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Vibe Coding a Database Lab: How I Built DBCanvas to Stop Rebuilding the Same Test Environment

Percona gives us room to work on our own AI-assisted projects, and I used mine to fix a problem I kept running into. Every time I wanted to try a new database feature, debug something tricky, or reproduce a customer issue, I ended up rebuilding much of the same infrastructure: DNS, TLS, Docker networking, database topologies, users and test data. Over the years, I wrote scripts to automate this but I still found myself copying and pasting post-installation steps from one lab to the next.

That repetition is what turned into DBCanvas, a self-hosted lab for designing, deploying, operating, and stress-testing multi-node database stacks on my own machine. Just design a topology on a canvas, click Deploy, and get real running nodes connected to the services and supporting infrastructure your test requires. Then, use the tools built into it or third party tools to load those …

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NodeJS MySQL Select Unique

I ran SELECT UNIQUE age FROM users on a table with a duplicated age. It returned 22, 17 and 15, the same rows SELECT DISTINCT returns. On MySQL 8 that statement stops before the table is read, because UNIQUE never entered the server’s select grammar, and DISTINCT is the modifier both servers accept. Which unique […]

Nutanix Named a Leader in the 2026 Gartner Magic Quadrant for DHI

Learn why Nutanix was named a Leader in the 2026 Gartner Magic Quadrant for Distributed Hybrid Infrastructure — unifying hybrid, edge, and AI under one platform.

Nutanix Named Leader in Gartner MQ for Server Virtualization | Nutanix

Nutanix has been named a Leader in the 2026 Gartner Magic Quadrant for Server Virtualization Platforms, with the highest position on Ability to Execute.

Vector search in MySQL: an early look at HNSW and custom indexes in VillageSQL

MySQL 9.x added the VECTOR data type so you can store an embedding. You get a VECTOR column, functions to convert to and from text, and VECTOR_DIM() to ask how wide a vector is.

What you don't get is a way to compare two vectors. The 9.x community server has no distance function and no vector index. MySQL 8.4 has none of this at all. You can't add the missing index yourself either because vanilla MySQL's list of index types is fixed to B-tree, R-tree, hash, and full-text.

That's where VillageSQL comes in. VillageSQL is the innovation platform for MySQL that adds an extension framework (similar to PostgreSQL's extension framework) to enable permissionless innovation. Instead of waiting for a feature to be implemented in a few years in a future version of MySQL, new functionality can be dynamically added to a version of MySQL you run today.

VillageSQL already supports custom functions …

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Node.js MySQL Insert Record

I pointed a Node script at a MySQL table and the connection succeeded. The INSERT failed on a name containing an apostrophe. Pasting values into the SQL string holds until real data arrives, then a name like O’Brien ends the run with a syntax error. Placeholders are the fix, and the driver escapes every value […]

NodeJS MySQL Select Record

RowDataPacket is the name MySQL hands back to Node.js, and it is the line most readers get stuck on. This is the select step end to end, from a running MySQL server to a callback whose rows you can read. What you need to run MySQL SELECT queries in NodeJS Three things, in dependency order. […]

Performance improvements in Percona Server 8.4.11-11

Focusing on Percona Server 8.4.11-11

My previous post (Performance Progression of Percona Server for MySQL 8.4) did a brief review of the performance changes in Percona Server for MySQL 8.4 released in 2026. I recommend reading it first to better understand the material in this post.

Version 8.4.11-11 includes patches that deliver significant improvements in performance and scalability.

One of the most impressive illustrations of the performance bump is reflected in the following graph:

Graph 1 – Percona-Server 8.4.X with 8G buffer  [ INTERACTIVE GRAPH ][ …

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MySQL INSTANT DDL breaks EXCHANGE PARTITION

MySQL ERROR 1731 'Non matching attribute INSTANT COLUMN(s)' breaks EXCHANGE PARTITION after ALGORITHM=INSTANT. This blog offers reasoning and fixtures.

The post MySQL INSTANT DDL breaks EXCHANGE PARTITION first appeared on Change Is Inevitable.

NodeJS MySQL Drop Table

DROP TABLE crashed my Node process when I re-ran it without a guard, and the fix turns that crash into a warning. I built every code path below on Node 26.7.0 with mysql 2.18.1 and mysql2 3.24.4 against MariaDB 10.11.14. I captured the terminal output as images so what you run matches what I saw. […]