Real-time Inference Utilizing Deep Learning in Amazon Managed Service for Apache Flink
August 30, 2023: The service formerly known as Amazon Kinesis Data Analytics has been rebranded to Amazon Managed Service for Apache Flink. You can read the announcement in the AWS News Blog and discover more. Apache Flink serves as a framework and distributed processing engine designed for stateful computations over data streams. Amazon Managed Service for Apache Flink is a fully managed solution that simplifies the complexities of stream processing, allowing businesses to focus on deriving insights from their data.
To enhance operational capabilities, organizations can explore various methods to configure services effectively. For instance, high availability in Amazon OpenSearch Service is vital for maintaining uninterrupted access during critical analytical tasks, as highlighted in a recent post. This is particularly important for businesses that rely on real-time data monitoring and search functionalities. Likewise, Trakstar, a performance management software company, has leveraged Amazon QuickSight to unlock new analytical insights for its HR customers, demonstrating the transformative power of data analytics.
In another enlightening discussion, the integration of streaming data sources with change data capture (CDC) data facilitates real-time serverless analytics through AWS Glue, AWS DMS, and Amazon DynamoDB. This approach capitalizes on the advantages of data lakes, which provide scalability and support for diverse data formats. As organizations transition towards automated workflows, it’s crucial to implement alerting and reporting mechanisms for AWS Glue job resource usage. By doing so, they ensure effective data transformation processes that yield actionable insights.
For those looking to optimize operational efficiencies of Apache Iceberg tables on Amazon S3 data lakes, recent strategies have been detailed to enhance performance and streamline maintenance. Moreover, the capability to detect anomalies in time series data using the Amazon Managed Service for Apache Flink plays a crucial role in enabling timely decision-making based on real-time insights.
To further simplify the orchestration and monitoring of AWS Glue jobs, organizations can utilize Amazon Managed Workflows for Apache Airflow (Amazon MWAA), which provides a robust framework for managing complex data workflows. Those interested in deepening their understanding of these implementations can find additional insights here, a blog post that expands on these topics.
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