Kubernetes Integrations

Gemini 3.6 Flash is a new Google Gemini model designed for efficient, high-quality AI agents and production workloads. It builds on Gemini 3.5 Flash with improvements in coding, knowledge work, multimodal understanding, computer use, and complex workflow execution. Google positions Gemini 3.6 Flash as the workhorse model in the Flash series, optimized for the balance of quality, speed, reliability, and cost. The model is designed to reduce verbosity, use fewer output tokens, take fewer reasoning steps, and require fewer tool calls during multi-step tasks. Google says Gemini 3.6 Flash uses 17% fewer output tokens than 3.5 Flash on the Artificial Analysis Index and can reduce output usage even more on some coding benchmarks. It is priced at $1.50 per 1 million input tokens and $7.50 per 1 million output tokens, giving developers a lower-cost option for agentic workflows than 3.5 Flash. Gemini 3.6 Flash shows gains in benchmarks for software engineering, ML research, computer use, and knowledge work. It can support use cases such as code migration, document parsing, financial data analysis, chart interpretation, report drafting, visual interface building, and multi-agent orchestration. Built-in computer use is available through the Gemini API and Gemini Enterprise, helping agents interact with digital tools more reliably. Google also says the model ships with enhanced Frontier Safety safeguards for CBRN and cyber offense misuse while minimizing refusals for beneficial use cases. By combining lower cost, stronger task performance, multimodal understanding, built-in computer use, and safety improvements, Gemini 3.6 Flash is built for teams that need scalable AI agents across software, enterprise, and productivity workflows.

Gemini 3.7 Flash is Google’s intelligent workhorse model built for coding, agents, software engineering, knowledge work, web development, and complex business workflows. The model delivers substantial improvements across debugging, issue resolution, first-pass code accuracy, and production-ready code generation. Developers can use Gemini 3.7 Flash to move from prompt to working implementation with fewer revisions and stronger reliability. Its software engineering capabilities make it useful for resolving issues, generating code, improving applications, and supporting agentic coding workflows. For web development, the model can create more functional layouts and feature-complete applications in fewer prompts. It also performs well when following design requirements from screenshots, images, visual references, and complete design systems. Gemini 3.7 Flash supports knowledge-heavy domains such as finance, law, and biosciences with improved reasoning and accuracy. Its complex-document understanding helps users analyze dense materials, extract meaning, and work through specialized information more effectively. The model also supports real-world workflow automation, making it useful for business processes that require structured reasoning and task execution. Multimodal capabilities extend its use cases to interactive web experiences, data stories, robotics, and dynamically generated 3D content. By combining coding strength, agentic execution, web development capability, design adherence, document intelligence, multimodal reasoning, and workflow automation, Gemini 3.7 Flash helps teams build and execute more complex work.

Muse Spark 1.3 showcases a sophisticated AI model that significantly enhances its abilities for both agentic and programming tasks, thereby increasing its intelligence and practical utility for daily use. It is particularly adept at sustaining concentration on lengthy projects through active user collaboration, all while skillfully orchestrating multiple workflows within a cohesive thread. When confronted with an open-ended objective, the model efficiently harnesses tools to derive context from chaotic or conflicting data, addresses strategy gaps, monitors its learning trajectory, and ultimately produces a polished final outcome. In instances where prompts are vague, it takes the initiative to request clarification, seeks help when obstacles arise, and verifies its next steps before making critical decisions. The model exhibits exceptional dependability in adhering to complex, lengthy instructions, ensuring that intricate requirements are consistently honored throughout multifaceted tasks without overlooking essential constraints or deviating from the intended workflow. Furthermore, its advanced multitasking abilities allow it to effectively match incoming requests to the relevant tasks, even when users make interjections or alter the focus of prior inquiries, resulting in a fluid user experience. Consequently, Muse Spark 1.3 stands out as a highly adaptable tool suitable for diverse applications, making it a valuable asset across various fields.

SingleStore, formerly known as MemSQL, is an advanced SQL database that boasts impressive scalability and distribution capabilities, making it adaptable to any environment. It is engineered to deliver outstanding performance for both transactional and analytical workloads using familiar relational structures. This database facilitates continuous data ingestion, which is essential for operational analytics that drive critical business functions. With the ability to process millions of events per second, SingleStore guarantees ACID compliance while enabling the concurrent examination of extensive datasets in various formats such as relational SQL, JSON, geospatial data, and full-text searches. It stands out for its exceptional performance in data ingestion at scale and features integrated batch loading alongside real-time data pipelines. Utilizing ANSI SQL, SingleStore provides swift query responses for both real-time and historical data, thus supporting ad hoc analysis via business intelligence applications. Moreover, it allows users to run machine learning algorithms for instant scoring and perform geoanalytic queries in real-time, significantly improving the decision-making process. Its adaptability and efficiency make it an ideal solution for organizations seeking to extract valuable insights from a wide range of data types, ultimately enhancing their strategic capabilities. Additionally, SingleStore's ability to seamlessly integrate with existing systems further amplifies its appeal for enterprises aiming to innovate and optimize their data handling.

Azure DevOps is a comprehensive cloud-based development suite designed to empower teams to plan, build, test, and ship software efficiently and securely. It offers a full range of services including Azure Boards for agile project management, Azure Pipelines for continuous integration and continuous delivery (CI/CD), Azure Repos for source control using Git, Azure Test Plans for manual and automated testing, and Azure Artifacts to manage dependencies and packages. Integration with GitHub Copilot enhances developer productivity by providing AI-driven coding assistance directly within workflows. The platform’s security infrastructure is robust, backed by over 100 global compliance certifications and a dedicated team of 34,000 security engineers. Azure DevOps supports multiple programming languages and deployment targets, and integrates seamlessly with popular tools like GitHub, Zendesk, and Talkdesk. Managed DevOps agent pools provide scalable, secure, and cost-effective infrastructure for running build and release pipelines. Customer stories from leading companies like Vodafone, Novo Nordisk, and Lumen highlight significant improvements in developer productivity, software release frequency, and operational efficiency. With flexible licensing and pay-as-you-go options, Azure DevOps is accessible for organizations of all sizes. The platform also offers extensive resources including ROI calculators, educational content, and expert support. By combining AI, security, and developer-friendly tools, Azure DevOps accelerates software innovation while maintaining compliance and operational excellence.

