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Optimize checkpointing in your Amazon Managed Service for Apache Flink applications with buffer debloating and unaligned checkpoints – Part 2

AWS Big Data

We’ve already discussed how checkpoints, when triggered by the job manager, signal all source operators to snapshot their state, which is then broadcasted as a special record called a checkpoint barrier. Then it broadcasts the barrier downstream. However, it continues to process partitions that are behind the barrier.

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Run Trino queries 2.7 times faster with Amazon EMR 6.15.0

AWS Big Data

Benchmark setup In our testing, we used the 3 TB dataset stored in Amazon S3 in compressed Parquet format and metadata for databases and tables is stored in the AWS Glue Data Catalog. This benchmark uses unmodified TPC-DS data schema and table relationships. He has been focusing in the big data analytics space since 2014.

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Amazon Managed Service for Apache Flink now supports Apache Flink version 1.18

AWS Big Data

The DataStream API now supports features like side outputs and broadcast state, and gaps on windowing API have been closed. PyFlink also now supports new connectors like Amazon Kinesis Data Streams directly from the DataStream API. Also, we recommend testing the updated application before proceeding with the update.

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Asset lifecycle management strategy: What’s the best approach for your business?

IBM Big Data Hub

Digital twins allow companies to run tests and predict performance based on simulations. Radio frequency identifier tags (RFID): RFID tags broadcast information about the asset they’re attached to using radio-frequency signals and Bluetooth technology.

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Optimize checkpointing in your Amazon Managed Service for Apache Flink applications with buffer debloating and unaligned checkpoints – Part 1

AWS Big Data

On receiving the signal, each source sub-task independently snapshots its state (for example, the offsets of the Kafka topic it is consuming) to a persistent storage, and then broadcasts a special record called checkpoint barrier (“CB” in the following diagrams) to all outgoing streams.

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Asset lifecycle management best practices: Building a strategy for success

IBM Big Data Hub

It allows the company to run tests and predict performance based on simulations. RFID tags broadcast a variety of information about an asset in addition to its location, including the temperature and humidity of its environment. A digital twin is a virtual representation of an asset that a company intends to purchase.

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Smarter Career Choices #3: Solve for the Global Maxima!

Occam's Razor

There is no question that at the end of year two Microsoft had overwhelming proof from a multitude of data points that the NFL contract was not selling any Surfaces. They did not need Big Data or Artificial Intelligence to come to that conclusion. As the season went on, we could look for test and control opportunities.