
Run AI and ML workloads seamlessly with SingleStore Compute Service – GPUs, Python, and SQL in one platform.
Vendor
SingleStore
Company Website
Overview
SingleStore Compute Service is a fully managed cloud-native compute solution designed to seamlessly integrate with the SingleStore database platform. It enables developers, data engineers, and machine learning practitioners to run Python scripts, third-party applications, and machine learning models directly within the SingleStore environment. This integration eliminates the need for separate compute instances, complex networking configurations, and data movement between systems. By co-locating compute resources such as CPUs and GPUs with the SingleStore database, the service ensures low-latency access to real-time data, facilitating the development of sophisticated AI applications and analytics workflows. It supports both batch and streaming data processing, making it suitable for a wide range of use cases, from ETL pipelines to real-time inference. The service is designed with enterprise-grade security and governance features, ensuring that all data processing occurs within a secure and isolated environment. This approach simplifies compliance with data privacy regulations and reduces the operational overhead associated with managing separate compute and storage resources.
Features and Capabilities
- Integrated Compute Resources: Deploy and scale CPUs and GPUs directly within the SingleStore environment to run application code, data analysis tasks, and machine learning models.
- Python and SQL Support: Utilize familiar programming languages and query languages to interact with data, build models, and perform analyses without leaving the SingleStore platform.
- **Real-Time Data Processing: **Access and process real-time data streams for immediate insights, enabling the development of responsive applications and analytics solutions.
- **Scheduled Jobs: **Automate ETL workflows, machine learning pipelines, and other recurring tasks with built-in scheduling capabilities.
- Notebooks Integration: Leverage SingleStore Notebooks to collaborate, visualize data, and share insights within the same environment.
- Cost Efficiency: Reduce expenses by eliminating the need for external compute resources and minimizing data transfer costs.
- Enterprise-Grade Security: Benefit from robust security measures, including data encryption and compliance with industry standards, to protect sensitive information.
- Scalability: Easily scale compute resources up or down based on workload demands, ensuring optimal performance and resource utilization.
- Simplified Architecture: Streamline data workflows by consolidating compute and storage resources, reducing complexity and improving operational efficiency.