Page 18 | Compare Business Software for MongoDB: November 2025 Reviews & Comparison

Quest

Empower growth & marketing teams to boost engagement and conversion 10x faster without data or engineering teams. Enhance your app with AI-driven personalized UI, seamlessly integrated with your data stack for a tailored user experience. Tailoring the onboarding process can significantly improve user activation. By considering factors like user roles, company type, and intent, we can create custom quick-start guides and tours. By allowing users to customize menu items or shop items based on their interests and behavior, we can create a personalized browsing experience. By leveraging insights such as purchase history, browsing behavior, and demographics, we can deliver targeted promotions and discounts that resonate with each user. Our analytical models find common traits for users who are not active and create thousands of segments to activate them. Easily find winning variants among millions of variants to power users across the customer journey.

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IBM Storage Defender

IBM

More data resilience is in store. Monitor, protect, detect and recover across primary and secondary storage. IBM Storage Defender detects threats early and helps you safely and quickly recover your operations in the event of an attack. It is part of the IBM Storage portfolio for data resilience. IBM Storage Defender provides visibility across all of your storage, leverages AI-driven intelligence from IBM to detect threats such as ransomware, and identifies the safest recovery points. Defender integrates with your existing security operations so you can recover quickly and securely. See what IBM Storage Defender can do by registering for a live demo today. Align infrastructure, data, and security teams through actionable alerts so that threats can be quickly isolated, and recovery plans can be quickly executed. Identify the safest recovery points and orchestrate recovery at scale across primary and secondary workloads.

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Gemma 2

Google

A family of state-of-the-art, light-open models created from the same research and technology that were used to create Gemini models. These models incorporate comprehensive security measures and help ensure responsible and reliable AI solutions through selected data sets and rigorous adjustments. Gemma models achieve exceptional comparative results in their 2B, 7B, 9B, and 27B sizes, even outperforming some larger open models. With Keras 3.0, enjoy seamless compatibility with JAX, TensorFlow, and PyTorch, allowing you to effortlessly choose and change frameworks based on task. Redesigned to deliver outstanding performance and unmatched efficiency, Gemma 2 is optimized for incredibly fast inference on various hardware. The Gemma family of models offers different models that are optimized for specific use cases and adapt to your needs. Gemma models are large text-to-text lightweight language models with a decoder, trained in a huge set of text data, code, and mathematical content.

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Velotix

Velotix empowers organizations to maximize the value of their data while ensuring security and compliance in a rapidly evolving regulatory landscape. The Velotix Data Security Platform offers automated policy management, dynamic access controls, and comprehensive data discovery, all driven by advanced AI. With seamless integration across multi-cloud environments, Velotix enables secure, self-service data access, optimizing data utilization without compromising on governance. Trusted by leading enterprises across financial services, healthcare, telecommunications, and more, Velotix is reshaping data governance for the ‘need to share’ era.

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Cloud 66

Cloud 66 gives you everything you need to build, deploy and grow your applications on any cloud, without the headache of the server stuff. Works with any programming language or framework you prefer. Natively builds, configures, and manages all major databases and components. Deploys to your account on these cloud providers or non-cloud servers. Connect your git repository to Cloud 66. We support all major Git providers including GitHub, GitLab, Bitbucket, and Azure DevOps. Your code can be in a mono repo or a multi-repo setup. All programming languages and frameworks are supported, either natively or via containers. Connect your cloud provider account to Cloud 66. All major cloud providers including AWS, DigitalOcean, Google Cloud, Azure, and Linode are supported. Cloud 66 will analyze your code to find out the components that are needed to run your application. Static site generators like Gatsby, Hugo, or Jekyll are supported.

