Showing posts with label Database Testing. Show all posts
Showing posts with label Database Testing. Show all posts

Thursday, February 26, 2026

Oracle Database 26ai: New Features DBAs Should Test First in 2026

Oracle Database 26ai: New Features DBAs Should Test First - Production-Ready Guide

Oracle Database 26ai: New Features DBAs Should Test First

AI-Powered Automation, Vector Search, and Production-Critical Features
📅 February 26, 2026
👤 Chetan Yadav - Senior Oracle & Cloud DBA
⏱️ 12-13 min read
⏱️ Estimated Reading Time: 12–13 minutes
🤖 Oracle 26ai - The Database That Tunes Itself While You Sleep

The Oracle Database 26ai beta went live last week. My manager sent the email: "Download it. Test it. Report back on Monday with what breaks."

I spent 72 hours testing every major feature Oracle advertised. Some lived up to the hype. Others... didn't. Here's what you actually need to test first, based on what will impact production databases most.

Artificial intelligence and machine learning visualization representing Oracle Database 26ai automated features and AI-powered database optimization

Oracle 26ai isn't just another version bump with minor bug fixes. This release introduces AI-driven query optimization, native vector search for machine learning workloads, property graph enhancements, and automated schema evolution. If your organization is considering adopting any of these features, this guide shows you exactly what to test and what production gotchas to watch for.

This isn't marketing hype—it's a DBA's practical testing roadmap based on early access to 26ai. If you're evaluating whether to upgrade, these are the features that matter most and the tests that separate real value from vendor promises.