Towards Data Science

APRIL 30, 2024

This led to the observation that using only watermarks to decide when to emit the window’s result is likely to increase the latency (when the watermark is slow) or impact the accuracy of the pipeline (missing some data if the watermark is too fast ). Triggering at completion estimates such as watermarks.

Google Cloud 92

Google Cloud Process Cloud Lambda Architecture 92

Data Engineering Podcast

JUNE 16, 2019

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

Data Lake Lambda Architecture Data Warehouse Hadoop 100

Rockset

MAY 12, 2022

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. Google and other web-scale companies also use ALT.

Analytics Application 52

Analytics Application Lambda Architecture Hadoop Database 52

Data Engineering Weekly

JULY 9, 2023

[link] Alibaba: The Thinking and Design of a Quasi-Real-Time Data Warehouse with Stream and Batch Integration Time interval data processing is the foundation of data engineering; regardless it’s batch or real-time. Each architectural pattern has its limitation.

Data Engineering 52

Data Engineering Data Engineer Engineering Lambda Architecture 52

Knowledge Hut

MAY 2, 2024

Spark is being used in more than 1000 organizations who have built huge clusters for batch processing, stream processing, building warehouses, building data analytics engine and also predictive analytics platforms using many of the above features of Spark. Spark SQL features are used heavily in warehouses to build ETL pipelines.

Scala 52

Scala Hospitality Machine Learning Healthcare 52

ProjectPro

AUGUST 24, 2021

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.

Data Engineering 52

Data Engineering Data Engineer Coding Project 52

Knowledge Hut

OCTOBER 30, 2023

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.

Big Data 52

Big Data Coding Project Medical 52