Starting Price: $23 per year

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ModelOp

ModelOp is the leading AI governance software that helps enterprises safeguard all AI initiatives, including generative AI, Large Language Models (LLMs), in-house, third-party vendors, embedded systems, etc., without stifling innovation. Corporate boards and C‑suites are demanding the rapid adoption of generative AI but face financial, regulatory, security, privacy, ethical, and brand risks. Global, federal, state, and local-level governments are moving quickly to implement AI regulations and oversight, forcing enterprises to urgently prepare for and comply with rules designed to prevent AI from going wrong. Connect with AI Governance experts to stay informed about market trends, regulations, news, research, opinions, and insights to help you balance the risks and rewards of enterprise AI. ModelOp Center keeps organizations safe and gives peace of mind to all stakeholders. Streamline reporting, monitoring, and compliance adherence across the enterprise.

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Canvas

The first data tool that you'll love and a team of experts to get you started. Focus on the data, not the data engineering. Connect, explore, and visualize from over 150 SaaS tools without engineering or SQL. If it has an API, we'll build you a customer connector in 48 hours for free or your money back. Filters for your team to explore easily. Tons of visualization options. Color themes that make your charts pop. Familiar with Excel shortcuts. Slice and dice with powerful pivot tables. Formulas that translate to SQL. Get alerts about sign-ups, sales, and reactivations when they happen. Our analysts can build complex models and dashboards for you. Powered by a best-in-class backend that all the pros use. Scales to billions of rows like it's nothing. Works with all your other apps. Follow data from the chart all the way back to the source tables. Share your work with partners while keeping your data safe.

Starting Price: $1,000 per month

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Apono

Use the Apono cloud-native access governance platform to work faster and more securely with self-service, secure, scalable access built for modern enterprises running in the cloud. Discover who has access to what with context. Identify access risk leveraging enriched identity and cloud resource context from the environment. Enforce access guardrails at scale. Apono automatically suggests dynamic policies that fit your business needs, streamlining the cloud access lifecycle and gaining control of cloud-privileged access. Improve your environment access controls with Apono’s AI, which detects high-risk unused, over provisioned and shadow access. Remove standing access and prevent lateral movement in your cloud environment. Organizations can enforce strict authentication, authorization, and audit controls for these high-level accounts, reducing the risk of insider threats, data breaches, and unauthorized access.

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Attlaz

Automate and manage data flows throughout your organization. Streamlines processes connects core applications, automates tasks, and uncovers insights. Break down data barriers with Attlaz, transform unstructured data, and get a unified and comprehensive view of all business information. Automate even the most complex manual workflows with Attlaz. Our learnable decision engines equip your team with the tools they need to make faster, more informed decisions. Reduce the time and effort required to collect, format, and analyze data. Provide your customers and internal teams with high-quality data. Knowing what’s likely to happen before it does gives you more time to plan and prepare. Stop being purely reactive and start making proactive decisions. Reduce the occurrence of mistakes caused by manual input, resulting in more precise conclusions. Build omnichannel ecommerce with the best software integrations.

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InformationGrid

Most businesses are aware that data can help them to understand their customers better to improve processes and solve problems. We have developed a safe solution for sharing and aggregating data: InformationGrid. Get valuable insights with InformationGrid, a safe solution for sharing and aggregating data. A solution that allows hospitals and general practitioners to share data in order to prescribe better medications. Whether you have a clear idea of your data strategy or need some guidance defining this; we’re here to help you put your data strategy into action. Our SAAS platform enables you to share and aggregate data in a way that’s secure and cost-efficient. To keep time to value as short as possible we can build an application that can handle large amounts of data, and we can build it fast by using cloud-native techniques. This enables you to reap the short-term benefits of the data and get ready to start using AI to advance your business.

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RAD Security

RAD Security automates threat investigations, cuts through security noise, and helps teams secure smarter and defend faster. Powered by AI-driven digital workers, RAD Security is on a mission to make security make sense. RAD's holistic security platform goes beyond static alerts to correlate signals, prioritize threats, and deliver accurate, actionable insights. From continuous cloud monitoring to automated compliance readiness, RAD enables lean security teams to operate at enterprise scale. With RAD, security teams spend less time chasing false positives and more time solving real security issues. See RAD in action at radsecurity.ai.