IBM Instana sets a new standard for preventing incidents by delivering extensive full-stack visibility with remarkable one-second accuracy and a mere three seconds for notifications. As cloud infrastructures become increasingly complex and rapidly changing, the financial toll of even an hour of downtime can escalate into six figures or beyond. Traditional application performance monitoring (APM) solutions often do not provide the necessary speed and depth to effectively diagnose and contextualize technical challenges, and they frequently require significant training for advanced users before they can be efficiently used. Conversely, IBM Instana Observability goes beyond the constraints of typical APM tools by making observability easily accessible to a broader range of professionals, including those in DevOps, SRE, platform engineering, ITOps, and development teams, allowing them to acquire crucial data and insights without any obstacles. The Instana Dynamic APM operates through a unique agent architecture that employs sensors—lightweight, automated programs specifically crafted to monitor individual entities and ensure they are performing optimally. Consequently, organizations are better equipped to proactively address incidents and sustain a higher level of service continuity, ultimately leading to improved operational efficiency.

Optimize your build and deployment processes through Pipelines, which lets you dedicate more energy to creative endeavors rather than getting bogged down by technical complexities. Utilize cloud-based pipelines that support multiple operating systems such as Linux, macOS, and Windows. Effortlessly create applications suitable for web, desktop, and mobile environments. You have the flexibility to deploy your projects to any cloud service or on-premises infrastructure as required. The system accommodates various programming languages, including Node.js, Python, Java, PHP, Ruby, C/C++, .NET, Android, and iOS, ensuring comprehensive support for development activities. Seamlessly run tasks in parallel across different operating systems, including Linux, macOS, and Windows. Building and pushing images to container registries like Docker Hub and Azure Container Registry is straightforward, and these containers can be deployed to designated hosts or Kubernetes clusters with ease. Furthermore, you can delve into a wide range of community-generated tasks aimed at building, testing, and deploying, along with numerous extensions from services such as Slack and SonarCloud. Maintain continuous delivery (CD) of your software to any cloud platform, including Azure, AWS, and GCP, while also visualizing the deployment processes across multiple interconnected stages to enhance management. This methodology not only boosts efficiency but also encourages innovation and creativity in your development workflows. By leveraging these tools and resources, developers can significantly reduce time spent on repetitive tasks, allowing for more focus on strategic project advancements.

Akamai Cloud is a globally distributed cloud computing ecosystem built to power the next generation of intelligent, low-latency, and scalable applications. Engineered for developers, enterprises, and AI innovators, it offers a comprehensive portfolio of solutions including Compute, GPU acceleration, Kubernetes orchestration, Managed Databases, and Object Storage. The platform’s NVIDIA GPU-powered instances make it ideal for demanding workloads such as AI inference, deep learning, video rendering, and real-time analytics. With flat pricing, transparent billing, and minimal egress fees, Akamai Cloud helps organizations significantly reduce total cloud costs while maintaining enterprise reliability. Its App Platform and Kubernetes Engine allow seamless deployment of containerized applications across global data centers for consistent performance. Businesses benefit from Akamai’s edge network, which brings computing closer to users, reducing latency and improving resiliency. Security and compliance are embedded at every layer with built-in firewall protection, DNS management, and private networking. The platform integrates effortlessly with open-source and multi-cloud environments, promoting flexibility and future-proofing infrastructure investments. Akamai Cloud also offers developer certifications, a rich documentation hub, and expert technical support, ensuring teams can build, test, and deploy without friction. Backed by decades of Akamai innovation, this platform delivers cloud infrastructure that’s faster, fairer, and built for global growth.

Veeam Kasten is relied upon by some of the biggest organizations globally, providing robust, Kubernetes-native data protection and application mobility across a comprehensive range of distributions and platforms suitable for enterprise-scale needs. Our solutions empower operations and application teams to confidently navigate unforeseen challenges and enhance delivery speed, eliminating the need for complex scripts, outdated tools, and legacy systems. This enables businesses to focus on innovation while ensuring their data remains secure and accessible.

In addition to our robust Mac hardware infrastructure, we offer three flexible and scalable options for virtualizing macOS in the cloud. Our platform, designed with developers in mind, utilizes Kubernetes for seamless scalability. We provide virtualization specifically optimized for macOS, functioning natively on Apple devices. Furthermore, we deliver an industry-standard virtualization solution equipped with a wide range of enterprise capabilities. Our sales engineering team is dedicated to helping organizations choose and set up the perfect virtualized Mac cloud solution suited to their unique requirements. Orka effectively manages the orchestration of macOS within a cloud environment using Kubernetes technology on real Apple hardware. This solution is carefully designed for Mac ecosystems and integrates traditional cloud orchestration tools, allowing Apple OS development teams to utilize container technology similar to that found in non-Apple applications. Users of Orka enjoy a software-driven, reliable, and high-performance experience on authentic Apple hardware. In contrast, Anka is specifically tailored for Mac, utilizing the official macOS Hypervisor.framework along with external registry and controller nodes to boost its performance and capabilities. This diverse range of solutions not only maximizes productivity for teams but also enhances their ability to innovate in a virtualized macOS setting. With our advanced infrastructure, organizations can confidently navigate their cloud virtualization needs while leveraging the full potential of macOS.

Jit's DevSecOps Orchestration Platform empowers fast-paced Engineering teams to take charge of product security without compromising development speed. By providing a cohesive and user-friendly experience for developers, we imagine a future where every cloud application is initially equipped with Minimal Viable Security (MVS) and continually enhances its security posture through the integration of Continuous Security in CI/CD/CS processes. This approach not only streamlines security practices but also fosters a culture of accountability and innovation within development teams.

