A web application (with multiple API project options) that uses MariaDB HTAP!

Overview

Bookings

Bookings is a web application that, backed by the power of the MariaDB Connectors and the MariaDB X4 Platform, unleashes the power of smart transactions on hundreds of millions of records with lightning fast query performance without having to add any indexes!

This README will walk you through the steps for getting the Bookings web application up and running using MariaDB HTAP. To ensure success, please follow the instructions in order.

Note: The code provided within this repository is completely open source. Please feel free to use it as you see fit.

Table of Contents

  1. Requirements
  2. Introduction to MariaDB
    1. MariaDB Platform
    2. MariaDB SkySQL
  3. Get the code
  4. Set up the HTAP database instance
    1. Get the data, create the schema, and load the data
    2. Set up replication
    3. Create app data
  5. Set up the web application
    1. Anatomy of the app
    2. Build and run the app
  6. Additional resources
    1. Smart transactions
    2. Cross-engine queries
  7. Support and Contribution
  8. License

Requirements

This sample application, no matter which API project you target, will requires the following to be installed/enabled on your machine:

  • MariaDB Client, used to connect to MariaDB instances.
  • Bash (if you are using Windows 10, you will need to enable the Windows Subsystem for Linux), used to run the data download script

Introduction to MariaDB

MariaDB Platform

MariaDB Platform integrates transactional and analytical products so developers can build modern applications by enriching transactions with real-time analytics and historical data, creating insightful experiences and compelling opportunities for customers – and for businesses, endless ways to monetize data.

To get started using MariaDB locally you can:

MariaDB Hybrid Transactional-Analytical Processing (HTAP)

MariaDB Platform supports Hybrid Transactional-Analytical Processing (HTAP) through a combination of MariaDB Enterprise Server, MariaDB ColumnStore, and MariaDB MaxScale.

Here's a simple architecture diagram of MariaDB X4 Platform.

For more details on how to manually deploy MariaDB X4 please refer to the official documentation.

MariaDB SkySQL

SkySQL is the first and only database-as-a-service (DBaaS) to bring the full power of MariaDB Platform to the cloud, including its support for transactional, analytical and hybrid workloads. Built on Kubernetes, and optimized for cloud infrastructure and services, SkySQL combines ease of use and self-service with enterprise reliability and world-class support – everything needed to safely run mission-critical databases in the cloud, and with enterprise governance.

Get started with SkySQL!

Get the code

Download this code directly or use git (through CLI or a client) to retrieve the code using git clone:

$ git clone https://github.com/mariadb-corporation/dev-example-bookings.git

Set up the HTAP database instance

In order to run the Bookings application you will need to have a MariaDB instance to connect to. For more information please check out "Get Started with MariaDB".

Get the data, create the schema, and load the data

This application uses (US domestic) flight data freely available from the Bureau of Transportation on time performance dataset. The [get_flight_data.sh] shell script will be used to download the flight data (between 1990 and 2020) into a folder called data.

Complete the following steps.

  1. Download the flight data (approx. 180 million records, ~30 GB). Depending on your internet connection this may take some time. However, you can simply modify get_flight_data.sh script to adjust the amount of flight information that is downloaded. Doing so will not disrupt subsequent steps.
$ ./get_flight_data.sh
  1. Create the databases and tables load data. Be sure to include your database instance specific information (host url, port number, username, and password)
$ ./create_and_load.sh host_url port user password

Note: Remember to wrap argument values in single quotes if they contain special characters (e.g. !)

By default the create_and_load.sh script has ssl enabled and assumes a MariaDB SkySQL certificate authority chain file exists next to it. Feel free to modify accordingly.

Set up replication

Using MariaDB replication, MariaDB Enterprise Server replicates writes from InnoDB tables to the ColumnStore tables, ensuring that the application can perform analytical processing on current data.

Combining MariaDB replication with MariaDB MaxScale configured as a Binlog Server, MariaDB Enterprise Server can host InnoDB and ColumnStore on the same server.

This application uses replication on a single table called flights, which exists travel.flights (InnoDB) and travel_history.flights (ColumnStore).

Direct access

To set up replication on an HTAP instance you have direct access to add the following replication filter to the MaxScale configuration file (/etc/maxscale.cnf).

[replication-filter]
type         = filter
module       = binlogfilter
match        = /[.]flights/
rewrite_src  = innodb
rewrite_dest = columnstore

For more information on configuring MariaDB HTAP please review the official Enterprise Documentation.

SkySQL

MariaDB SkySQL provides MariaDB Platform for Smart Transactions service, delivering HTAP capabilities. Simply connect to a MariaDB SkySQL (HTAP) instance and execute the following queries.

Create a replication filter.

SELECT set_htap_replication('flights','travel','travel_history');

Confirm a replication filter has been added.

SELECT show_htap_replication();

For more information on configuring HTAP replication for SkySQL please check out the official documentation.

