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The Stream Processing Model Behind Google Cloud Dataflow

Towards Data Science

Paper’s Introduction At the time of the paper writing, data processing frameworks like MapReduce and its “cousins “ like Hadoop , Pig , Hive , or Spark allow the data consumer to process batch data at scale. On the stream processing side, tools like MillWheel , Spark Streaming , or Storm came to support the user.

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Handling Bursty Traffic in Real-Time Analytics Applications

Rockset

Database makers have experimented with different designs to scale for bursts of data traffic without sacrificing speed, features or cost. Lambda Architecture: Too Many Compromises A decade ago, a multitiered database architecture called Lambda began to emerge. One layer processes batches of historic data.

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Maintaining Your Data Lake At Scale With Spark

Data Engineering Podcast

In this episode Michael Armbrust, the lead architect of Delta Lake, explains how the project is designed, how you can use it for building a maintainable data lake, and some useful patterns for progressively refining the data in your lake. How does this unified interface resolve the shortcomings and complexities of that approach?

Data Lake 100
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Apache Spark Use Cases & Applications

Knowledge Hut

Features of Spark Speed : According to Apache, Spark can run applications on Hadoop cluster up to 100 times faster in memory and up to 10 times faster on disk. Apache Spark at Yahoo: Yahoo is known to have one of the biggest Hadoop Cluster and everyone is aware of Yahoo’s contribution to the development of Big Data system.

Scala 52
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20+ Data Engineering Projects for Beginners with Source Code

ProjectPro

So, working on a data warehousing project that helps you understand the building blocks of a data warehouse is likely to bring you more clarity and enhance your productivity as a data engineer. Data Analytics: A data engineer works with different teams who will leverage that data for business solutions.

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12 Big Data Project Topics with Source Code 2023

Knowledge Hut

This article will provide big data project examples, big data projects for final year students , data mini projects with source code and some big data sample projects. The article will also discuss some big data projects using Hadoop and big data projects using Spark.