Giter VIP home page Giter VIP logo

gameanalytics's Introduction

A Fully-Managed Game Analytics Architecture

A lightweight implementation of the GCP game analytics reference architecture. While the implementation is minimal, this architecture can levelage the auto-scaling feature of DataFlow to scale to a massive volume of events. This project defines a data pipeline that consumes events from PubSub, and writes the events to BigQuery and AVRO. The AVRO files on Google Storage represent a data lake that can be used in further ETL steps, such as splitting out the raw events into schematized events. The table on BigQuery can be used to build views of specific events, or also used in downstream ETL processes.

Data Pipeline

This project contains two directories. The events directory contains sample code for sending game events to a PubSub topic on GCP, and the arch directory contains a dataflow pipeline for storing these events to BigQuery and Google Storage as AVRO. The complete graph for this lightweight implementation is shown below:

Architecture

This naive implementation sends all events in a JSON format, and does not split up different types of events into different tables. Example records in BigQuery are shown below:

Example Events

gameanalytics's People

Contributors

bgweber avatar

Watchers

James Cloos avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.