Many applications start with a simple database setup: create one MySQL user, give it access to the application schema, put the credentials in the app config, and move on. That may work at first, but it is not a good long-term security model. A better approach is to use separate MySQL users for separate application […]

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 operating system. On OCI MySQL DB Systems with HeatWave, Oracle runs your MySQL instance as a fully-managed service and explicitly […]

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 run on CPU. The cost will then be reduced. This means that when you are connected to […]

The bustling city of Atlanta served as the backdrop for KubeCon from November 10-13, where more than 9,000 attendees gathered to explore the latest innovations in cloud-native computing. Among the esteemed participants, the Oracle team underscored its commitment to developing a secure and modern ecosystem for cloud-native applications, particularly through its database solutions including MySQL.  […]

We recently announced the availability of MySQL AI which enables predictive and generative AI workflows for on-premise MySQL customers. MySQL AI includes built-in LLMs and embedding models that run on CPUs, a vector store, semantic search functions, automated machine learning and a graphical console called MySQL studio. Since its release there has been considerable interest […]

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 are considered an improvement over traditional Optical Character Recognition (OCR) systems by incorporating contextual awareness beyond pixel-level recognition. Heatwave GenAI already provides industry-first in-database LLMs, an […]

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 to go over these documents manually. Large Language Models (LLMs) are powerful tools for summarizing documents, but they face context window limits when dealing with long documents. Furthermore, studies show that […]

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 guidelines on how to use ML for a particular business problem. NL2ML is a natural language interface that simplifies user interactions with Heatwave AutoML. […]

Executive Summary AI applications rely on vector embeddings to power search and recommendations, but these data-rich vectors introduce new security and privacy risks. This blog explains the main threats to AI embeddings, how attacks can occur, and proven strategies for protecting vector data with MySQL—covering secure storage, access controls, encryption, auditing, and compliance best practices. […]

Manually sifting through documents like purchase orders (POs) to find specific information is a time-consuming and often frustrating task. What if you could simply ask questions in plain English and get immediate, accurate answers? This is now possible with MySQL HeatWave GenAI. MySQL HeatWave is a fully managed MySQL database service that combines transactions, analytics, […]