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Concurrent Data Processing in Elixir

Gain insights into data processing and concurrency in Elixir. Explore GenServer, GenStage, Flow, and Broadway to enhance performance, set up pipelines, and handle increased workloads efficiently.

Intermediate

78 Lessons

11h 10min

Certificate of Completion

Gain insights into data processing and concurrency in Elixir. Explore GenServer, GenStage, Flow, and Broadway to enhance performance, set up pipelines, and handle increased workloads efficiently.

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Explanations

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Explanations

This course includes

49 Playgrounds

7 Quizzes

Course Overview

What You'll Learn

Course Content

Course Overview

Most engineers don’t think that concurrency is distinct from programming. Data processing includes transforming information in some way, like reporting, data aggregation, or analytics. On the other hand, concurrency involves significantly improving performance. This course is designed to help you navigate the world of concurrency tools available in the Elixir ecosystem. You’ll explore popular modules and libraries like GenServer, GenStage, Flow, and Broadway. You’ll be able to ingest data, set up pipelines...Show More

Most engineers don’t think that concurrency is distinct from programming. Data processing includes transforming information in s...Show More

What You'll Learn

Understand how concurrency works in Elixir

Learn about Elixir supervisors and GenServers

Learn to use data processing pipelines

Learn to use the Flow module in Elixir

Learn to set up data ingestion pipelines

Understand how concurrency works in Elixir

Course Content

Getting Started

2 Lessons

Get familiar with concurrent data processing in Elixir and its prerequisites.

What Does This Course Cover?

Course Prerequisites and Intended Audience

Easy Concurrency with the Task Module

16 Lessons

Unpack the core of concurrent programming in Elixir with the Task module and supervision.

Introduction to Concurrency

An Introduction to the Task Module

Create the Playground

Start Tasks and Retrieve Results

Synchronous vs. Asynchronous Programs

Retrieve a Task’s Results

Use the await and yield Functions to Retrieve Results

Stop a Task and Async Task

Manage a Series of Tasks

Parameters of the async_stream Function

Link Processes

Meet the Supervisor

Use Task.Supervisor

Understand the “Let It Crash” Philosophy

Wrapping Up

Quiz: Easy Concurrency with the Task Module

Long-Running Processes Using GenServer

19 Lessons

Work your way through GenServer callbacks, process management, and optimizing concurrency in Elixir.

Long-running Processes and Starting GenServer

GenServer Callbacks: init

GenServer Callbacks: handle_continue and handle_call

Genserver Callbacks: handle_cast

GenServer Callbacks: handle_info

GenServer Callbacks: terminate

Make Improvements to Our GenServer

The blueprint of our job-processing system

How to Use Anonymous Functions

Introduce DynamicSupervisor

Process Restart Values and Frequency

Implement a Supervisor

Supervisor Strategies

Registry Processes

Limit Concurrency and Inspect the Supervisors

Examine Running Processes and Stop the Supervisors

Wrapping Up

Quiz: Long-running Processes Using GenServer

Data Processing Pipelines with GenStage

13 Lessons

Find out about GenStage's role in managing data pipelines, back-pressure, and concurrency.

Back-Pressure

Introduce GenStage

The Producer and Consumer

Build the Data Processing Pipeline

Understand Consumer Demand

Revisiting the Producer

Add More Consumers and Buffer Events

Add Concurrency With ConsumerSupervisor

Create Multi-stage Data Pipelines

Scale Up a Stage with Extra Processes

Choose the Right Dispatcher

Wrapping Up

Quiz: Data Processing Pipelines with GenStage

Process Collections with Flow

12 Lessons

Take a closer look at concurrent data processing with Elixir's Flow library for large datasets.

Introduction to the Flow Library

Read Files

Improve Performance with Streams

Run Streams Concurrently and Understand Flows

The reduce Function

Route Events with Partitions

Group and Sort

Windows and Triggers

Get Snapshots from Slow-running or Infinite Flows

Add Flow to a GenStage Pipeline

Wrapping Up

Quiz: Process Collections with Flow

Data Ingestion Pipelines with Broadway

15 Lessons

See how Broadway simplifies data-ingestion pipelines with concurrent processing, batching, and fault tolerance.

Introduction to the Broadway Library

Process Ticketing Events

The Details of Broadway Callbacks

Implement handle_message/3

Implement prepare_messages/2

Implement handle_failed/3

Batch Messages

Implement Batching and handle_batch/4

Static Batching

Use Dynamic Batching

Adjust Batch Size and Timeout

Use GenStage Producers

Configure the Scraping Pipeline

Wrapping Up

Quiz: Data Ingestion Pipelines with Broadway

Concluding the Course

1 Lessons

Learn how to improve your ability to create efficient, scalable Elixir applications.

Course Summary

Course Author

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