Wind River Workbench vs. River

Completely managed machine learning tools facilitate the rapid construction, deployment, and scaling of ML models tailored for various applications. Vertex AI Workbench seamlessly integrates with BigQuery Dataproc and Spark, enabling users to create and execute ML models directly within BigQuery using standard SQL queries or spreadsheets; alternatively, datasets can be exported from BigQuery to Vertex AI Workbench for model execution. Additionally, Vertex Data Labeling offers a solution for generating precise labels that enhance data collection accuracy. Furthermore, the Vertex AI Agent Builder allows developers to craft and launch sophisticated generative AI applications suitable for enterprise needs, supporting both no-code and code-based development. This versatility enables users to build AI agents by using natural language prompts or by connecting to frameworks like LangChain and LlamaIndex, thereby broadening the scope of AI application development.

You have the opportunity to establish a business that can adapt to any circumstance. This versatile, open SaaS platform is at the forefront of a transformative era in ecommerce. Uncover limitless opportunities to Innovate, Build, and Grow your venture. By starting with a robust ecommerce foundation, you can leverage unmatched design tools to unleash your creativity and craft stunning store experiences. The platform is user-friendly and secure, ensuring it's always accessible when you need it most, allowing you to navigate operational challenges effectively. With rapid commerce experiences, your customers are likely to return for more. Open SaaS empowers you to create extraordinary commerce experiences that were once deemed impossible. You can capitalize on market opportunities and introduce new experiences at an unprecedented pace. Additionally, you can generate content-rich experiences tailored to wherever your audience is located. It's straightforward to integrate your backend and enhance functionality with third-party applications, enabling you to scale and become more intelligent without the burden of complexity. This seamless integration not only streamlines operations but also enhances overall customer satisfaction.

NetCrunch is a modern, scalable network monitoring and observability platform designed to simplify infrastructure and traffic management across physical, virtual, and cloud environments. It monitors everything from servers, switches, and firewalls to operating systems, cloud platforms like AWS, Azure, and GCP, including IoT, virtualization (VMware, Hyper-V), applications, logs, and custom data via REST, SNMP, WMI, or scripts-all without agents. NetCrunch offers over 670 built-in monitoring packs and policies that automatically apply based on device role, enabling fast setup and consistent configuration across thousands of nodes. Its dynamic maps, real-time dashboards, and Layer 2/3 topology views provide instant visibility into the health and performance of the entire infrastructure. Unlike legacy tools like SolarWinds, PRTG, or WhatsUp Gold, NetCrunch uses simple node-based licensing with no hidden costs, eliminating sensor limits and pricing traps. It includes intelligent alert correlation, alert automation & suppression, and proactive triggers to minimize noise and maximize clarity, along with 40+ built-in alert actions including script execution, email, SMS, webhooks, and seamless integrations with tools like Jira, PagerDuty, Slack, and Microsoft Teams. Out-of-the -box AI-enhanced root cause analysis and recommendation for every alert. NetCrunch also features full hardware and software inventory, device configuration backup and change tracking, bandwidth analysis, flow monitoring (NetFlow, sFlow, IPFIX), and flexible REST-based data ingestion. Designed for speed, automation, and scale, NetCrunch enables IT teams to monitor thousands of devices from a single server, reducing manual work while delivering actionable insights instantly. Designed for on-prem (including air-gapped), cloud self-hosted or hybrid networks, it is the ideal future-ready monitoring platform for businesses that demand simplicity, power, and total infrastructure awareness.

Streamline the creation of production-ready APIs with ease. With advanced features like AI-driven code generation, quick mocking, and on-demand temporary testing setups, Blackbird offers a comprehensive solution. Utilizing Blackbird's unique technology and user-friendly tools, you can quickly define, mock, and generate boilerplate code. Collaborate with your team to validate specifications, execute tests in a real-time environment, and troubleshoot issues seamlessly within the Blackbird platform. This empowers you to confidently launch your API. You can manage your testing environment on your own terms, whether on your local device or through the dedicated Blackbird Development Environment, which is always accessible through your account without incurring any cloud expenses. In mere seconds, OpenAPI-compliant specifications are generated, allowing you to dive into coding without the hassle of design delays. Furthermore, dynamic and easily shareable mocking features eliminate the need for tedious manual coding or upkeep. Validate your process and proceed with confidence. Enjoy a more efficient workflow that accelerates your development cycle and enhances collaboration across teams.

