Saturday, February 14, 2026

Project CloudBridge – Day 3: Designing & Deploying Amazon RDS PostgreSQL (OLTP Foundation)

Project CloudBridge – Day 3: Building the OLTP Foundation with Amazon RDS PostgreSQL

Series Context: After understanding why enterprises separate OLTP and Analytics (Day 1) and designing a real-time analytics architecture (Day 2), today we move into hands-on infrastructure setup.

Day 3 is where architecture thinking transforms into real implementation.


🎯 Day 3 Objective

Design and deploy a production-grade Amazon RDS PostgreSQL instance that will act as the OLTP source database for our real-time analytics pipeline.

This database will:

  • Act as the enterprise transactional system
  • Serve as the source for AWS DMS
  • Feed analytics data into Amazon Redshift (later days)

🧱 What We Are Building Today

Today we focus on the OLTP layer of our architecture:

  1. Understand RDS PostgreSQL architecture components
  2. Design production-ready configuration
  3. Create and configure the RDS instance
  4. Validate connectivity and basic database operations

📐 RDS PostgreSQL Architecture Overview

Before creating the database, we must understand key architectural components:

  • DB Instance vs Database
  • Multi-AZ vs Single-AZ deployment
  • Storage types (gp3, io1)
  • Subnet Groups and VPC isolation
  • Security Groups and access control
  • Parameter Groups
  • Backup and maintenance configuration

This is not just “Create Database”. This is infrastructure design.


⚙ Production Design Decisions

We will make enterprise-style configuration choices:

  • Instance class selection (compute vs memory optimized)
  • Storage sizing and autoscaling
  • Backup retention period
  • Monitoring configuration
  • Encryption using AWS KMS
  • Public vs Private accessibility

The goal is to think like a Cloud Architect — not just a console user.


🛠 Hands-On Tasks

By the end of today, we will:

  • Launch Amazon RDS PostgreSQL
  • Configure VPC and Subnet Group
  • Attach Security Group
  • Enable automated backups
  • Create initial database
  • Create application user
  • Test connectivity using psql

🔍 Validation Step

After deployment, we will verify:

SELECT version();

This confirms:

  • Database is operational
  • Network configuration is correct
  • Security rules are properly defined

🧠 Why Day 3 Matters

Without a properly designed OLTP source database:

  • AWS DMS cannot replicate data
  • Change Data Capture (CDC) will not work
  • Analytics pipeline will fail

Day 3 builds the foundation for the entire CloudBridge architecture.


📌 End of Day 3 Expected Outcome

  • One production-ready RDS PostgreSQL instance
  • Verified connectivity
  • Clear understanding of AWS database architecture
  • Ready to configure AWS DMS on Day 4

Next: Day 4 – Configuring AWS Database Migration Service (DMS) for Continuous Data Replication

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