Deep learning applications often require access to extensive datasets, often weighing in at hundreds of gigabytes, prior to executing sophisticated data processing tasks. Fast data retrieval and minimal latency from storage solutions are essential for organizations managing these high-performance workloads. Akridata, an independent software vendor (ISV) within the AWS Partner Network, is advancing artificial intelligence (AI)-driven processing of unstructured data. For further insights on this topic, you can check another blog post here.
Challenges in Machine Learning
In the realm of machine learning, data teams face numerous obstacles, necessitating technological innovations that can effectively support the training and refinement of critical workloads with high efficiency. Data version control emerges as a vital component of robust ML pipelines, enabling effective experimentation and complete reproducibility at scale. lakeFS by Treeverse, part of the AWS Partner Network, is addressing these needs.
Real-Time Analytics with ClickHouse
ClickHouse, a columnar database management system, is engineered for ultra-fast real-time analytics, catering to the demands of interactive analytical applications that require immediate insights. It is capable of handling real-time data ingestion at staggering rates of hundreds of millions of events per second and executing intricate analytical queries.
Efficient Data Access with Amazon S3 and Immuta
Implementing Amazon S3 Access Grants with Immuta offers organizations an efficient way to manage their data access controls. Amazon S3, being the leading object storage platform for contemporary data lakes, is increasingly integral as organizations shift towards a lake house architecture. This architecture combines the scalability and cost-effectiveness of data lakes with the performance and usability of data warehouses.
Serverless Database Solutions by PingCAP
PingCAP, another AWS Partner Network participant, has transformed TiDB into a serverless database-as-a-service (DBaaS) utilizing Amazon S3 and Amazon EBS. TiDB, an advanced open-source distributed SQL database, is recognized for its versatility in modern application development.
Cloud Security Simplified by Orca Security
Orca Security, an AWS Partner and independent cybersecurity software provider, simplifies cloud security for enterprises transitioning and scaling on AWS. Their patented SideScanning™ technology ensures comprehensive security for Amazon Elastic Block Store (Amazon EBS) volumes.
Enhancing SAP Workloads with AWS Transfer Family
For organizations utilizing SAP workloads, the AWS Transfer Family enhances data availability and scalability. Transfer protocols such as SSH File Transfer Protocol (SFTP), FTPS, and FTP are critical for corporations to streamline file transfer workflows while integrating with existing authentication systems.
Data Resiliency with Veritas Alta
Lastly, Veritas Alta Application Resiliency leverages Amazon EBS to enhance data availability and scalability. The swift adoption of cloud computing has reshaped how businesses safeguard their critical applications and data, emphasizing the shared responsibility model between cloud providers and their clients. For an excellent resource on cloud security best practices, consider watching this video.
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