zone-redundant high availability. In addition, you will gain access to AI-powered performance recommendations and strong built-in enterprise security features. With this managed PostgreSQL database as a service, you can concentrate on developing applications while the platform manages maintenance, patching, and updates through automated zone-redundant high availability. Provisioning resources is quick, taking only minutes, and you can independently scale your compute or storage resources as needed. Moreover, you can lower your expenses through comprehensive monitoring and optimization tools designed for your database. Utilize intelligent performance suggestions to ensure maximum efficiency and enjoy seamless migrations thanks to support for the latest PostgreSQL versions. You will also have the freedom to build with your favorite PostgreSQL extensions, including Cron, PostGIS, and PLV8, which will enhance your application's capabilities. This all-encompassing strategy guarantees that you can focus on innovative solutions while relying on a dependable and powerful database infrastructure. The result is a streamlined development process that empowers you to achieve your goals faster and more effectively.

Focus on creating applications with Azure Database for MySQL, which is not only cost-effective but also easy to set up, manage, and scale. Enjoy enhanced security protocols, strong availability, and a service-level agreement (SLA) that ensures an impressive uptime of up to 99.99 percent. This fully managed MySQL service, compatible with the latest community editions, provides remarkable flexibility for executing database operations. With intelligent performance insights, you gain customized analyses and suggestions to improve the efficiency of your MySQL database. The development process is also efficient, facilitating smooth integration with Azure App Service and Azure Kubernetes Service (AKS). Importantly, it comes with enterprise-grade security and compliance, further strengthened by Microsoft Defender for Identity's advanced protective measures. Transitioning or building your applications on Azure Database for MySQL is straightforward and user-friendly. You can easily set up, monitor, and automate the maintenance of your MySQL database server, including regular updates, backups, and security implementations. Additionally, you can take advantage of the latest MySQL tools, drivers, and programming languages to fully realize your development capabilities. This array of features establishes Azure Database for MySQL as a compelling choice for developers aiming to enhance their database management experience, ensuring they have the resources necessary for innovation and growth in their projects. Overall, the platform empowers developers to focus on building applications rather than managing infrastructure.