Harness the groundbreaking FakeYou deep fake technology to replicate the voices of your favorite characters. We are positioning FakeYou as an integral component of a broader array of creative and production tools. Your creativity has always allowed you to picture words articulated in different voices, and this development highlights the remarkable progress in technology. Looking ahead, advancements may enable the realization of the vivid scenarios inspired by your hopes and dreams. There has never been a better time to unleash your creativity, as voice cloning tools are now readily available to many. The voices you hear are produced by a community of collaborators, symbolizing a collective initiative. Many platforms are providing similar functionalities, and numerous individuals are successfully achieving these results from the comfort of their homes. A wide array of examples can be discovered on YouTube and various social media outlets, reflecting the immense interest in this revolutionary technology. Moreover, if you are an accomplished voice actor or musician, we are currently on the lookout for talented performers to help us create commercially viable AI voices. This partnership enriches our offerings and paves the way for new opportunities for artists in the dynamic media landscape. As the technology continues to evolve, the potential for innovative expression and collaboration will only expand further.

The adoption of data-centric AI has become exceedingly easy due to innovations in automated data quality profiling and the generation of synthetic data. Our offerings empower data scientists to fully leverage their data's potential. YData Fabric facilitates a seamless experience for users, allowing them to manage their data assets while providing synthetic data for quick access and pipelines that promote iterative and scalable methodologies. By improving data quality, organizations can produce more reliable models at a larger scale. Expedite your exploratory data analysis through automated data profiling that delivers rapid insights. Connecting to your datasets is effortless, thanks to a customizable and intuitive interface. Create synthetic data that mirrors the statistical properties and behaviors of real datasets, ensuring that sensitive information is protected and datasets are enhanced. By replacing actual data with synthetic alternatives or enriching existing datasets, you can significantly improve model performance. Furthermore, enhance and streamline workflows through effective pipelines that allow for the consumption, cleaning, transformation, and quality enhancement of data, ultimately elevating machine learning model outcomes. This holistic strategy not only boosts operational efficiency but also encourages creative advancements in the field of data management, leading to more effective decision-making processes.

Tap into the vast resources of global GPU networks with just a single click. Experience immediate and unimpeded access to a comprehensive array of GPUs and CPUs, eliminating the need for middlemen. By opting for this service, you can significantly lower your GPU computing costs compared to major public cloud services or purchasing your own servers. Engage with the io.net cloud, customize your settings, and deploy your configurations in only seconds. You also have the convenience of obtaining a refund whenever you choose to shut down your cluster, maintaining a balance between performance and expenditure at all times. Transform your GPU into a valuable income source with io.net, where our intuitive platform allows you to rent your GPU with ease. This strategy is not only financially rewarding but also transparent and uncomplicated. Join the world’s largest GPU cluster network and reap remarkable returns on your investments. You will gain substantially more from GPU computing than from elite crypto mining pools, all while enjoying the peace of mind that comes from knowing your income in advance and receiving payments promptly upon project completion. The larger your commitment to your infrastructure, the more significant your profits are expected to be, fostering a cycle of reinvestment and growth. Additionally, the platform’s flexibility empowers you to adapt your resources according to your evolving needs and market demands.

Bid farewell to complex log management configurations and quickly access log data from Docker containers, Kubernetes, and remote files through SSH with ease. Retrospective revolutionizes the process of searching and monitoring logs, condensing what used to take hours into just minutes, all from the convenience of your laptop—without relying on log collector agents or extra software. This innovative tool empowers you to effectively manage and investigate vast quantities of log files from both local and remote sources, ensuring your servers remain light and responsive. With Retrospective’s advanced features, you can seamlessly explore your search results and monitoring information. Keep track of your container log data while effortlessly pinpointing significant details within your local container logs by utilizing the user-friendly search criteria composer. Additionally, Retrospective offers a unified interface that accommodates multiple containers running simultaneously in your Docker ecosystem. The well-organized data can be exported in a variety of formats, making it compatible with other analytical frameworks and enhancing its utility as a log management solution. This efficient method not only conserves valuable time but also significantly boosts your overall operational productivity. As a result, your experience with log management becomes not only simplified but also more effective in addressing your needs.

DeepSeek-R1 represents a state-of-the-art open-source reasoning model developed by DeepSeek, designed to rival OpenAI's Model o1. Accessible through web, app, and API platforms, it demonstrates exceptional skills in intricate tasks such as mathematics and programming, achieving notable success on exams like the American Invitational Mathematics Examination (AIME) and MATH. This model employs a mixture of experts (MoE) architecture, featuring an astonishing 671 billion parameters, of which 37 billion are activated for every token, enabling both efficient and accurate reasoning capabilities. As part of DeepSeek's commitment to advancing artificial general intelligence (AGI), this model highlights the significance of open-source innovation in the realm of AI. Additionally, its sophisticated features have the potential to transform our methodologies in tackling complex challenges across a variety of fields, paving the way for novel solutions and advancements. The influence of DeepSeek-R1 may lead to a new era in how we understand and utilize AI for problem-solving.

Muse Wonder Full is a large-scale artificial intelligence model developed by Meta for advanced agentic reasoning, professional knowledge work, and complex software engineering tasks. Introduced in October 2026, it represents the larger variant of the Muse Wonder family and builds on Meta's research into scaling pretrained models and reinforcement learning. The model is designed to manage complex objectives involving multiple steps, changing requirements, external information, and sustained problem-solving. Its Active Memory capability maintains important contextual information across conversations and retrieves relevant details when they become useful for subsequent tasks. Active Focus enables the model to pursue long-running assignments, explore alternative strategies, recover from obstacles, and adapt to new information. The system can request clarification when instructions are incomplete and seek user confirmation before performing important actions. Muse Wonder Full supports professional applications involving legal documents, financial analysis, health-related information, and business process automation. Its coding capabilities include generating software, analyzing existing repositories, tracking implementation requirements, modifying source code, and performing iterative testing and debugging. Meta trained the model on diverse long-running software engineering tasks to support development projects requiring multiple rounds of implementation and revision. Evaluations include MemoryBench for contextual memory, FocusBench for sustained task execution, SWE-Marathon and DeepSWE for software engineering, and additional assessments covering professional agents and unfamiliar problem-solving tasks. Muse Wonder Full is available to Muse Code subscribers, with Meta also reporting safety evaluations addressing personal information handling, adversarial instructions, unauthorized code execution, and misuse prevention.