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Simba

insightsoftware

Common dashboards, reporting, and ETL tools often lack connectivity to certain data sources, creating integration challenges for users. Simba offers ready-to-use, standards-based drivers that ensure compatibility, simplifying the connectivity process. Companies that provide data to customers struggle to offer headache-free, easy data connectivity to their users. Simba’s SDK allows developers to build custom, standards-based drivers, making connectivity more friendly than CSV export or API-based access. Unique backend requirements, such as specific implementation needs dictated by specific applications or internal processes, can complicate connectivity. Using Simba’s SDK or managed services enables the creation of drivers tailored to meet these requirements. Simba provides comprehensive ODBC/JDBC extensibility for a wide range of applications and data tools. Simba Drivers plug into these tools to enhance their offerings, enabling additional connectivity to data sources.

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Chat2DB

Save time by working with data. Connect to all your data sources, and instantly generate optimal SQL for fast lightning information. If you don't know SQL well, you can get instant information without writing SQL. Generate high-performance SQL for your complicated queries using natural language, as well as correcting errors and getting AI suggestions to optimize the performance of SQL queries. Developers can write complex SQL queries quickly and accurately with the help of the AI SQL editor, saving time and improving development efficiency. Just enter the names of the tables and columns, and we will automatically configure the type, password, and comment, saving you 90% of the time. Imports and exports data in multiple formats (CSV, XLSX, XLS, SQL) to facilitate exchange, backup, and migration. Transfers data between different databases or through cloud services, as a backup and recovery solution that guarantees the minimum loss of data and downtime during migrations.

Starting Price: $7 per month

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Gable

Data contracts facilitate communication between data teams and developers. Don’t just detect problematic changes, prevent them at the application level. Detect every change, from every data source using AI-based asset registration. Drive the adoption of data initiatives with upstream visibility and impact analysis. Shift left both data ownership and management through data governance as code and data contracts. Build data trust through the timely communication of data quality expectations and changes. Eliminate data issues at the source by seamlessly integrating our AI-driven technology. Everything you need to make your data initiative a success. Gable is a B2B data infrastructure SaaS that provides a collaboration platform to author and enforce data contracts. ‘Data contracts’, refer to API-based agreements between the software engineers who own upstream data sources and data engineers/analysts that consume data to build machine learning models and analytics.

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Salesforce Data Cloud

Salesforce

Salesforce Data Cloud is a real-time data platform designed to unify and manage customer data from multiple sources across an organization, enabling a single, comprehensive view of each customer. It allows businesses to collect, harmonize, and analyze data in real time, creating a 360-degree customer profile that can be leveraged across Salesforce’s various applications, such as Marketing Cloud, Sales Cloud, and Service Cloud. This platform enables faster, more personalized customer interactions by integrating data from online and offline channels, including CRM data, transactional data, and third-party data sources. Salesforce Data Cloud also offers advanced AI gents and analytics capabilities, helping organizations gain deeper insights into customer behavior and predict future needs. By centralizing and refining data for actionable use, Salesforce Data Cloud supports enhanced customer experiences, targeted marketing, and efficient, data-driven decision-making across departments.

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The CodeGround

TheCodeground is an online integrated development environment that offers a suite of tools for real-time coding practice and collaboration. It supports multiple programming languages, including Rust, GoLang, Node.js, Python, Java, HTML, CSS, and JavaScript. Users can engage in live code sharing, conduct code interviews, and access insightful articles through the Reads section. The platform features an interface similar to Visual Studio Code, complete with autocomplete functionality, JSON differentiation, and a JWT decoder, enhancing the coding experience. TheCodeground is accessible via web browsers and can also be installed as a desktop application on Mac, Windows, and Linux. With The Code Ground, you can code from any device without the hassle of setup. Our cloud-based platform provides instant execution, rich tools, and a smooth coding experience. The CodeGround ensures you have everything you need for efficient development and accurate data handling.

