Testing, Tools, and Frameworks Resources

Automating Storage Tiering and Lifecycle Policies in AWS S3 Using Python (Boto3)

You can save money on AWS S3 by using Python scripts to automatically move files between storage classes based on how often you access them.

October 21, 2025

by Arjun Mullick

· 2,506 Views

Should You Use Azure Data Factory?

Yes for most ETL scenarios, ADF handles data movement, basic transformations, and scheduling well, just don't expect it to replace custom code for complex business logic.

October 20, 2025

by Sohag Maitra

· 6,288 Views

Beyond Keywords: Modernizing Enterprise Search with Vector Databases

A modern search approach unlocks deeper insights, more relevant results, and boosts productivity across organizations; here's how AWS OpenSearch fits into this landscape.

October 17, 2025

by Lakshmi Narayana Rasalay

· 4,139 Views · 1 Like

Deep Linking in Enterprise Android Apps: A Real-World, Scalable Approach

Enterprise apps demand reliable navigation. Learn to implement deep linking using Hilt, ViewModel, and UseCases, with real-world flows and built-in security.

October 16, 2025

by Mohan Sankaran

· 1,761 Views · 6 Likes

Centralized Configuration Management With Consul

In this article, learn how to set up centralized configuration in Spring Boot using HashiCorp Consul for dynamic, environment-specific settings management.

October 15, 2025

by Vishnu Viswambharan

· 2,833 Views · 2 Likes

Beyond Secrets Manager: Designing Zero-Retention Secrets in AWS With Ephemeral Access Patterns

Ephemeral access patterns in AWS eliminate credential sprawl. This architecture uses IAM, STS, and brokers to enable zero-retention secrets at scale.

October 15, 2025

by Amrit Pal Singh

· 11,670 Views

How Developers Use Synthetic Data to Stress-Test Models in Noisy Markets

Synthetic data lets quants stress-test equity strategies beyond noisy markets, preserving volatility, and building resilience before risking real capital.

October 14, 2025

by Jay Mehta

· 1,301 Views · 1 Like

What Is API Testing?

API testing explained: Learn what an API is, its different testing types, tools, and benefits to improve software quality and reliability.

October 13, 2025

by Faisal Khatri

CORE

· 2,061 Views · 4 Likes

Diving into JNI: My Messy Adventures With C++ in Android

JNI is powerful but tricky. Automate boilerplate with generators, carefully manage references, test with CheckJNI, and embrace the chaos; it gets satisfying.

October 10, 2025

by Ruslan Vidzert

· 3,459 Views · 3 Likes

Stop React Native Crashes: A Production-Ready Error Handling Guide

Learn about various error types and three-layer error handling to build reliable and resilient React Native mobile applications.

October 10, 2025

by Anujkumarsinh Donvir

CORE

· 4,865 Views · 2 Likes

Fixing a Test Involves Much More Than Simply Making It Pass

Learn why using Postman's 'Fix test' may mask bugs — tips to investigate failures, preserve test intent, and protect API reliability. Verify, then act.

October 10, 2025

by Stelios Manioudakis

CORE

· 4,750 Views · 3 Likes

Building Realistic Test Data in Java: A Hands-On Guide for Developers

Learn how to build a simple API that delivers believable fake users, perfect for testing, demos, or UI prototyping. No more “John Doe” data, finally, real-feel mocks.

October 10, 2025

by Wallace Espindola

· 3,301 Views · 8 Likes

Building Cost-Effective Internet Scale Applications

How cloud developers can build highly scalable applications with zero initial cost of running the infrastructure and scale them to millions of user requests.

October 7, 2025

by Ranjit Aneesh

· 3,552 Views · 2 Likes

Playwright for Real-Time Applications: Testing WebSockets and Live Data Streams

Use Playwright to reliably test real-time apps and capture WebSocket/SSE events, handle dynamic updates, simulate users, and catch edge cases for robust automation.

October 6, 2025

by Priti Gaikwad

· 4,814 Views · 3 Likes

7 AWS Services Every Data Engineer Should Master

In 2025, S3, Glue, Lambda, Athena, Redshift, EMR, and Kinesis form the core AWS toolkit for building fast, reliable, and scalable data pipelines.

October 6, 2025

by Sai Mounika Yedlapalli

· 4,195 Views · 3 Likes

Elevate Customer Engagement by Adding Google Play Instant to Your Android App

Learn how to make your Android app more accessible by using Google Play Instant, which allows users to try your app without having to download it.

October 6, 2025

by Mohit Agrawal

· 1,192 Views

Developer Journey: Debug Complex Systems With Zero Context

Facing a critical bug in unfamiliar code? Leverage documentation, automation, tests, observability, dependency fakes, policies, and AI to debug efficiently.

October 6, 2025

by Shibashis Mishra

· 2,279 Views · 3 Likes

Testing Updates in Insert-Only Ledger Tables and Understanding Updates in Updatable Ledger Tables

SQL Server ledger tables ensure data integrity: insert-only tables block updates, while updatable ones log every change. Learn how each handles updates.

October 2, 2025

by arvind toorpu

CORE

· 2,891 Views · 3 Likes

Caching Mechanisms Using Spring Boot With Redis or AWS ElastiCache

From database bottlenecks to lightning-fast APIs, improve your app’s performance by implementing caching in Spring Boot with Redis and ElastiCache for microservices.

September 30, 2025

by Damodhara Reddy Palavali

· 7,558 Views · 3 Likes

Creating Real-Time Dashboards Using AWS OpenSearch, EventBridge, and WebSockets

Build real-time, serverless dashboards by streaming events with EventBridge, OpenSearch, WebSockets, eliminating polling and delivering instant updates at scale.

September 30, 2025

by Bharath Kumar Reddy Janumpally

· 4,900 Views · 1 Like

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