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The Stream Processing Model Behind Google Cloud Dataflow

Towards Data Science

Balancing correctness, latency, and cost in unbounded data processing Image created by the author. Intro Google Dataflow is a fully managed data processing service that provides serverless unified stream and batch data processing. If you want to learn more about stream processing, I strongly recommend this paper.

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Level Up Your Data Platform With Active Metadata

Data Engineering Podcast

Summary Metadata is the lifeblood of your data platform, providing information about what is happening in your systems. In order to level up their value a new trend of active metadata is being implemented, allowing use cases like keeping BI reports up to date, auto-scaling your warehouses, and automated data governance.

Metadata 130
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Gotchas of Streaming Pipelines: Profiling & Performance Improvements

Lyft Engineering

Discover how Lyft identified and fixed performance issues in our streaming pipelines. Background Every streaming pipeline is unique. When reviewing a pipeline’s performance, we ask the following questions: “Is there a bottleneck?”, “Is the pipeline performing optimally?”, “Will it continue to scale with increased load?”

Utilities 123
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For your eyes only: improving Netflix video quality with neural networks

Netflix Tech

To do so, we continuously push the boundaries of streaming video quality and leverage the best video technologies. In this tech blog, we describe how we improved Netflix video quality with neural networks, the challenges we faced and what lies ahead. It consists of two building blocks, a preprocessing block and a resizing block.

Media 117
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Monitoring Cloudera DataFlow Deployments With Prometheus and Grafana

Cloudera

Cloudera DataFlow for the Public Cloud (CDF-PC) is a complete self-service streaming data capture and movement platform based on Apache NiFi. CDF-PC comes with a monitoring dashboard out of the box for data flow health and performance monitoring. Go to the Status→Targets and verify that your CDF Deployment is “Up.”

Bytes 101
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LinkSage: GNN-based Pinterest Off-site Content Understanding

Pinterest Engineering

Graph based model: Leverage the Pinner’s curation data to build a heterogeneous graph that supports different types of entities. In this blog, we touch on: Technical design Key innovations Offline results Online results Technical Design Data Most Pins are associated with a landing page.

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Top 10 Azure Project Ideas for 2023 [Beginners to Advanced]

Knowledge Hut

However, a good way of learning the same is to build a project and understand real-world use cases. This blog helps understand the top 10 Azure projects one can use for learning and understanding Azure services. To build the project: Download the dataset and keep it ready for use. Top Azure Project Ideas for Beginners 1.

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