Create app data

This application is merely meant for demonstration purposes so you will need to provide relevant data within the following:

  • travel.flights
  • travel.tickets
  • travel.trips

Creating searchable flights

You will need to supply future flights that can be booked. The process for this is to first add a flight and then create a ticket for that flight. Consider the following example.

An upcoming flight (option) from LAX to ORD on May 5th, 2020.

INSERT INTO `flights` (`year`, `month`, `day`, `day_of_week`, `fl_date`, `carrier`, `tail_num`, `fl_num`, `origin`, `dest`, `crs_dep_time`, `dep_time`, `dep_delay`, `taxi_out`, `wheels_off`, `wheels_on`, `taxi_in`, `crs_arr_time`, `arr_time`, `arr_delay`, `cancelled`, `cancellation_code`, `diverted`, `crs_elapsed_time`, `actual_elapsed_time`, `air_time`, `distance`, `carrier_delay`, `weather_delay`, `nas_delay`, `security_delay`, `late_aircraft_delay`) VALUES (2020, 5, 5, 5, '2020-05-05', 'DL', NULL, 1280, 'LAX', 'ORD', '0600', '0600', NULL, NULL, NULL, NULL, NULL, '0913', '0913', NULL, NULL, NULL, NULL, NULL, NULL, NULL, NULL, NULL, NULL, NULL, NULL, NULL);

INSERT INTO `tickets` (`id`, `fl_date`, `fl_num`, `carrier`, `origin`, `dest`, `price`) VALUES (1, '2020-05-05', 1280, 'DL', 'LAX', 'ORD', 240.00);

Creating upcoming trips

Currently you need to create upcoming trips manually. To do this you will need to have a flight, ticket, and trip record. Consider the following example.

An upcoming trip from ORD to LAX on July 4th, 2020.

INSERT INTO `flights` (`year`, `month`, `day`, `day_of_week`, `fl_date`, `carrier`, `tail_num`, `fl_num`, `origin`, `dest`, `crs_dep_time`, `dep_time`, `dep_delay`, `taxi_out`, `wheels_off`, `wheels_on`, `taxi_in`, `crs_arr_time`, `arr_time`, `arr_delay`, `cancelled`, `cancellation_code`, `diverted`, `crs_elapsed_time`, `actual_elapsed_time`, `air_time`, `distance`, `carrier_delay`, `weather_delay`, `nas_delay`, `security_delay`, `late_aircraft_delay`) VALUES (2020, 7, 4, 2, '2020-07-04', 'DL', NULL, 1170, 'ORD', 'LAX', '1420', '1420', NULL, NULL, NULL, NULL, NULL, '1730', '1730', NULL, NULL, NULL, NULL, NULL, NULL, NULL, NULL, NULL, NULL, NULL, NULL, NULL);

INSERT INTO `tickets` (`id`, `fl_date`, `fl_num`, `carrier`, `origin`, `dest`, `price`) VALUES (2, '2020-07-04', 1170, 'DL', 'ORD', 'LAX', 276.00);

INSERT INTO `trips` (`id`, `ticket_id`) VALUES (1, 2);

Set up the web application

Anatomy of the app

This application is made of two parts:

  • Client
    • communicates with the API.
    • is a React.js project located in the client folder.
  • API
    • uses a MariaDB Connector to connect to MariaDB.
    • contains multiple projects, located in the api folder.

See the README's in client and api for more information on how to get started!

Build and run the app

Additional resources

Smart transactions

At this point you might be wondering, what are smart transactions?

At their core, smart transactions are the standard transactions that databases have been performing for decades – ultimately powering the online interactions we’ve become accustomed to. The difference with modern applications is the use of real-time analytics before, during and/or after these transactions.

Pre-transaction

This application uses real-time analytics before a flight is booked. Each flight ticket option contains information calculated from the historical records (average delay, average duration, flight score, etc.) within the flights table.

Post-transaction

This application also uses real-time analytics after a flight has been booked, and a trip has been created.

Cross-engine queries

This application uses cross-engine queries to maximize the potentials of the MariaDB X4 Platform. Cross-engine querying is the ability to access, via MaxScale, both the transactional and analytics data within a single query.

Support and Contribution

Thanks so much for taking a look at the Bookings app! As this is a very simple example, there's plenty of potential for customization. Please feel free to submit PR's to the project to include your modifications!

If you have any questions, comments, or would like to contribute to this or future projects like this please reach out to us directly at [email protected] or on Twitter.

License

License

Owner
MariaDB Corporation
MariaDB Corporation
Restaurant-finder - Restaurant finder With Python

restaurant-finder APIs /restaurants query-params: a. filter: column based on whi

Kumar saurav 1 Feb 22, 2022
Get information about what a Python frame is currently doing, particularly the AST node being executed

executing This mini-package lets you get information about what a frame is currently doing, particularly the AST node being executed. Usage Getting th

Alex Hall 211 Jan 01, 2023
Empresas do Brasil (CNPJs)

Biblioteca em Python que coleta informações cadastrais de empresas do Brasil (CNPJ) obtidas de fontes oficiais (Receita Federal) e exporta para um formato legível por humanos (CSV ou JSON).