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Microsoft Intelligent Data Platform

Microsoft

The Microsoft Intelligent Data Platform is an integrated data and AI platform designed to help organizations adapt rapidly, add intelligence to applications, and generate predictive insights. It unifies databases, analytics, and governance, enabling businesses to invest more time in creating value rather than managing their data estate. The platform offers seamless data integration and real-time business intelligence, facilitating powerful decision-making and innovation. By breaking down data silos, it allows organizations to extract real-time insights with the necessary data governance to operate safely. The platform's capabilities include accelerating innovation, improving productivity through automation and AI, and enhancing agility by anticipating changes and improving decision-making. It also provides comprehensive security across the data lifecycle, helping protect hybrid and multi-cloud environments.

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Vratix

Empowering developers to launch robust APIs in seconds. Spend less time on setup and more time on innovation. Launch robust APIs swiftly, and focus on innovation rather than setup. By running a simple command, developers can initiate their API projects in just 30 seconds. The platform offers a suite of modules to enhance backend services, including Postmark for transactional and bulk emails, Auth Basic for user management, NGINX Proxy for efficient request handling, S3 for scalable storage solutions, and Stripe subscriptions for managing recurring payments. Additional planned modules aim to further extend functionality. Vratix is designed to streamline the development process, allowing developers to concentrate on building innovative solutions. In the age of AI code assistants, we reliably build the modules, following best practices with minimal assumptions so developers can integrate them into any API project and have full ownership and control of their codebase.

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Refold

Refold AI

Refold.ai offers enterprise-grade AI integration agents designed to automate complex workflows and manage legacy systems like SAP, Oracle Fusion, and Workday Finance. Their AI agents handle custom logic, unpredictable APIs, and integration challenges so teams can focus on product development instead of manual system work. The platform features memory graphs, real-time adaptation, and auto-fixing workflows that enable effortless scaling and robust integration lifecycle automation. Refold supports cloud and on-premise deployment across AWS, GCP, Azure, and air-gapped environments. Trusted by leading companies, Refold reduces integration bottlenecks, accelerating enterprise sales and cutting total cost of ownership by over 50%. It’s built for solution engineering, professional services, product teams, and AI teams needing seamless, scalable integrations.

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Pendula

Customer attention is scarce, and marketing and CX leaders are facing increasing pressure to continue driving growth with less time and tighter resources. With the limitless potential of generative AI, Pendula empowers teams to deliver adaptive and meaningful two-way customer experiences to inspire, engage, and retain customers at scale. Pendula aims to be at the heart of every conversation between businesses and their customers, all over the world. Intuitive drag-and-drop functionality that will empower teams to do their best work. Create two-way conversations and act on them intelligently with real-time data. Harness the power of AI to activate your entire data stack. The heart of next-gen customer engagement and retention. With Pendula's workflow studio, the only limits are the boundaries of your creative thinking. Select a data source to identify the moments that actually matter to your customers.

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Create Next Startup

Create Next Startup is a Next.js startup boilerplate designed to expedite the development of versatile, data-integrating interfaces. It offers a curated set of interoperable components focused on single responsibility, minimal side effects, and minimal syntactic sugar, allowing developers to cherry-pick components that suit their specific needs. The basic setup includes Next.js, TailwindCSS, NextAuth.js, and React Email, with mobile support planned for future releases. The platform provides features such as custom record types, record overview, and detail pages, 15+ custom field types, custom field formulas, record change detection, and views. It supports various field types, including attachment, text, number, currency, percentage, long text, checkbox, date, single select, repeater, relationship, object, toggle, and JSON. Mail integration is available through Mailgun, with future support planned for Sendgrid, Mailjet, Postmark by ActiveCampaign, and Resend.

