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Showing posts from June, 2025

Creating a Scalable Lambda Layer for PostgreSQL or MySQL Drivers in Python

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Introduction When working with AWS Lambda functions in Python, especially in database-heavy applications, you often run into deployment package size limits or performance issues due to repeated bundling of common libraries like psycopg2 for PostgreSQL, python-oracledb for Oracle or  mysql-connector-python for MySQL. These database drivers are essential, yet bulky—leading to bloated deployment packages, slower cold starts, and painful debugging across environments. To address this, Lambda Layers offer a powerful solution. Layers allow you to package shared dependencies—such as database drivers—separately and reuse them across multiple functions, simplifying deployment and improving scalability. In this blog, we’ll walk through creating a scalable and reusable Lambda Layer for PostgreSQL or MySQL drivers using Python. You’ll learn not only how to build and deploy these layers, but also best practices to make your architecture more maintainable and efficient in the long run. Whet...

Amazon SNS vs SQS: Understanding the Difference Between Messaging Services

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Amazon SNS vs SQS In modern cloud applications, messaging services play a critical role in building scalable, decoupled, and event-driven architectures. On AWS, two of the most commonly used services for this purpose are Amazon Simple Notification Service (SNS) and Amazon Simple Queue Service (SQS) . At first glance, they may appear similar since both handle message delivery between distributed components. However, the way they operate and the problems they are designed to solve are very different. While SNS follows a publish/subscribe model to send messages in real-time, SQS uses a message queue model to ensure reliable, point-to-point communication between producers and consumers. In this blog, we’ll break see the key differences between SQS and SNS, explore common use cases, and look at how they can even be combined to create powerful, event-driven systems. What is Amazon SNS? Simple Notification Service is a fully managed publish/subscribe messaging service. Characteristics Fa...