March 2022
Beginner to intermediate
595 pages
12h 53m
English
book
Modern Data Engineering with Apache Spark: A Hands-On Guide for Building Mission-Critical Streaming Applications
by Scott Haines
Content preview from Modern Data Engineering with Apache Spark: A Hands-On Guide for Building Mission-Critical Streaming ApplicationsBecome an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
Index
A
Access control lists (ACLs)
Amazon’s Simple Storage Service (S3)
Amazon Web Services (AWS)
Analytical processing and insights
columnar aggregation
array explode
coffee_orders
complex summary statistics
hierarchical aggregation
many rows from one
OrderItems
order total
pivoting
simple summary statistics
Spark DSL
create note
data aggregation
environment
adding file system
build command
container dependencies
Multi-stage Docker
spinning up
Zeppelin container
Zeppelin-Spark directory layout
grouped datasets
Spark functions
SeeSpark functions
Analytical Window functions
vs. aggregation
create specification
ordered index
row_number/sum
transaction difference
Analytics
Apache Airflow
APIs
batch jobs
code-driven approach
components
operators
schedulers/executors
tasks
creating user
data ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.