Starting Price: $97 one-time payment

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Azure Marketplace

Microsoft

Azure Marketplace is a comprehensive online store that provides access to thousands of certified, ready-to-use software applications, services, and solutions from Microsoft and third-party vendors. It enables businesses to discover, purchase, and deploy software directly within the Azure cloud environment. The marketplace offers a wide range of products, including virtual machine images, AI and machine learning models, developer tools, security solutions, and industry-specific applications. With flexible pricing options like pay-as-you-go, free trials, and subscription models, Azure Marketplace simplifies the procurement process and centralizes billing through a single Azure invoice. It supports seamless integration with Azure services, enabling organizations to enhance their cloud infrastructure, streamline workflows, and accelerate digital transformation initiatives.

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Waveloom

Waveloom is a developer platform that enables the visual construction and deployment of AI workflows, integrating services like GPT-4, Claude, and DALL-E without the need for infrastructure coding. Its drag-and-drop interface allows users to create complex AI workflows, connecting various services and transforming data seamlessly. Waveloom provides a unified SDK to access multiple AI models, including Claude 3.5, GPT-4, Gemini, Llama, DALL-E, Lora, Flux, Stable Diffusion, and Whisper, handling the underlying infrastructure to let developers focus on building applications. The platform offers real-time monitoring, enabling users to observe workflow execution, debug issues, optimize performance, and manage costs from a single dashboard. With a single function call, developers can run diverse processes, such as AI prompts and image generation, facilitating the creation of AI processing tasks involving large language models, image and video processing, voice synthesis, data storage, etc.

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Langflow

Langflow is a low-code AI builder designed to create agentic and retrieval-augmented generation applications. It offers a visual interface that allows developers to construct complex AI workflows through drag-and-drop components, facilitating rapid experimentation and prototyping. The platform is Python-based and agnostic to any model, API, or database, enabling seamless integration with various tools and stacks. Langflow supports the development of intelligent chatbots, document analysis systems, and multi-agent applications. It provides features such as dynamic input variables, fine-tuning capabilities, and the ability to create custom components. Additionally, Langflow integrates with numerous services, including Cohere, Bing, Anthropic, HuggingFace, OpenAI, and Pinecone, among others. Developers can utilize pre-built components or code their own, enhancing flexibility in AI application development. The platform also offers a free cloud service for quick deployment and test

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Nutanix Database Service

Nutanix

Speed-up application development and simplify database administration with the only hybrid multi-cloud DBaaS for Microsoft SQL Server, Oracle, EDB, PostgreSQL, MySQL, MariaDB, and MongoDB. Make databases a seamless part of software development while reducing the administrative burden and delivering the performance, resilience, and security you need for dev, test, and production workloads. Easily provision, clone, and refresh databases directly from development environments. Automate admin tasks to ensure best practices consistency and free up DBA time for high-value tasks. Reliable performance, scalability, and security for all databases running on hybrid multi-cloud infrastructure. Enable platform and ops teams to treat databases as code with REST API and Kubernetes integrations. The NDB Operator for Kubernetes lets developers provision, clone, and restore databases with just a few lines of code, speeding time-to-market.

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Syself

Managing Kubernetes shouldn't be a headache. With Syself Autopilot, both beginners and experts can deploy and maintain enterprise-grade clusters with ease. Say goodbye to downtime and complexity—our platform ensures automated upgrades, self-healing capabilities, and GitOps compatibility. Whether you're running on bare metal or cloud infrastructure, Syself Autopilot is designed to handle your needs, all while maintaining GDPR-compliant data protection. Syself Autopilot integrates with leading DevOps and infrastructure solutions, allowing you to build and scale applications effortlessly. Our platform supports: - Argo CD, Flux (GitOps & CI/CD) - MariaDB, PostgreSQL, MySQL, MongoDB, ClickHouse (Databases) - Grafana, Istio, Redis, NATS (Monitoring & Service Mesh) Need additional solutions? Our team helps you deploy, configure, and optimize your infrastructure for peak performance.

