How I Constructed a Actual-Time Climate Information Pipeline Utilizing AWS—Totally Serverless | by Aashish Nair | Jan, 2025

A sensible information to leveraging AWS Lambda, Kinesis, and DynamoDB for real-time insights

Picture by Brett Sayles: https://www.pexels.com/picture/clouds-1431822/

Desk of Contents

Introduction
Information
Proposed Workflow
AWS Cloud Parts
Gathering the Information (Lambda Operate 1)
Writing the Information to the Desk (Lambda Operate 2)
Changing the information in CSV format (Lambda Operate 3)
The Last AWS Cloud Resolution
Visualizing the Information (Bonus)
Benefits
Limitations
Conclusion

Introduction

A few months in the past, I labored on a venture during which I constructed a photo voltaic power forecasting mannequin aimed toward aiding Germany’s transition to wash power. The outcomes have been promising, however the mannequin’s efficiency was restricted by an important issue: the dearth of climate knowledge, which is a powerful indicator of accessible photo voltaic power.

The expertise underscored a key lesson — real-time knowledge is crucial for sensible forecasting fashions…