BR-API: Democratizando dados do Brasil. 8 Aug 17, 2022
A python library what works with numbers.

pynum A python library what works with numbers. Prime Prime class have everithing you want about prime numbers. check_prime The check_prime method is

Mohammad Mahdi Paydar Puya 1 Jan 07, 2022
Remote execution of a simple function on the server

FunFetch Remote execution of a simple function on the server All types of Python support objects.

Decave 4 Jun 30, 2022
The fastest way to copy to (not from) high speed flash storage.

FastestCopy The fastest way to copy to (not from) high speed flash storage. This is about 3-6x faster than file copy on explorer.exe to usb flash driv

Derek Frombach 0 Nov 03, 2021
Script to work around some quirks of the blender obj importer

ObjFix 1.0 (WIP) Script to work around some quirks of the blender obj importer Installation Download this repo In Blender, press "Edit" on the top-bar

Red_3D 4 Nov 20, 2021
京东热爱狂欢趴&京东扫码获取cookie

京东热爱狂欢趴 一键完成任务脚本来袭 活动地址: https://wbbny.m.jd.com/babelDiy/Zeus/2s7hhSTbhMgxpGoa9JDnbDzJTaBB/index.html#/home 2021-06-02更新: 1、删除京东星推官 2、更新脚本,修复火爆问题 2021

xoyi 48 Dec 28, 2022
The purpose of this code base is to add a specified signal-to-noise ratio noise from MUSAN dataset to a pure speech signal and to generate far-field speech data using room impulse response data from BUT [email protected] Reverb Database.

Add_noise_and_rir_to_speech The purpose of this code base is to add a specified signal-to-noise ratio noise from MUSAN dataset to a pure speech signal

Yunqi Chen 7 Oct 30, 2022
【AI创造营】参赛作品

-AI-emmmm 【AI创造营】参赛作品 鬼畜小视频 AiStuido地址:https://aistudio.baidu.com/aistudio/projectdetail/1647685 BiliBili视频地址:https://www.bilibili.com/video/BV1Zv411b

107 Nov 09, 2022
Python bindings for the Plex API.

Python-PlexAPI Overview Unofficial Python bindings for the Plex API. Our goal is to match all capabilities of the official Plex Web Client. A few of t

Michael Shepanski 931 Jan 07, 2023
List of all D&D 5e monsters: WotC + popular third-party sourcebooks

Xio's Guide to Monsters If you're a DM like me, and you have multiple sources of D&D 5e monsters that include WotC as well as third-party suppliers, y

20 Jan 06, 2023
Versión preliminar análisis general de Covid-19 en Colombia

Covid_Colombia_v09 Versión: Python 3.8.8 1/ La base de datos del Ministerio de Salud (Minsalud Colombia) está en https://www.datos.gov.co/Salud-y-Prot

Julián Gómez 1 Jan 30, 2022
Aplicação que envia regularmente um email ao utilizador com todos os filmes disponíveis no cartaz dos cinemas Nos.

Cartaz-Cinemas-Nos Aplicação que envia regularmente uma notificação ao utilizador com todos os filmes disponíveis no cartaz dos cinemas Nos. Só funcio

Cavalex 1 Jan 09, 2022
Safe temperature monitor for baby's room. Made for Raspberry Pi Pico.

Baby Safe Temperature Monitor This project is meant to build a temperature safety monitor for a baby or small child's room. Studies have shown the ris

Jeff Geerling 72 Oct 09, 2022
Explores the python bytecode, provides some tools to access it for fun and profit.

Pyasmtools - looking at the python bytecode for fun and profit. The pyasmtools library is made up of two parts A python bytecode disassembler . See Py

Michael Moser 299 Jan 04, 2023
Islam - This is a simple python script.In this script I have written all the suras of Al Quran. As a result, by using this script, you can know the number of any sura at the moment.

Introduction: If you want to know sura number of al quran by just typing the name of sura than you can use this script. Usage in termux: $ pkg install

Fazle Rabbi 1 Jan 02, 2022
LSO, also known as Linux Swap Operator, is a software with both GUI and terminal versions that you can manage the Swap area for Linux operating systems.

LSO - Linux Swap Operator Türkçe - LSO Nedir? LSO, diğer adıyla Linux Swap Operator Linux işletim sistemleri için Swap alanını yönetebileceğiniz hem G

Eren İnce 4 Feb 09, 2022
It is a Blender Tool which can convert the Object Data Attributes in face corner to the UVs or Vertex Color.

Blender_ObjectDataAttributesConvertTool It is a Blender Tool which can convert the Object Data Attributes in face corner to the UVs or Vertex Color. D

Takeshi Chō 2 Jan 08, 2022
A small program to vote for Councilors at 42 Heilbronn.

This Docker container is build to run on server an provide an easy to use interface for every student to vote for their councillors. To run docker on

Kevin Hirsig 2 Jan 17, 2022