The Virtuozzo platform serves as a comprehensive solution for entrepreneurs looking to establish their own cloud services, allowing hosting providers to distinguish themselves from the competition by offering a diverse range of infrastructure solutions, including a robust DevOps PaaS, container hosting, and various pre-packaged clusters such as Magento, WordPress, Kubernetes, and replicated SQL and NoSQL databases, along with the capability for auto-scaling Elastic VPS. Additionally, we provide essential tools that facilitate platform management, customer support, and the tracking of return on investment growth. As a trailblazer in the industry, Virtuozzo introduced the first commercially viable container technology 21 years ago and currently powers over a million virtual environments, bolstered by a portfolio of more than 100 patents. Our commitment to innovation extends to significant contributions to open-source projects, including KVM, Docker, OpenStack, OpenVZ, CRIU, and the Linux kernel, all of which have helped us secure a dominant presence, capturing roughly 40% of the global VPS hosting market. Furthermore, our ongoing dedication to enhancing cloud solutions ensures that our clients remain equipped with cutting-edge resources to thrive in a competitive landscape.

Specialized Managed Hosting Services for Infrastructure. Experience the benefits of single-tenant hosting designed to enhance performance and guarantee exceptional uptime. By opting for Rackspace Managed Hosting solutions, you gain access to a team of experts from a leading managed hosting provider who will oversee your infrastructure. This also leads to improved performance, greater control, and enhanced security, making single-tenant dedicated hosting environments ideal for mission-critical and I/O-intensive applications, all with 24/7 support. While every organization aims for seamless IT operations, the reality is that your IT team often faces inefficiencies due to the burdens of routine maintenance, vendor management, and daily operational tasks. Leveraging our extensive experience as a dedicated hosting provider, we can help you manage vital processes that you may be unable or unwilling to tackle yourself, thereby maximizing the return on your IT investments. Our partnership allows your IT team to concentrate on strategic projects, freeing them from the constraints of operational difficulties. This shift not only boosts productivity but also enables innovation to thrive within your organization.

Implement, protect, oversee, and track your services with ease. Istio's advanced traffic management features allow you to control the flow of traffic and API exchanges between various services effortlessly. In addition, Istio makes it easier to configure service-level parameters like circuit breakers, timeouts, and retries, which are vital for executing processes such as A/B testing, canary releases, and staged rollouts by distributing traffic according to specified percentages. The platform is equipped with built-in recovery features that boost your application's resilience against failures from dependent services or network challenges. To tackle security concerns, Istio provides a comprehensive solution that safeguards your services in diverse environments, as detailed in this guide, which shows how to utilize Istio's security measures effectively. Specifically, Istio's security framework addresses both internal and external threats to your data, endpoints, communication channels, and overall platform integrity. Moreover, Istio consistently generates detailed telemetry data for all service interactions within a mesh, which enhances monitoring and offers valuable insights. This extensive telemetry is essential for ensuring high service performance and robust security, making Istio an indispensable tool for modern service management. By implementing Istio, you are not only reinforcing the security of your services but also improving their overall operational efficiency.

IBM DevOps Deploy, formerly known as IBM UrbanCode Deploy, serves as an application-release platform that facilitates the continuous delivery of software across diverse environments by merging deployment automation with a wealth of visibility, traceability, and auditing capabilities. It improves the rate at which software releases occur by implementing automated and repeatable deployment procedures that cover development, testing, and production stages. The platform effectively simplifies the deployment of multichannel applications, ensuring that consistency and repeatability are maintained across both on-premises and cloud-based settings. By leveraging a centralized server, organizations have the ability to manage thousands of endpoints distributed across various clouds, data centers, or mainframes with ease. Additionally, the platform enhances robustness and streamlines process design through established integrations with a broad spectrum of tools and technologies, including Jira, Jenkins, Kubernetes, Microsoft, ServiceNow, and WebSphere, thereby promoting a more agile development ecosystem. This all-encompassing approach not only speeds up delivery but also significantly boosts overall operational efficiency while enabling teams to respond swiftly to changing market demands.

DDI automation is tailored to help enterprises and service providers quickly roll out services, minimize outages, and ensure a seamless transition to cloud transformation. Featuring a scalable DDI architecture, organizations can adeptly manage increased demands, cloud necessities, and automation hurdles. This architecture not only delivers exceptional performance but also guarantees a more advantageous total cost of ownership, allowing businesses to grow in both horizontal and vertical directions. By employing our cutting-edge fault prevention solutions, critical networks can be protected against threats such as ransomware, phishing, botnet attacks, malware, and spyware, effectively reducing the risk of security breaches. TCPWave differentiates itself by offering both speed and security to meet the requirements of contemporary, secure network infrastructures. In contrast to conventional IPAM software, TCPWave is exceptionally scalable, capable of adjusting to changing demands. It is imprudent to try to adapt a legacy system from two decades ago to satisfy the modern needs of DevOps and CloudOps. The revolutionary TCPWave DDI, complete with over 1500 REST APIs, is meticulously designed to meet the demands of today’s enterprises right from the start, ensuring their success in a swiftly evolving digital environment. This all-encompassing solution not only boosts operational effectiveness but also equips organizations to remain resilient against new and emerging cyber threats, positioning them well for future challenges. Ultimately, TCPWave empowers businesses to embrace innovation while safeguarding their critical infrastructure.

CIQ enables individuals to achieve remarkable feats by delivering cutting-edge and reliable software infrastructure solutions tailored for various computing requirements. Their offerings span from foundational operating systems to containers, orchestration, provisioning, computing, and cloud applications, ensuring robust support for every layer of the technology stack. By focusing on stability, scalability, and security, CIQ crafts production environments that benefit both customers and the broader community. Additionally, CIQ proudly serves as the founding support and services partner for Rocky Linux, while also pioneering the development of an advanced federated computing stack. This commitment to innovation continues to drive their mission of empowering technology users worldwide.

