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Workerholic - A background job processor built from scratch

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How we built a Background Job Processor from scratch

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A background job processor built from scratch

GitHub Pages

Workerholic

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Workerholic

Table of Contents

Introduction

Background Job Features Overview

Introducing Workerholic: Overall Architecture

Building Workerholic

Conclusion

Benchmarking Workerholic

Reporting

Configurability

Ease of Use

Testing

Reliability

Efficiency

Scalability

Optimizations

Serialization

Using Custom Algorithms

Scaling in the context of our scenario

Parallelism

An Example Scenario

Concurrency

Jobs Persistence

Retrying Failed Jobs & Job Scheduler

Graceful Shutdown

Testing Setup

Testing and Threads

Workerholic: a scalable BJP

Default Configuration

Rails Integration

Real-time Statistics

Historical Statistics

Workerholic compared to the Gold Standard: Sidekiq

JRuby

What data to collect?

How to store the data?

What data to collect?

How to store the data?

How much data?

Email Jobs calculations

Concurrency & Threads

Concurrency in Workerholic

Threads and Memory Consumption

Concurrency Issues & Thread-Safety

Scenario

Challenge

Image Processing Jobs Calculations

Parallelism & Processes

Parallelism in Workerholic

Processes and Memory consumption

Scaling vertically

Scaling horizontally

Evenly balanced workers

Adaptive and Successive Algorithm (ASP)

Iteration 1

Iteration 2

An Example

First Iteration

Second Iteration

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