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Development of a Serverless Energy Analytics Platform for Smart Consumption Optimization
  1. case
  2. Development of a Serverless Energy Analytics Platform for Smart Consumption Optimization

Development of a Serverless Energy Analytics Platform for Smart Consumption Optimization

vilmate
Energy & natural resources

Identifying Challenges in Energy Data Collection and Visualization

The client faces difficulties in processing and visualizing large volumes of energy consumption data from connected IoT devices. They require a scalable, reliable, and cost-effective solution to deliver interactive dashboards that enable consumers to analyze and optimize their energy usage efficiently, while supporting high user traffic and real-time data streaming.

About the Client

A mid to large-sized enterprise providing energy management services to commercial and industrial facilities, seeking to enhance energy performance through real-time analytics and visualizations.

Goals for Developing a Scalable Energy Analytics Solution

  • Design and implement a serverless architecture capable of processing high-frequency energy consumption data.
  • Create an accessible and interactive dashboard interface for consumers to visualize energy data.
  • Ensure high system scalability to handle increasing user load and data volume.
  • Reduce operational costs through cloud-native services and optimized data processing workflows.
  • Provide reliable data streaming and visualization to facilitate informed energy consumption decisions.

Core Functional Requirements for the Energy Analytics Platform

  • Serverless data ingestion pipeline leveraging cloud functions or equivalents to collect energy usage data from IoT devices at high frequency.
  • Backend data processing layer capable of aggregating and analyzing real-time data streams with scheduled updates.
  • Secure data storage solutions optimized for high availability, including managed relational databases and NoSQL clusters.
  • Interactive, user-friendly dashboards presenting energy analytics insights with drill-down capabilities.
  • Integration with IoT device management systems for seamless data collection and maintenance.
  • Scalable architecture designed to support increasing user traffic without performance degradation.

Preferred Technologies and Architectural Approaches

Cloud-native managed services (e.g., AWS Lambda, DynamoDB, Aurora Serverless, AWS Amplify)
React.js for frontend development
Python-based serverless functions for backend data processing

External Systems and Data Source Integrations

  • IoT device data streams for energy consumption data ingestion
  • Management APIs for connected devices
  • Security and authentication services for user access control

Non-Functional System Requirements

  • High scalability to accommodate growing user base and data volume
  • Fast data processing and update frequency for real-time visualization
  • Robust security measures to protect sensitive energy data
  • Cost-effective cloud architecture to minimize operational expenses
  • Multi-region deployment capability for disaster recovery and latency reduction

Project Impact and Expected Business Benefits

The implemented system aims to deliver a high-performance, scalable energy analytics platform that significantly improves data visualization and accessibility for end-users. Anticipated benefits include reduced operational costs through serverless infrastructure, enhanced decision-making capabilities via interactive dashboards, and improved customer satisfaction with reliable, real-time energy insights, mirroring a potential increase in platform adoption and energy optimization outcomes.

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