CloudDefense.AI emerges as a leading multi-layered Cloud Native Application Protection Platform (CNAPP), meticulously crafted to safeguard your cloud resources and cloud-native applications with remarkable precision and reliability. Elevate your code-to-cloud journey with the unparalleled features of our exceptional CNAPP, which delivers unmatched security measures to preserve the integrity and confidentiality of your organization's data. Our platform incorporates an extensive array of functionalities, including advanced threat detection, continuous oversight, and rapid incident response, guaranteeing thorough protection that enables you to navigate today's complex security challenges effortlessly. By integrating flawlessly with your cloud and Kubernetes environments, our cutting-edge CNAPP conducts swift infrastructure scans and produces comprehensive vulnerability assessments in mere minutes, thereby alleviating the burden of additional resource allocation and maintenance worries. We manage every aspect, from remediating vulnerabilities to ensuring compliance across diverse cloud platforms, securing workloads, and protecting containerized applications, allowing you to concentrate on expanding your business without the anxiety of potential security breaches. With CloudDefense.AI, you can confidently trust that your cloud ecosystem is robustly shielded against emerging threats while maintaining focus on innovation and growth. This comprehensive security approach not only enhances your operational resilience but also instills confidence in your stakeholders.

OrbOps AI is a holistic infrastructure operations platform specifically created for teams engaged in DevOps, Site Reliability Engineering (SRE), Platform Engineering, Cloud management, and Security. This cutting-edge O2 AI system utilizes specialized AI agents to enhance and streamline workflows related to CI/CD, releases, incident management, on-call responsibilities, infrastructure upkeep, Kubernetes oversight, security measures, access governance, resource allocation, monitoring, and financial operations (FinOps). By synthesizing information from a variety of sources including source code, cloud infrastructures, Infrastructure as Code methodologies, monitoring instruments, security protocols, identity management systems, and cost-control frameworks, the platform enables teams to effectively tackle challenges, formulate deployment strategies, connect alerts, understand dependencies, and automate repetitive tasks. OrbOps AI follows a methodical model of Observe → Reason → Plan → Approve → Act → Verify, combining automated workflows with necessary human supervision and policy adherence for critical infrastructure functions. It is designed to work seamlessly with popular DevOps tools like GitHub, GitLab, Terraform, Kubernetes, AWS, GCP, Azure, Prometheus, Grafana, OpenTelemetry, PagerDuty, and Jira, significantly boosting the efficiency of the overall technology ecosystem. In addition to its extensive functionalities, OrbOps AI offers organizations the opportunity to refine their operational processes and achieve greater productivity.

Gemini 3.8 Flash distinguishes itself as Google's premier model for Flash, featuring significant upgrades over version 3.7 in crucial areas like software engineering, agent-based functions, and complex multi-step reasoning across specialized disciplines. Tailored for extensive coding tasks and autonomous agents, it effectively tackles intricate engineering problems with a thorough approach, ensuring the essential reliability needed for critical enterprise autonomy in niche knowledge sectors. This model shines particularly in quantitative and professional fields that require advanced analysis and reporting, as well as in multi-step reasoning endeavors that encompass STEM, humanities, and other professional sectors. The enhancements it presents stem from a core design strategy: Gemini 3.8 Flash places greater emphasis on demanding tasks by performing additional reasoning steps and employing tools in an iterative fashion, thereby enhancing its overall performance. When operating at increased effort levels, it may utilize more tokens to produce superior results, while developers are also presented with the option to dial down to lower effort levels for different outcomes. This adaptability not only supports a wide range of project requirements but also allows for customized applications based on specific goals and desired results. Consequently, users can engage with the model in ways that align closely with their individual project demands, maximizing its utility across various contexts.

Quickly assess all escalated alerts with unmatched precision and speed, revolutionizing the methodologies of Security Operations and Incident Response teams in their quest to investigate cyber threats. As our environments become more complex and dynamic, having a dependable investigation platform that consistently delivers vital insights is crucial. Cado Security empowers teams with outstanding data collection capabilities, an abundance of contextual information, and impressive speed. The Cado Platform simplifies the investigative process by offering automated, thorough data solutions, thus removing the necessity for teams to scramble for critical information, which accelerates resolutions and fosters better teamwork. Due to the ephemeral nature of some data, timely action is imperative, and the Cado Platform is uniquely positioned as the sole solution that provides automated full forensic captures along with immediate triage collection methods, effortlessly gathering data from cloud resources like containers, SaaS applications, and on-premise endpoints. This functionality ensures that teams are always prepared to tackle the constantly changing landscape of cybersecurity threats while maintaining a proactive stance. Additionally, by streamlining the investigation process, organizations can allocate their resources more effectively and focus on strategic enhancements to their security posture.

Cloudaware is a cloud management platform delivered as a SaaS solution, tailored for organizations that utilize workloads across various cloud environments and local servers. The platform encompasses a variety of modules, including CMDB, Change Management, Cost Management, Compliance Engine, Vulnerability Scanning, Intrusion Detection, Patching, Log Management, and Backup. Moreover, it connects seamlessly with a wide array of tools such as ServiceNow, New Relic, JIRA, Chef, Puppet, Ansible, and over 50 additional applications. Businesses implement Cloudaware to enhance their cloud-agnostic IT management operations, ensuring better control over spending, compliance, and security measures. This comprehensive approach not only simplifies the management process but also fosters a more efficient overall IT strategy for enterprises.

DataDome safeguards companies against cyber fraud and automated attacks in real time, ensuring safe digital interactions across various platforms including websites, mobile applications, advertisements, and APIs. Recognized as a Leader in the Forrester Wave for Bot Management, DataDome utilizes artificial intelligence to analyze an astonishing 5 trillion signals every day, providing unparalleled defense without sacrificing performance. Its Cyberfraud Protection Platform integrates effortlessly with any technology infrastructure, resulting in an exceptionally rapid time to value. Fully automated, it identifies and halts all malicious clicks, unauthorized signups, and fraudulent account logins. Supported by a worldwide team of expert threat analysts and round-the-clock Security Operations Center (SOC) assistance, DataDome successfully thwarts over 350 billion attacks each year, ensuring consistent and reliable protection. Additionally, DataDome provides clear insights, straightforward implementation, and over 50 integrations, enhancing its usability. The solution guarantees that there is no added latency for protected endpoints, responding to every request in less than 2 milliseconds, thanks to its network of over 30 regional Points of Presence (PoPs) and adaptive scaling capabilities. DataDome is designed to be user-friendly and frictionless for consumers, making it easier to maintain optimal security. Furthermore, it features the only secure, user-friendly, and privacy-respecting CAPTCHA and Device Check, with the added benefit of being the first invisible alternative available in the market.

