Monitoring and Observability Resources for Engineers

Context Search With AWS Bedrock, Cohere Model, and Spring AI

In this article, learn how to build a simple Java application using Spring AI and Amazon Bedrock to generate and compare text embeddings with Cohere’s Embed Multilingual v3 model.

April 9, 2025

by Danil Temnikov

CORE

· 73,755 Views · 22 Likes

Building Scalable and Efficient Architectures With ECS Serverless and Event-Driven Design

Learn how to build scalable and efficient architectures using ECS serverless and event-driven design by adopting serverless architecture.

April 9, 2025

by Bal Reddy Cherlapally

· 5,914 Views · 1 Like

A Practical Guide to OpenTelemetry With Spring Boot Workloads

This tutorial demonstrates setting up OpenTelemetry with Spring Boot for observability, including metrics, traces, and logs, using tools like Grafana, Loki, and Tempo.

April 8, 2025

by Víctor Orozco

· 6,978 Views · 7 Likes

AWS S3 Strategies for Scalable and Secure Data Lake Storage

Optimize your Amazon S3 data lake with strategic bucket configurations, data layers, encryption, and lifecycle policies for security, efficiency, and cost savings.

April 8, 2025

by Digvijay Waghela

· 6,942 Views

Shift-Right Testing: Smart Automation Through AI and Observability

Shift-right testing uses AI and observability to validate software in production-like environments, helping uncover real-world issues post-release.

April 7, 2025

by Raghavender Vanam

· 3,247 Views · 1 Like

Achieving Zero Trust and Air-Gapped IaC in IBM Cloud With Schematics

IBM Cloud Schematics enables secure, automated, and policy-driven IaC deployments in air-gapped environments by enforcing zero-trust principles.

April 4, 2025

by Josephine Eskaline Joyce

CORE

· 5,563 Views · 4 Likes

Lessons from Migrating an Oracle Database to AWS RDS

Migrating an on-prem Oracle database to AWS RDS brings cost savings and automation but comes with performance tuning limits, upgrade challenges, and DBA restrictions.

April 2, 2025

by arvind toorpu

CORE

· 4,505 Views · 3 Likes

AWS CloudTrail Monitoring Using Event-Driven Ansible

Automate AWS CloudTrail event responses with Event-Driven Ansible. Learn how to monitor EC2 actions and trigger workflows for security, compliance, and efficiency.

April 2, 2025

by Binoj Melath Nalinakshan Nair

CORE

· 6,241 Views · 6 Likes

Building Scalable Data Lake Using AWS

Build a secure, scalable AWS data lake with S3, Glue, and Lake Formation, and learn key components, best practices, and analytics for optimized insights.

April 1, 2025

by Digvijay Waghela

· 4,569 Views · 3 Likes

AWS WAF Classic vs WAFV2: Features and Migration Considerations

AWS WAFV2 is a major upgrade over WAF Classic, offering better scalability, flexibility, and automation. We'll also look at key migration considerations.

March 31, 2025

by Srinivas Chippagiri

CORE

· 20,329 Views · 2 Likes

Using Terraform Moved Block to Refactor Resources

Terraform moved block, introduced in version 1.1.0, provides a straightforward way to refactor resources by explicitly mapping old resource addresses to new ones.

March 28, 2025

by Mariusz Michalowski

· 4,451 Views · 1 Like

Building a Scalable ML Pipeline and API in AWS

This blog explains the architecture and design for building a scalable end-to-end ML pipeline using AWS for automated model execution, real-time data processing, and API.

March 28, 2025

by Dhanush Thirugnana

· 5,326 Views · 3 Likes

Video Generation With Java: Leverage Nova and Amazon Bedrock

Learn how to generate videos using Amazon Nova on Amazon Bedrock with Java. This step-by-step guide covers AWS setup and Java code for video creation.

March 25, 2025

by Danil Temnikov

CORE

· 7,874 Views · 4 Likes

Breaking AWS Lambda: Chaos Engineering for Serverless Devs

Our serverless system crashed from traffic surges. With chaos engineering, we purposely broke Lambda, tested failures with AWS FIS, and achieved 99% uptime, 30s MTTR!

March 24, 2025

by Bharath Kumar Reddy Janumpally

· 5,756 Views · 3 Likes

Leverage Amazon BedRock Chat Model With Java and Spring AI

Learn to use Amazon Bedrock to build an app that sends text prompts to a model with Spring AI. This guide covers AWS setup, Spring AI config, and Bedrock integration.

March 24, 2025

by Danil Temnikov

CORE

· 9,734 Views · 5 Likes

Graph API for Entra ID (Azure AD) Object Management

Graph REST API for effective administration of user identities, groups, and devices is essential for organizations of all sizes.

March 21, 2025

by Anant Wairagade

· 9,756 Views · 2 Likes

Build Multimodal RAG Apps With Amazon Bedrock and OpenSearch

Deploying a scalable Multimodal RAG application using Amazon Bedrock for embeddings and language models, and Amazon OpenSearch as a vector store.

March 20, 2025

by Mahesh Vaijainthymala Krishnamoorthy

· 4,366 Views · 3 Likes

AI-Powered Observability With OpenTelemetry and Prometheus

Learn how AI-driven observability transforms monitoring with proactive issue detection, smarter analysis, and seamless integration into modern IT systems.

March 19, 2025

by Vasanthi Govindaraj

· 8,113 Views · 5 Likes