Planet MySQL HA Blog
Querying the Unstructured: Natural Language to SQL for JSON Data
Bridging natural language processing with semi-structured data brings both opportunity and complexity.
MySQL HeatWave GenAI’s NL2SQL feature shows how natural language can simplify data interaction — even for JSON documents. Yet, because JSON embeds both data and metadata within a single column, LLMs may struggle without explicit schema cues.
By creating well-structured views that reveal JSON’s internal organization, you can transform unstructured data into a relational format the model understands — improving both query accuracy and overall usability.
This approach…
MySQL Basics: Turning the Page—Using LIMIT and OFFSET for Pagination
Removing the index guesstimate with MySQL Autopilot Indexing
Interact with MySQL in natural language
Build a Smart Weather Agent with LangChain and MySQL HeatWave GenAI
Build a RAG System with LangChain and MySQL HeatWave GenAI
MySQL Basics: WHERE’s the Data? Filtering Results with WHERE Clauses
What’s New in MySQL HeatWave on AWS?
Why MySQL on Kubernetes Fails Without the Right Operator
MySQL is still the workhorse behind modern applications. From SaaS platforms to e-commerce, it powers the transactional data that businesses rely on. As more organizations adopt Kubernetes for its promise of portability, automation, and infrastructure efficiency, it’s natural to want MySQL to live alongside the rest of the stack. Running databases as containers is appealing: one control plane, unified pipelines, and elastic scaling.
But while Kubernetes makes stateless services almost effortless, MySQL exposes the limits of that model. Persistence, replication, and…