Milvus Integrations

Kubernetes (K8s), an open-source software that automates deployment, scaling and management of containerized apps, is available as an open-source project. It organizes containers that make up an app into logical units, which makes it easy to manage and discover. Kubernetes is based on 15 years of Google's experience in running production workloads. It also incorporates best-of-breed practices and ideas from the community. Kubernetes is built on the same principles that allow Google to run billions upon billions of containers per week. It can scale without increasing your operations team. Kubernetes flexibility allows you to deliver applications consistently and efficiently, no matter how complex they are, whether you're testing locally or working in a global enterprise. Kubernetes is an open-source project that allows you to use hybrid, on-premises, and public cloud infrastructures. This allows you to move workloads where they are most important.

Amazon Simple Storage Service (Amazon S3), an object storage service, offers industry-leading scalability and data availability, security, performance, and scalability. Customers of all sizes and industries can use Amazon S3 to store and protect any amount data for a variety of purposes, including data lakes, websites and mobile applications, backup, restore, archive, enterprise apps, big data analytics, and IoT devices. Amazon S3 offers easy-to-use management tools that allow you to organize your data and set up access controls that are tailored to your business, organizational, or compliance needs. Amazon S3 is built for 99.999999999% (11 9,'s) of durability and stores data for millions applications for companies around the globe. You can scale your storage resources to meet changing demands without having to invest upfront or go through resource procurement cycles. Amazon S3 is designed to last 99.999999999% (11 9,'s) of data endurance.

Apache Kafka®, is an open-source distributed streaming platform.

Docker eliminates repetitive, tedious configuration tasks and is used throughout development lifecycle for easy, portable, desktop, and cloud application development. Docker's complete end-to-end platform, which includes UIs CLIs, APIs, and security, is designed to work together throughout the entire application delivery cycle. Docker images can be used to quickly create your own applications on Windows or Mac. Create your multi-container application using Docker Compose. Docker can be integrated with your favorite tools in your development pipeline. Docker is compatible with all development tools, including GitHub, CircleCI, and VS Code. To run applications in any environment, package them as portable containers images. Use Docker Trusted Content to get Docker Official Images, images from Docker Verified Publishings, and more.

Searching and analyzing structured data is easy; however, over 80% of generated data is unstructured, requiring a different approach. Machine learning converts unstructured data into high-dimensional vectors of numerical values, which makes it possible to find patterns or relationships within that data type. Unfortunately, traditional databases were never meant to store vectors or embeddings and can not meet unstructured data's scalability and performance requirements. Zilliz Cloud is a cloud-native vector database that stores, indexes, and searches for billions of embedding vectors to power enterprise-grade similarity search, recommender systems, anomaly detection, and more. Zilliz Cloud, built on the popular open-source vector database Milvus, allows for easy integration with vectorizers from OpenAI, Cohere, HuggingFace, and other popular models. Purpose-built to solve the challenge of managing billions of embeddings, Zilliz Cloud makes it easy to build applications for scale.

Secure, highly scalable object storage that is both highly scalable and scalable for cloud-native workloads. Azure Blob Storage allows you to create data lakes for your analytics and storage to build powerful cloud and mobile apps. Tiered storage reduces costs and allows you to scale up for machine learning and high-performance computing workloads. Blob storage was designed from the ground up for developers of mobile, web and cloud-native applications. It supports the scale, security and availability requirements. It can be used as a foundation for serverless architectures like Azure Functions. Blob storage supports all the most popular development frameworks such as Java,.NET and Python. It is also the only cloud storage service that offers a premium SSD-based object storage tier to support interactive and low-latency scenarios.

Open, hybrid data lakes for AI and analytics can be used to put your data to use, wherever it is located. Connect your data in any format and from anywhere. Access it through a shared metadata layer. By matching the right workloads to the right query engines, you can optimize workloads in terms of price and performance. Integrate natural-language semantic searching without the need for SQL to unlock AI insights faster. Manage and prepare trusted datasets to improve the accuracy and relevance of your AI applications. Use all of your data everywhere. Watsonx.data offers the speed and flexibility of a warehouse, along with special features that support AI. This allows you to scale AI and analytics throughout your business. Choose the right engines to suit your workloads. You can manage your cost, performance and capability by choosing from a variety of open engines, including Presto C++ and Spark Milvus.

MinIO's high performance object storage suite is software-defined and allows customers to create cloud-native data infrastructures for machine learning, analytics, and application data workloads. MinIO object storage is fundamentally unique. It is 100% open-source and designed for performance and the S3 API. MinIO is ideal to host large, private cloud environments that have strict security requirements. It also delivers mission-critical availability across a wide range of workloads. MinIO is the fastest object storage server in the world. With READ/WRITE speeds up to 183 GB/s on standard hardware and 171GB/s on SSDs, object storage can be used as the primary storage tier for a variety of workloads, including Spark, Presto TensorFlow, Spark, TensorFlow, H2O.ai, and as a replacement for Hadoop HDFS. MinIO uses the hard-earned knowledge of web scalers to bring object storage a simple scaling model. MinIO scales with one cluster that can be federated to other MinIO clusters.

Prompt Security allows enterprises to benefit from Generative AI adoption while protecting their applications, employees, and customers from the full spectrum of risks. Prompt Security inspects every prompt and model response at every touchpoint where Generative AI is used in an organization, from AI tools for employees to GenAI integrations into customer-facing products. This helps to protect against GenAI-specific threats, prevent the exposure and blocking of sensitive data. The solution provides enterprise leaders with full visibility and governance of the AI tools they use within their organization.

Apache Pulsar, a cloud-native distributed messaging and streaming platform, was originally created by Yahoo! It is now a top-level Apache Software Foundation Project. It is easy to deploy, lightweight, and can be used by developers. You don't need to create your own stream processing engine. Yahoo! Production. Yahoo! has been in production for more than 5 years with millions of messages per minute across millions of topics. As a multi-tenant system, it was built from the ground up. Supports isolation, authentication authorization, authorization, and quotas. Configurable replication between data centres across multiple geographical regions. Persistent message storage using Apache BookKeeper. IO-level isolation between read and write operations. Rest admin API for provisioning and administration, tools, and monitoring.