Databases Resources

Beyond Vector Databases: Integrating RAG as a First-Class Data Platform Workload

Architectural framework that integrates RAG deeply into enterprise data platforms through event-driven indexing, multi-layer hybrid retrieval, and governance by design.

November 20, 2025

by Anil kumar Kandalam

· 4,311 Views · 1 Like

Zero Trust in API Gateways: Building Bulletproof Infrastructure With Istio and OPA

Traditional API security is broken. Perimeter defenses can't protect distributed microservices architectures where 83% of web traffic is now API-based.

November 19, 2025

by David Iyanu Jonathan

· 2,892 Views · 2 Likes

Smart AI Agent Targeting With MCP Tools

Transform your basic multi-agent system with business tiers, geographic targeting, and MCP tool integration using LaunchDarkly AI Configs.

November 19, 2025

by Scarlett Attensil

· 1,987 Views · 2 Likes

Meta Data: How Data about Your Data is Optimal for AI

Metadata enhances AI performance by providing crucial context for models. Learn key benefits, implementation strategies, and real-world examples for smarter AI systems.

November 19, 2025

by Kevin Vu

· 1,467 Views

From Zero to Local AI in 10 Minutes With Ollama + Python

In under ten minutes, install Ollama, pull a modern model, call it from Python or REST, and ship a repeatable Modelfile with a quick glance at the security checklist.

November 18, 2025

by Parthiban Rajasekaran

· 24,397 Views · 10 Likes

Building Gateway Analytics: My Journey to Making API Traffic Data Useful

Learn how to use OpenSearch to turn raw API gateway logs into insights, monitor performance, detect failures, and optimize distributed systems.

November 18, 2025

by Rihana Suhail

· 2,007 Views · 3 Likes

Building a Containerized Quarkus API on AWS ECS/Fargate With CDK

Build production-ready Quarkus API on AWS ECS with CDK Infrastructure as Code. Includes database integration, caching, and comprehensive testing.

November 18, 2025

by Nicolas Duminil

CORE

· 5,071 Views

From Data Lakes to Intelligence Lakes: Augmenting Apache Iceberg With Generative AI Metadata on AWS

Build an AI-augmented data lake using Iceberg, Glue, and Bedrock to turn static metadata into searchable intelligence with semantic tags and AI summaries.

November 17, 2025

by Vivek Venkatesan

· 5,611 Views · 1 Like

How Agentic AI Enhances API Testing

Agentic AI addresses API testing issues through test creation and maintenance, intelligent test coverage, and more. Here's how to prepare development workflows for AI.

November 17, 2025

by Zac Amos

· 3,185 Views · 3 Likes

Beyond Outages: Building True Resilience After the AWS Outage

True resilience means multi-cloud architecture, spreading critical workloads across AWS, Azure, or GCP with shared data, global load balancing, and unified monitoring.

November 17, 2025

by Jas Tandon

· 2,670 Views · 4 Likes

Integrating AWS With Okta for Just-in-Time (JIT) Access: A Practical Guide From the Field

Static IAM users, login roles were killing our security posture and slowing everyone down. So we wired Okta and AWS with SAML and Okta Workflows for JIT access.

November 17, 2025

by Sanjay Kurra

· 4,644 Views · 3 Likes

Data Ingestion Using Logstash: PostgreSQL to Elasticsearch

Learn how to use Logstash to ingest, transform, and send data to Elasticsearch, including incremental pipelines, filters, and best practices.

November 14, 2025

by Mangesh Walimbe

· 8,330 Views · 2 Likes

Proactive vs Reactive: Rethinking Your AWS Monitoring Approach

Dynamic AWS environments require both reactive and proactive monitoring approaches for secure and reliable operations. Learn about their differences and best practices.

November 14, 2025

by Igboanugo David Ugochukwu

CORE

· 3,182 Views · 1 Like

DocumentDB Goes Cloud-Native: Introducing the DocumentDB Kubernetes Operator

Deploy, manage, and scale DocumentDB on Kubernetes with the new open-source DocumentDB Operator — cloud-native, PostgreSQL-based, and MongoDB-compatible.

November 13, 2025

by Abhishek Gupta

CORE

· 3,066 Views · 2 Likes

The Terraform State Locking Migration You Need to Know About: Moving Beyond DynamoDB

What's happening: HashiCorp is deprecating DynamoDB-based state locking for Terraform's S3 backend. Native S3 locking is the new standard.

November 12, 2025

by kazeem mohammed

· 3,960 Views · 2 Likes

How to Map PostgreSQL JSON Data Types in Java Using asentinel-orm

Convert between custom Java types and database types using the Spring framework's ConversionService, particularly for JSON entity attributes.

November 12, 2025

by Horatiu Dan

CORE

· 2,866 Views · 5 Likes

A Developer's Guide to Mastering Docker Networking Concepts

Learn the basics of creating Docker networks, the default network, and how to use Docker Compose to simplify the process of local development.

November 12, 2025

by Akaash Vishal Hazarika

· 3,247 Views · 5 Likes

GitLab CI/CD for Tenant-Specific ML Governance: Automating Model Registries in Databricks Unity Catalog on AWS

Automate multi-tenant ML governance in Databricks with GitLab CI/CD, ensuring secure, compliant model registration, validation, and deployment.

November 12, 2025

by Ankur Mahida

· 16,391 Views · 4 Likes

Gatherers in Java: What They Are and Why They Matter

With Stream API, developers could only customize terminal operations using Collector. Stream Gatherers allow developers to define custom intermediate operations.

November 11, 2025

by Ammar Husain

CORE

· 5,097 Views · 8 Likes

Regression Analysis for Time Series Data: Models and Applications

Ready to use regression analysis for time series data? Explore how this method works in practice to effectively predict future outcomes and drive growth.

November 10, 2025

by Oleksandr Stefanovskyi

· 1,673 Views · 1 Like

The Latest Databases Topics