现代人工智能系统越来越依赖多模态数据，尤其是图像理解。MySQL HeatWave GenAI使得在SQL工作流中直接实现图像理解成为可能，通过生成文本描述并转化为向量嵌入，提供可解释的语义检索。这种方法降低了基础设施成本，简化了AI系统的构建，使其更易于理解和管理。

Once you move from self-managed MySQL to a MySQL DB System with HeatWave on OCI, the tuning story changes in an important way. On a self-managed server, you worry about two layers: MySQL and the...

Moving from Ops Insights/Database Management to OCI Monitoring and Unified Log Analytics OCI is updating the recommended approach for observing MySQL HeatWave. This includes changes to existing...

In the world of database management, MySQL HeatWave offers powerful in-memory analytics capabilities that can supercharge your OLTP queries. But what happens when you introduce views into the mix?...

MySQL observability is essential in modern enterprises, whether you run a few critical databases or operate at massive scale. With the right real‑time monitoring, teams reduce MTTD/MTTR, avoid...

If you’re working with MySQL HeatWave, Oracle’s powerful in-memory query accelerator for analytics workloads, you might find yourself needing to verify whether your tables are properly loaded into...

We saw in part 6 how to use OCI’s GenAI Service. GenAI Service uses GPUs for the LLMs, but did you know it’s also possible to use GenAI directly in MySQL HeatWave? And by default, those LLMs will...

Announcing MySQL HeatWave Migration Assistant — the newest way to move MySQL workloads to Oracle Cloud Infrastructure (OCI) with ease! Migrating critical databases to the cloud is often viewed as...

Introduction Vision Language Models (VLMs) are crucial for bridging the gap between visual and textual data by combining image and language understanding. Some important VLMs’ use cases are: VLMs...

Introduction In today’s data-driven enterprises, the volume of unstructured documents is growing rapidly. AI powered document summarization improves enterprise efficiency by eliminating the need...

Introduction Heatwave AutoML is super simple to use, and now we are introducing another feature for ease of use called NL2ML (or Natural language to machine learning) which provides step by step...

In our earlier post, we unpacked the mechanics of MySQL HeatWave maintenance, the behind-the-scenes process that keeps your MySQL environments secure, stable, and optimized without changing your...

Align upgrades with your business schedules, minimize disruption, and plan version transitions with confidence, all while maintaining the reliability and compliance you expect from MySQL HeatWave....

Kaan Kara在HeatWave担任技术负责人，专注于优化查询执行。他强调查询书写方式对性能的影响，并提出通过查询计划洞察和替代执行方案来提升性能。此外，他指出索引维护成本和架构设计对查询性能的重要性，并介绍了HeatWave的新特性，如临时表和自动结果缓存，以提高查询效率。

MySQL HeatWave Lakehouse enables queries on file formats like Parquet, Avro, ND-JSON and CSV in an object store. This blog introduces support for the Delta Lake table format, thereby enabling...

This blog post explains the in-memory data cluster reloading improvements of MySQL HeatWave version 9.4.2

MySQL HeatWave on AWS extends its monitoring capabilities by integrating with Amazon CloudWatch, allowing you to view many additional metrics and track its history over time.