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Use Amazon Athena with Spark SQL for your open-source transactional table formats

AWS Big Data

AWS-powered data lakes, supported by the unmatched availability of Amazon Simple Storage Service (Amazon S3), can handle the scale, agility, and flexibility required to combine different data and analytics approaches. It will never remove files that are still required by a non-expired snapshot.

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Achieve near real time operational analytics using Amazon Aurora PostgreSQL zero-ETL integration with Amazon Redshift

AWS Big Data

When data is used to improve customer experiences and drive innovation, it can lead to business growth,” – Swami Sivasubramanian , VP of Database, Analytics, and Machine Learning at AWS in With a zero-ETL approach, AWS is helping builders realize near-real-time analytics. Ongoing changes will be synced in near real time.

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Use Apache Iceberg in a data lake to support incremental data processing

AWS Big Data

Apache Iceberg is an open table format for very large analytic datasets, which captures metadata information on the state of datasets as they evolve and change over time. Iceberg has become very popular for its support for ACID transactions in data lakes and features like schema and partition evolution, time travel, and rollback.

Data Lake 116
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How the Edge Is Changing Data-First Modernization

CIO Business Intelligence

At the same time, the availability of 5G connectivity and an influx of robust, cost-effective edge processing power have made it possible to decentralize data storage and real-time analytics processing power and position it closer to the actual data source. Getting edge-to-cloud data strategy right.

IoT 98
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Enable metric-based and scheduled scaling for Amazon Managed Service for Apache Flink

AWS Big Data

If SnapshotsEnabled is set to true in ApplicationSnapshotConfiguration, Amazon Managed Service for Apache Flink will automatically pause the application, take a snapshot, and then restore the application with the updated configuration whenever it is updated or scaled. The following diagram illustrates the state machine workflow.

Metrics 96
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Introducing Amazon MWAA support for Apache Airflow version 2.7.2 and deferrable operators

AWS Big Data

You can see the time each task spends idling while waiting for the Redshift cluster to be created, snapshotted, and paused. and the Amazon Linux 2023 (AL2023) base image, offering enhanced security, modern tooling, and support for the latest Python libraries and features. She is passionate about data analytics and networking.

Metrics 101
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What is business intelligence? Transforming data into business insights

CIO Business Intelligence

BI tools access and analyze data sets and present analytical findings in reports, summaries, dashboards, graphs, charts, and maps to provide users with detailed intelligence about the state of the business. Whereas BI studies historical data to guide business decision-making, business analytics is about looking forward.