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A micro service for an e-commerce app to withstand web scale traffic loads

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System Design: Products API

The goal of the project was to build a scalable RESTful API for an existing e-commerce web application and optimize it to withstand the web scale traffic loads. Working in a team of three engineers, we inherited a legacy codebase and each member took ownership of a micro service that will maintain the existing application data set. I was responsible for redesigning and building a backend server and database for the products API service.

Tech Stack

PostgreSQL Express Node NGINX Docker AWS Jest AutoCannon loader.io

API Development & Optimization

products_RDBMS_schema

  • Design and evaluate RDBMS and DBMS and consider tradeoffs: selected PostgreSQL

  • Performe an ETL Process to transfer the full application data set (20M+) into PostgreSQL database

  • Optimize queries using B-tree indexes, connecting pooling and building aggregate tables

Deployment

  • Containerize the database and server using Docker
  • Set up NGINX load balancer with ip_hash method for horizontal scaling and reduce latency by 800%
  • Scale microservice to handle 3000 RPS by deploying 3 Node/Express servers and database on AWS EC2

Load & Stress Testing

  • Used AutoCannon to simulate load on the server in development environment
  • Conducted cloud-based performance and stress testing on loader.io with randomized product IDs
  • Achieved 3000 RPS with latency 10ms with 0% error rate
Endpoints /:product_id /:product_id/styles /:product_id/related
Avg res time 4ms 5ms 4ms
Min/Max 3/125ms 3/88ms 3/67ms
Err rate 0% 0% 0%

API Endpoints

GET /products

Retrieve a list of products

Parameters

Parameter Type Description
page Integer Selects the page of results to return. Default 1.
page_size Integer Specifies how many results per page to return. Default 10.

Response

[
    {
        "id": 1,
        "name": "Camo Onesie",
        "slogan": "Blend in to your crowd",
        "description": "The So Fatigues will wake you up and fit you in. This high energy camo will have you blending in to even the wildest surroundings.",
        "category": "Jackets",
        "default_price": 140
    },
    {
        "id": 2,
        "name": "Bright Future Sunglasses",
        "slogan": "You've got to wear shades",
        "description": "Where you're going you might not need roads, but you definitely need some shades. Give those baby blues a rest and let the future shine bright on these timeless lenses.",
        "category": "Accessories",
        "default_price": 69
    },
    {
        "id": 3,
        "name": "Morning Joggers",
        "slogan": "Make yourself a morning person",
        "description": "Whether you're a morning person or not.  Whether you're gym bound or not.  Everyone looks good in joggers.",
        "category": "Pants",
        "default_price": 40
    }
]

GET /products/:product_id

Returns all the product level information for a specified product id.

Parameters

Parameter Type Description
product_id Integer Required ID of the product for which data should be returned.

Response

{
    "id": 1,
    "name": "Camo Onesie",
    "slogan": "Blend in to your crowd",
    "description": "The So Fatigues will wake you up and fit you in. This high energy camo will have you blending in to even the wildest surroundings.",
    "category": "Jackets",
    "default_price": 140,
    "features": [
        {
            "feature": "Buttons",
            "value": "Brass"
        },
        {
            "feature": "Fabric",
            "value": "Canvas"
        }
    ]
}

GET /products/:product_id/styles

Returns all the styles of the specified product.

Parameters

Parameter Type Description
product_id Integer Required ID of the product for which data should be returned

Response

{
    "product_id": "1",
    "results": [
        {
            "style_id": 1,
            "name": "Forest Green & Black",
            "original_price": 140,
            "sale_price": null,
            "default?": true,
            "photos": [
                {
                    "url": "placeholder/image.jpg",
                    "thumbnail_url": "placeholder/image_thumbnail.jpg"
                },
                {
                    "url": "placeholder/image.jpg",
                    "thumbnail_url": "placeholder/image_thumbnail.jpg"
                }
            ],
            "skus": {
                "1": {
                    "quantity": 8,
                    "size": "XS"
                },
                "2": {
                    "quantity": 16,
                    "size": "S"
                }
            }
        },
        {
            "style_id": 2,
            "name": "Desert Brown & Tan",
            "original_price": 140,
            "sale_price": null,
            "default?": false,
            "photos": [
                {
                    "url": "placeholder/image.jpg",
                    "thumbnail_url": "placeholder/image_thumbnail.jpg"
                },
                {
                    "url": "placeholder/image.jpg",
                    "thumbnail_url": "placeholder/image_thumbnail.jpg"
                }
            ],
            "skus": {
                "7": {
                    "quantity": 16,
                    "size": "S"
                },
                "8": {
                    "quantity": 8,
                    "size": "XS"
                }
            }
        }
    ]
}

GET /products/:product_id/related

Returns the product ids related to the specified product.

Parameters

Parameter Type Description
product_id Integer Required ID of the product for which data should be returned

Response

[
  3,
  5,
  9,
  8
]

Getting Started

Prerequisites

  • npm
npm install npm@latest -g

Installation

  1. Clone the repo
    git clone https://github.com/sdc-cinnamon/sdc-products.git
  2. Install NPM packages
    npm install
  3. Set up .env file in the server's root directory and add the following info
     PORT="paste_port_number"
     PG_PORT="paste_pg_port_number"
     PG_USER="paste_username"
     PG_PASSWORD="paste_password"
     PG_HOST='paste_IP_address'
     PG_DBNAME="page_pg_database_name"

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