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

AWS Big Data

Internally, Apache Flink uses clever mechanisms to maintain exactly-once state consistency, while also optimizing for throughput and reduced latency. The time a sub-task spends on the synchronous and asynchronous parts of the checkpoint is measured by Sync Duration and Async Duration metrics, shown by the Apache Flink UI.

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Run Trino queries 2.7 times faster with Amazon EMR 6.15.0

AWS Big Data

When you use Trino on Amazon EMR or Athena, you get the latest open source community innovations along with proprietary, AWS developed optimizations. and Athena engine version 2, AWS has been developing query plan and engine behavior optimizations that improve query performance on Trino. Starting from Amazon EMR 6.8.0

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P&G enlists IoT, predictive analytics to perfect Pampers diapers

CIO Business Intelligence

But things go awry and when they do, Proctor & Gamble now employs its Hot Melt Optimization platform to catch snags and get the process back on track. This ensures that the output of each facility exceeds what was achieved before Hot Melt Optimization was launched.

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How Edge as a Service is shaping the future of fan engagement

CIO Business Intelligence

have expanded the reach of the race to a new generation of fans and ensured they’re able to continually optimize race operations. “We Today, you a see a television broadcast that’s full of live, rich data about rider speeds and time gaps, and you’ve got second screen apps like Race Center that allow you to follow every moment of the race.”

IoT 90
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Protecting Your Cryptocurrency Wllets with Machine Learning

Smart Data Collective

This means that anybody that is possible victim will need to leverage AI-driven cyber security measures to protect their digital assets. But can cybersecurity measures predicated on machine learning actually help stop cryptocurrency scams? Most importantly, AI can help optimize cybersecurity apps to help stop hackers.

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The Importance of Data Analytics with IPTV Middleware CMS

Smart Data Collective

This data includes usage analytics & reports that you can view and analyse in order to optimize your service. Every IPTV/OTT platform relies on user data and statistics to optimize its content. This allows you to optimize your EPG, therefore having more people installed into your billing system. Client Reporting.