Scalable, high-performance storage platforms ensure your organization can keep up with the demands of both AI training and inference.
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AI demands storageEach process in your AI data pipeline demands data storage, but requires specific capabilities to ensure data flows smoothly.
Ingestion
Data collection from endpoints
Centralization
Consolidate in data lake
Processing
Transform and analyze data
Warehousing
Long-term storage and access
Ingestion is a complex problem for many organizations when the endpoints are distributed, such as IoT fleets and remotely deployed sensors, often limited by bandwidth and computing power. Even in centralized deployments, efficient network connectivity and synchronization solutions are essential.Before any processing begins, collected data must be organized into a centralized repository. Depending on the type of data and its scale, highly scalable and high-density systems would be required to efficiently hold this data.The most compute-intensive step requires systems with extremely high throughput and low latency to not bottleneck modern GPU clusters and AI frameworks used in both training, fine-tuning, or inferencing, especially when user-driven data retrieval is involved.Raw data is extremely valuable today, especially as AI training and improvement strategies advance rapidly. Being able to return to older data for reinforcement or validation is critical. For many deployed AI workloads, continued fast access to knowledge bases and other data sets are critical to their operation.
Ingestion
Data collection from endpoints
Centralization
Consolidate in data lake
Processing
Transform and analyze data
Warehousing
Long-term storage and access
Critical storage technologies
Data management
From ingestion to storage to decommissioning, organizations require the ability to handle data in a versatile and robust way.
Data protection
AI data pipelines often span multiple data silos and contain sensitive data that is difficult to catch with traditional data loss prevention strategies.
Data transformation
AI workloads demand high-performance and low-latency access to storage to combine existing knowledge with generated ones.
Data security
Keep things running smoothly by staying ahead of hardware, software, and security issues.
Give your organization an edge
Designed for flexibility
Synology's storage platforms are designed for any edge-core-cloud deployment need, with versatile support for fully on-prem or hybrid architectures.
First-class data protection
Built-in data protection capabilities aren't tacked on or dependent on third-party systems. Easily replicate, set up immutability, and set up failover strategies.
Class-leading TCO
Synology's vast storage portfolio provides every organization with the right-sized option, without complex licensing or restrictive contracts.