Starting Price: €299/month

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Polarity

Polarity is a free-floating overlay that automatically searches unlimited sources in parallel to speed up analysis by enriching every tool and workflow. It allows users to add and enrich any information so they and their entire team or organization can stay on the same page and avoid duplicate work. When a user makes an annotation on any data today, their teammate will see that note when they see the same data in the future. Polarity enables users to search once and know everything their enterprise knows about a piece of data, both internally and externally. What used to take 50 tabs and most of your time now takes just 1 tab and 2 seconds, so you can focus on getting the job done, not searching for context. Users can connect Polarity to over 200 different tools inside of their environment or to external open-source tools. With Polarity’s flexible integration framework, anyone can develop a custom integration quickly and get visibility to any dataset.

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NextUpKit

NextUpKit is an affordable, fully-featured Next.js SaaS starter kit designed to help developers and entrepreneurs build and launch SaaS products faster. Key Features - Authentication: Secure user logins with NextAuth, supporting Google, Facebook, and magic links for seamless access. - Payments: Simplify transactions with hassle-free, secure LemonSqueezy payment integration. - Beautiful Design: Stunning, responsive UI built with shadcn UI and Tailwind CSS, optimized for all devices. - Database: Manage and scale your data effortlessly with MongoDB integration. - Email Made Easy: Handle transactional emails smoothly with Resend integration. - Dark and Light Mode: Built-in theme switching with dark and light mode options to enhance user experience. - Analytics: Track user engagement and performance with Google Analytics and Microsoft Clarity integrations. - Support: Deliver real-time customer support with Crisp’s live chat integration.

Starting Price: $40

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TROCCO

primeNumber Inc

TROCCO is a fully managed modern data platform that enables users to integrate, transform, orchestrate, and manage their data from a single interface. It supports a wide range of connectors, including advertising platforms like Google Ads and Facebook Ads, cloud services such as AWS Cost Explorer and Google Analytics 4, various databases like MySQL and PostgreSQL, and data warehouses including Amazon Redshift and Google BigQuery. The platform offers features like Managed ETL, which allows for bulk importing of data sources and centralized ETL configuration management, eliminating the need to manually create ETL configurations individually. Additionally, TROCCO provides a data catalog that automatically retrieves metadata from data analysis infrastructure, generating a comprehensive catalog to promote data utilization. Users can also define workflows to create a series of tasks, setting the order and combination to streamline data processing.

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Pelanor

Pelanor is an AI-powered FinOps platform designed for the modern cloud, offering deep integration across cloud systems to provide clarity on organizational cloud spending. It enables engineering, finance, and business leaders to make informed decisions with contextual cost data. It offers actionable opportunities by tackling significant cost drivers and quickly addressing cost incidents before they escalate. By correlating cloud spend with business metrics, Pelanor provides a comprehensive understanding of what drives expenses and how to improve them. Its advanced cost allocation capabilities empower ownership across the entire organization, allowing for precise chargebacks. Pelanor's autonomous AI-powered FinOps brings clarity to cloud spending, enabling leaders to make informed decisions. The platform offers full visibility into costs at granular levels, such as query or job levels, with customized anomaly monitors and detailed notifications.

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Business Software for MongoDB - Page 18

Top Software that integrates with MongoDB as of November 2025 - Page 18

Quest

IBM Storage Defender

Gemma 2

Velotix

Cloud 66

ModelOp

Canvas

Apono

Attlaz

InformationGrid

RAD Security

Simba

Chat2DB

Gable

Salesforce Data Cloud

The CodeGround

Microsoft Intelligent Data Platform

Vratix

Refold

Pendula

Create Next Startup

Azure Marketplace

Waveloom

Langflow

Nutanix Database Service

Syself

Polarity

NextUpKit

TROCCO

Pelanor