Semaphore uniquely positions itself as the sole CI/CD platform that delivers comprehensive, out-of-the-box support tailored for monorepo projects. Thanks to the Visual Pipeline Builder, all team members can participate in the CI/CD workflow effortlessly, removing the necessity for undocumented, manual build setups. Bid farewell to ambiguity and embrace a reliable continuous delivery experience! As the quickest CI/CD service on the market, Semaphore allows you to propel your projects forward with confidence, providing flexible pricing options without any concealed user charges. Enjoy a streamlined process free from the distractions of superfluous tools. With expertly designed environments customized for each technology stack, Semaphore equips teams to effectively build, test, and deploy their applications. Rather than leaving you to tackle the intricacies of CI/CD on your own, we are committed to providing steadfast support throughout your entire journey, reinforced by a track record of success. Our commitment ensures that you can trust in our abilities at every step, fostering a partnership that prioritizes your project's success. As you navigate your development path, rest assured that Semaphore stands beside you, ready to assist and elevate your team's capabilities.

AppOptics™, developed by SolarWinds®, functions as a software-as-a-service (SaaS) tool designed for monitoring both infrastructure and applications across custom-built on-premises, hybrid, and cloud environments. By facilitating rapid detection of performance bottlenecks throughout the entire stack—from applications to the foundational infrastructure and even to the specific lines of code—AppOptics effectively minimizes mean time to recovery (MTTR). Created with user-friendliness in mind, IT professionals can easily set up and utilize the tool. Its robust features automatically pinpoint performance challenges, thereby removing uncertainty and significantly shortening the troubleshooting duration. Additionally, AppOptics enables organizations to harmonize their performance metrics and infrastructure goals with overarching business objectives, fostering a more integrated approach to operational success. Through this alignment, businesses can ensure that their technical capabilities directly support their strategic aims.

Fidelis Halo is a cloud security platform that leverages SaaS to streamline the automation of security controls in cloud computing. It ensures compliance across various environments such as containers, servers, and IaaS, whether in public, private, or hybrid clouds. With its robust automation features, Halo facilitates quicker workflows between InfoSec (DevOps) teams and the platform itself, offering more than 20,000 pre-set policies and over 150 templates tailored to standards including PCI, CIS, and HIPAA. Furthermore, the comprehensive Halo API, SDK, and toolkit enhance the automation of security and compliance processes within your DevOps workflow, enabling the identification and remediation of critical vulnerabilities prior to production deployment. Additionally, the free edition of Halo Cloud Secure grants complete access to the Halo Cloud Secure CSPM Service for up to 10 cloud service accounts across a combination of AWS and Azure. Start your journey towards automated cloud security today and experience the peace of mind that comes with comprehensive protection!

More than 1,500 development teams rely on AppSignal to monitor and maintain their applications with confidence. AppSignal combines performance monitoring, error tracking, log and host management, uptime monitoring, and additional features in one easy-to-navigate platform. Unlike complex alternatives, AppSignal emphasizes simplicity, quick installation, excellent support, and transparent pricing that suits teams at any scale. With AppSignal’s streamlined tools, developers spend less time debugging and more time delivering quality code.

The landscape of access and access management has evolved into a more intricate and often frustrating challenge. strongDM reimagines access by focusing on the individuals who require it, resulting in a solution that is not only user-friendly but also maintains rigorous security and compliance standards. This innovative approach is referred to as People-First Access. Users benefit from quick, straightforward, and traceable access to essential resources, while administrators enjoy enhanced control that reduces the risk of unauthorized and excessive permissions. Additionally, teams in IT, Security, DevOps, and Compliance can effortlessly track activities with detailed audit logs answering critical questions about actions taken, locations, and timings. The system integrates seamlessly and securely across various environments and protocols, complemented by reliable 24/7 customer support to ensure optimal functionality. This comprehensive approach guarantees both efficiency and security in managing access.

FireHydrant emerges as the only comprehensive platform dedicated to incident management, allowing organizations to create consistency throughout the entire incident response framework, which in turn accelerates issue resolution. As the preferred incident management solution for companies navigating complex systems, FireHydrant provides developers with essential tools to quickly tackle, analyze, and reduce incidents, enabling them to focus on critical tasks such as ensuring uninterrupted business operations and enhancing customer satisfaction. Our dedication is to innovate technology that meaningfully alters the incident management field, establishing a new standard for corporate reliability. By streamlining processes and removing laborious manual tasks, we aim to offer a user-friendly, efficient, and enjoyable platform. Organizations, regardless of their size, can attain uniformity in their incident response lifecycle using FireHydrant, while its integration features significantly boost runbook automation, driving teams toward improved productivity. Ultimately, our goal is to equip teams to handle incidents not only more quickly but also with greater intelligence, fostering a culture of continuous improvement and resilience. This transformative approach positions FireHydrant as a leader in the incident management arena, ensuring organizations are always prepared for the unexpected.

Logit.io is a centralized platform specializing in logging and metrics management, catering to a diverse clientele that includes FTSE 100 companies, Fortune 500 firms, and rapidly evolving businesses globally. This innovative platform offers a tailored solution leveraging technologies such as ELK, Grafana, and Open Distro, ensuring scalability, security, and compliance. By utilizing Logit.io, organizations can streamline their logging and metrics processes, empowering teams with valuable insights that enhance customer experience. Moreover, the intuitive design of Logit.io facilitates easier access to critical data, further positioning it as an essential tool for modern businesses.

A single tool has the capability to oversee your complete data labeling process. We encourage you to explore the most effective methods for managing your labeling team, enhancing data quality, boosting your efficiency by 70%, and achieving better organization! By streamlining your workflow, you can significantly improve productivity and ensure accurate results.