Action1 transforms patch management by allowing organizations to swiftly identify and address vulnerabilities, achieving an impressive 99% success rate in patch deployment. Enhance your third-party patching processes, including bespoke software, through Action1’s proprietary Software Repository, expertly managed by security professionals, while also overseeing OS updates in a fully integrated system that ensures functional consistency. Real-time vulnerability detection enables immediate remediation by applying patches, eliminating outdated software, or consolidating documentation for vulnerabilities that are unpatchable through compensating controls. Improve network efficiency when deploying substantial software packages, up to 32Gb, simultaneously, and accelerate patch delivery with Action1’s innovative P2P Distribution technology. Recognized as the most user-friendly patch management solution available, Action1 can be set up within five minutes, allowing for immediate automation of patching through its straightforward interface. With its cloud-native architecture, Action1 is designed to scale infinitely and seamlessly supports both on-site and remote employee systems, servers, and cloud applications without the need for a VPN. As a pioneering patch management provider, Action1 has also become the first vendor to achieve SOC 2 and ISO certifications, further solidifying its commitment to security and reliability in patch management.

Syncro serves as a comprehensive business platform designed specifically for managing a successful managed service provider (MSP). Experience the convenience of PSA, RMM, and remote access all bundled into one cost-effective solution. Additionally, you can enhance your productivity even further with seamless integrations to over 50 MSP and business applications that you already utilize. The pricing structure of Syncro is straightforward, offering a single flat fee that covers all PSA, RMM, and remote access functionalities, allowing for unlimited endpoints with no binding contracts or minimum requirements. This simplicity makes it easier for MSPs to budget and plan their services effectively.

Designed for optimal performance and effective resource management, KrakenD is capable of handling an impressive 70,000 requests per second with just a single instance. Its stateless architecture promotes effortless scalability, eliminating the challenges associated with database maintenance or node synchronization. When it comes to features, KrakenD excels as a versatile solution. It supports a variety of protocols and API specifications, providing detailed access control, data transformation, and caching options. An exceptional aspect of its functionality is the Backend For Frontend pattern, which harmonizes multiple API requests into a unified response, thereby enhancing the client experience. On the security side, KrakenD adheres to OWASP standards and is agnostic to data types, facilitating compliance with various regulations. Its user-friendly nature is bolstered by a declarative configuration and seamless integration with third-party tools. Furthermore, with its community-driven open-source edition and clear pricing structure, KrakenD stands out as the preferred API Gateway for enterprises that prioritize both performance and scalability without compromise, making it a vital asset in today's digital landscape.

ManageEngine's Endpoint Central, which was previously known as Desktop Central, serves as a comprehensive Unified Endpoint Management Solution that oversees enterprise mobility management. This solution encompasses all aspects of mobile app and device management, in addition to client management for various endpoints, including mobile devices, laptops, tablets, servers, and other computing machines. With ManageEngine Endpoint Central, users can streamline and automate numerous desktop management activities, such as software installation, patching, IT asset management, imaging, and operating system deployment, thereby enhancing operational efficiency across the organization. This tool is particularly beneficial for IT departments looking to maintain control over their diverse technology environments.

Pipeliner CRM is the AI-powered sales management solution designed to put salespeople first, delivering an intuitive, visual, and engaging experience that drives real productivity and rapid adoption for mid-sized, large, and enterprise teams. With comprehensive pipeline management, advanced AI assistance, no-code Automatizer workflows, and embedded business analytics, Pipeliner eliminates complexity while scaling effortlessly—reducing the need for third-party tools and dedicated admins. Key features include personalized user interfaces, multiple pipeline visualizations, automated approvals, relationship mapping, quota management, and AI-driven email support. Seamlessly integrate with Google Suite, Microsoft Suite, and over 50 popular apps, plus access it on the go via iOS and Android mobile apps. Sales teams save time on routine tasks, gaining more opportunities to close deals, while managers benefit from easy forecasting, automated reports, and performance insights without micromanaging. Boasting the fastest ROI and lowest TCO in the industry, Pipeliner offers unmatched innovation, complete customization without coding, and exceptional support from real experts. Join the 95% of clients who stay loyal after five yearspipelinersales.com and transform your sales process today. Experience the difference—sign up for a free trial and see why Pipeliner CRM is the heartbeat of successful sales organizations.

Proton Drive is a secure cloud storage and collaboration platform built for professionals who manage sensitive data. Whether you’re sharing internal documents, legal contracts, or client files, Proton Drive keeps your data private — by default. Files are encrypted on your device before upload, and only you and your collaborators can access them. Even Proton can’t read your files. You can set passwords, add expiration dates, or revoke access instantly — so you’re always in control. Each user gets 1 TB of storage, with the flexibility to add more as your team or projects grow. Designed and hosted in Switzerland, Proton Drive is developed by the team behind Proton Mail and Proton VPN — trusted by over 100 million users worldwide. We’re independent, open source, and committed to keeping your data safe from surveillance and vendor lock-in. Proton Drive helps you stay compliant, with support for: - GDPR, HIPAA, ISO 27001, NIS2, and DORA - Verified SOC 2 Type II audits - No complex setup. No third-party tools required. Built for security teams, law firms, healthcare providers, consultancies, and privacy-conscious organizations of all sizes.