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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. For more details, refer to Limitations.

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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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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. Greater alignment across business units: Optimize management processes according to a variety of factors beyond just the condition of a piece of equipment. These factors can include available resources (e.g.,

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

Occam's Razor

The lesson is about the limitation of optimizing for a local maxima, usually in a silo. If the Surface Marketing team is like every other team at every other company engaged in sponsorships and television advertising, it’ll measure the same collection of smart metrics like everyone else. Better than Reach and Brand Lift metrics?

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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. Read this blog post to explore how digital twins can help you optimize your asset performance. RFID tags broadcast a variety of information about an asset in addition to its location, including the temperature and humidity of its environment.