InfluxDB is a specialized data platform crafted to manage all types of time series data, encompassing users, sensors, applications, and infrastructure, allowing for the seamless collection, storage, visualization, and transformation of insights into actionable strategies. It features a comprehensive library of over 250 open-source Telegraf plugins, simplifying the process of importing and monitoring data from a variety of systems. By empowering developers, InfluxDB facilitates the creation of innovative IoT, monitoring, and analytics applications and services. Its adaptable architecture can accommodate various implementations, whether in the cloud, at the edge, or on-premises. Moreover, its versatility, ease of access, and an array of supporting tools such as client libraries and APIs enable developers of all experience levels to swiftly create applications and services utilizing time series data. The platform is optimized for enhancing developer productivity and efficiency, allowing builders to concentrate on the essential features that add value to their internal projects and provide their applications with a competitive advantage. To assist newcomers, InfluxData provides complimentary training through InfluxDB University, ensuring that anyone can quickly acquire the skills needed to leverage this powerful platform effectively.

Azure Blob Storage offers a highly scalable and secure solution for object storage, specifically designed to meet the demands of cloud-native applications, data lakes, archives, high-performance computing, and machine learning projects. It allows users to create data lakes that align with their analytical needs while providing strong storage options for the development of responsive cloud-native and mobile applications. With its tiered storage capabilities, organizations can efficiently manage costs associated with long-term data storage while retaining the agility to scale resources for intensive high-performance computing and machine learning tasks. Built to fulfill the requirements of security, scalability, and availability, Blob storage is an essential asset for developers working on mobile, web, and cloud-native applications. Moreover, it significantly contributes to serverless architectures, particularly those that leverage Azure Functions. Supporting popular development frameworks such as Java, .NET, Python, and Node.js, Blob storage is distinguished as the only cloud storage service that offers a premium SSD-based object storage tier, which is optimized for low-latency and interactive applications. This adaptability and wide-ranging functionality make it a crucial resource for enterprises aiming to refine their cloud strategies, ultimately driving innovation and efficiency across various sectors.

Gravitee is an enterprise AI agent management, API management, and event management platform that centralizes governance across agents, models, APIs, tools, and data streams. Its AI Gateway sits between AI applications and enterprise systems to provide a single enforcement point for model access, MCP tools, and agent-to-agent interactions. The LLM Proxy gives organizations one front door to multiple model providers, while the MCP Proxy controls how agents access tools and the A2A Proxy secures communication between agent systems. Gravitee can issue, verify, and revoke identities for AI agents and apply least-privilege policies to determine which systems and services each agent may access. Security controls can include authentication, authorization, PII redaction, rate limiting, spend caps, key protection, and detailed logging of prompts and agent activity. The platform also provides visibility into AI traffic, model usage, token costs, agent dependencies, and behavior so teams can identify shadow AI and uncontrolled integrations. Cost and risk controls help organizations manage token consumption, monitor spend, and reduce the operational impact of unreliable or overactive agents. Gravitee extends the same management approach to REST APIs, GraphQL, gRPC, Kafka, and other enterprise API and event technologies. Internal APIs, event streams, MCP tools, and workflows can be exposed as governed products for developers, partners, applications, and AI agents. This unified approach allows enterprises to manage conventional integration infrastructure and newer agentic workloads without maintaining completely separate governance systems. Gravitee is designed for enterprises, security teams, API platform teams, AI engineering organizations, and regulated businesses that need centralized control over AI agents, model traffic, APIs, and event-driven systems.

Managed Open Source Hosting Infrastructure for the Global Enterprise amazee.io delivers resilient, high-velocity hosting environments designed to meet the rigorous demands of enterprise-level security and worldwide performance. Whether managing vast networks of decoupled Drupal sites or specialized Laravel applications, our container-centric architecture provides the versatility required for any modern tech stack. Our dedicated systems engineers operate as a seamless extension of your organization, offering round-the-clock expertise for complex integrations and bespoke setups. We safeguard your information through a GDPR-ready framework, validated by comprehensive SOC 2 compliance and recurring security audits. Utilizing cutting-edge cloud-native tools, we optimize every stage of the lifecycle—from initial development to the final user interaction. Our infrastructure is engineered for elasticity, instantly scaling compute resources to maintain stability during unpredictable traffic peaks. Additionally, you can streamline your CI/CD pipelines with on-demand, identical environment cloning for instant pull-request validation and testing. Your Dedicated Partner in Open Source Managed Hosting Excellence.

Microsoft Purview acts as an all-encompassing platform for data governance, enabling efficient management and supervision of data across various environments, including on-premises, multicloud, and software-as-a-service (SaaS). Its features encompass automated data discovery, classification of sensitive data, and comprehensive tracking of data lineage, allowing for the creation of a detailed and up-to-date portrayal of the data ecosystem. This functionality empowers users to quickly and easily access trustworthy and meaningful data. The platform also automates the identification of data lineage and classification from multiple sources, providing a unified view of data assets and their relationships, which is crucial for improved governance. Users can utilize semantic search to uncover data using both business and technical terms, gaining insights into the pathways and storage of sensitive information within a hybrid data landscape. By employing the Purview Data Map, organizations can establish a solid foundation for effective data governance and utilization while automating and managing metadata from various origins. Furthermore, it offers the capability to classify data using both established and custom classifiers, in addition to Microsoft Information Protection sensitivity labels, ensuring a flexible and robust data governance framework. This array of features not only enhances oversight but also streamlines compliance processes, making Microsoft Purview an indispensable resource for organizations aiming to refine their data management approaches. Ultimately, its comprehensive nature makes it a critical asset in navigating the complexities of modern data governance.

What truly characterizes an AppSec Engineer, if not a deep knowledge of security principles or perhaps a specialized focus in a particular domain? Regardless of your preferences, our comprehensive training resources are tailored to provide you with the essential skills you need. With our continuously updated course library, you can enhance your qualifications to become a certified AppSec professional, thereby enhancing your resume in a competitive job landscape—all with a single subscription. Have you noticed that security initiatives at your workplace seem to be neglected? As an AppSec Engineer, you possess the power to alter that situation. Our educational programs are crafted to swiftly elevate both your and your team’s AppSec expertise, boosting your collective capabilities. Furthermore, if your team has a need for targeted training, we can accommodate that too! Our cutting-edge labs are ready for action, offering engaging, hands-on learning experiences to deepen your understanding. With just one purchase, you will gain complete access to our entire library of courses, labs, and educational materials. Each course is carefully designed to fulfill the needs of organizations eager to hire talented security professionals, ensuring you are well-equipped for the opportunities that lie ahead. By investing in your AppSec skills today, you are paving the way for significant advancements in your career tomorrow, making it a decision that could have lasting implications for your professional journey. Embrace this chance to elevate your capabilities and drive meaningful change in your workplace.

