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Data Engineering on AWS

Introduction

This project aims to take note and show about build up a data pipeline on AWS.

Thank for Mr Andreas who coach me at The Data Engineering Academy

Data pipeline on AWS (Lambda Architect)

aws_pipeline

  1. Ingestion pipeline:
  • Client send make HTTP request POST data via API Gateway to Lambda function
  • Lambda function write data to Kenesis streaming then response to client
  1. Stream pipeline:

    2.1 Stream to raw storage

    • Kenesis send data to Lambda function
    • Lamda function wait for some time before write data to queue to S3 bucket as files

    2.2 Stream to DynamoDB pipeline

    • Kenesis trigger lambda function
    • Lambda function reformat or preprocessing messages
    • Lambda function write data to DynamoDB
  2. Batch pipeline:

    • Cloud watch trigger Lambda function
    • Bulk import from S3 bucket
    • Lambda function write data to DynamoDB or Redshift
  3. Visualization pipeline

    3.1 Client request data

    • Client requets data to view
    • Web UI call Lambda function for processing data
    • Lambda query in DynamoDB to fetch to client

    3.2 Visualize Redshift datawarehouse

    • Kenesis Data Firehose Delivery Stream (KDFDS) connect to pull data from Kenesis Data Stream (KDS)
    • KDFDS write data to temporary storage is S3 bucket
    • Kenesis Firehose copy data from S3 bucket to Redshift
    • BI tool connect to Redshift to visualize data

Keep the things in mind when demo with AWS

data_engineering_on_aws's People

Contributors

duc-luong-tnsl avatar irish-luong avatar

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