Azure NetApp Files (ANF) is an advanced file storage solution meticulously crafted for Microsoft Azure, aimed at fulfilling the requirements of essential business applications. It streamlines the migration and management of intricate, performance-driven, and latency-sensitive applications without necessitating any alterations to the code, establishing itself as a prime option for both enterprise line-of-business and storage professionals. ANF acts as a critical shared file storage service across various scenarios, including the transition of POSIX-compliant Linux and Windows applications, SAP HANA, databases, high-performance computing environments, and enterprise web solutions. By supporting multiple protocols, ANF enables a smooth "lift and shift" process for both Linux and Windows applications into the Azure ecosystem. The service presents a range of performance tiers tailored to meet the distinct needs of various workloads, ensuring peak performance at all times. Moreover, its seamless integration with the Azure platform provides users with a secure and efficient experience, removing the necessity for additional training or management challenges. ANF is further distinguished by prestigious certifications, such as SAP HANA, GDPR, and HIPAA, allowing organizations to migrate their most rigorous workloads to Azure with assurance. In addition, the service’s comprehensive features not only enhance cloud storage capabilities but also empower enterprises to leverage advanced technology solutions effectively. As businesses continue to evolve, ANF stands out as a reliable partner in navigating the complexities of cloud storage.

Telegraf serves as an open-source server agent designed to efficiently gather metrics from various sensors, stacks, and systems. Acting as a plugin-centric agent, it not only collects but also transmits metrics and events from a diverse array of sources including systems, databases, and IoT devices. Engineered in Go, it compiles into a single binary, requiring no external dependencies and consuming minimal memory. Telegraf supports a vast range of input sources, allowing for the seamless writing of data to numerous output destinations. With its plugin architecture, it is effortlessly extendable for both data collection and output purposes. Additionally, Telegraf boasts over 300 plugins developed by community data experts, making the collection of metrics from your endpoints a straightforward task. This flexibility and community support make Telegraf an invaluable tool for monitoring and performance analysis.

Discover the cloud management platform that you will be grateful to have discovered at last. Gain insights into your inventory, lower your expenses, ensure compliance, and streamline remediation processes effortlessly. Relied upon by professionals in engineering, architecture, security, and financial operations across the globe's most prominent public and private sector entities. Begin your journey toward enhanced cloud optimization now and experience the difference it can make for your organization.

Appranix Cloud App Resilience offers a comprehensive solution for backing up, restoring, and ensuring disaster recovery of cloud resources with a focus on applications. By utilizing an app-centric, cloud-native approach, Appranix streamlines application resilience, distinguishing itself from traditional infrastructure-based methods. The platform safeguards and recovers not only virtual machines and containers but also databases, integrating essential components such as load balancers, VPC, and security settings into a cohesive application environment. With the capability to enhance your cloud application service level agreements (SLAs), Appranix facilitates fully automated recovery of the entire application environment along with detailed reporting. This solution operates independently of third-party data management tools, making it a seamless addition to your cloud infrastructure. Ultimately, Appranix empowers organizations to achieve higher availability and reliability for their critical applications.

Application Performance Management Achieve a thorough understanding of your application's health and performance metrics. Identify and address performance challenges seamlessly across the entire stack without the drawbacks of sampling or any blind spots. Log Analytics Effortlessly search and interpret event data spanning your applications, infrastructure, security, or business aspects without the hassle of indexing, data tiers, retention policies, or associated costs, ensuring all log data remains readily accessible. Infrastructure Monitoring Collect and analyze metrics throughout your infrastructure—whether it be cloud, Kubernetes, serverless environments, or through over 400 pre-built integrations. Gain insights into the entire stack and troubleshoot performance issues in real-time for optimal efficiency. O11y AI Accelerate incident investigation and resolution with O11y Investigator, utilize natural language to delve into observability data through O11y Copilot, effortlessly create Regular Expressions with O11y Regex, and get accurate information with O11y GPT, enhancing your operational effectiveness. Observe for Snowflake Gain extensive observability into Snowflake workloads, allowing you to fine-tune performance and resource usage while ensuring secure and compliant operations. With these tools, your organization can achieve a higher level of operational excellence.

Edge Delta introduces a groundbreaking approach to observability, being the sole provider that processes data at the moment of creation, allowing DevOps, platform engineers, and SRE teams the flexibility to direct it wherever needed. This innovative method empowers clients to stabilize observability expenses, uncover the most valuable insights, and customize their data as required. A key feature that sets us apart is our distributed architecture, which uniquely enables data processing to occur at the infrastructure level, allowing users to manage their logs and metrics instantaneously at the source. This comprehensive data processing encompasses: * Shaping, enriching, and filtering data * Developing log analytics * Refining metrics libraries for optimal data utility * Identifying anomalies and activating alerts Our distributed strategy is complemented by a column-oriented backend, facilitating the storage and analysis of vast data quantities without compromising on performance or increasing costs. By adopting Edge Delta, clients not only achieve lower observability expenses without losing sight of key metrics but also gain the ability to generate insights and initiate alerts before the data exits their systems. This capability allows organizations to enhance their operational efficiency and responsiveness to issues as they arise.

env0 stands out as an exceptional solution for deploying and overseeing your Infrastructure as Code (IaC), covering tools such as Terraform, Terragrunt, CloudFormation, and Kubernetes, among others. It empowers both individuals and teams to work together seamlessly while managing self-service cloud deployments, ultimately enhancing the efficiency, effectiveness, and overall impact of your DevOps, development, and Site Reliability Engineering (SRE) teams. By streamlining these processes, env0 fosters a more collaborative environment that leads to improved project outcomes and faster deployment times.