Loading...

PostgreSQL with Local Small Language Model and In-Database Vectorization | Azure

PostgreSQL with Local Small Language Model and In-Database Vectorization | Azure

Improve search capabilities for your PostgreSQL-backed applications using vector search and embeddings generated in under 10 milliseconds without sending data outside your PostgreSQL instance. Integrate real-time translation, sentiment analysis, and advanced AI functionalities securely within your database environment with Azure Local AI and Azure AI Service. Combine the Azure Local AI extension with the Azure AI extension to maximize the potential of AI-driven features in your applications, such as semantic search and real-time data translation, all while maintaining data security and efficiency.

Joshua Johnson, Principal Technical PM for Azure Database for PostgreSQL, demonstrates how you can reduce latency and ensure predictable performance by running locally deployed models, making it ideal for highly transactional applications.

 

► QUICK LINKS: 
00:00 - Improve search for PostgreSQL
01:21 - Increased speed
02:47 - Plain text descriptive query
03:20 - Improve search results
04:57
- Semantic search with vector embeddings
06:10 - Test it out
06:41 - Azure local AI extension with Azure AI Service
07:39 - Wrap up

 

► Link References

Check out our previous episode on Azure AI extension at https://aka.ms/PGAIMechanics 

Get started with Azure Database for PostgreSQL - Flexible Server at https://aka.ms/postgresql 

To stay current with all the updates, check out our blog at https://aka.ms/azurepostgresblog

 

► Unfamiliar with Microsoft Mechanics? 

As Microsoft's official video series for IT, you can watch and share valuable content and demos of current and upcoming tech from the people who build it at Microsoft.

• Subscribe to our YouTube: https://www.youtube.com/c/MicrosoftMechanicsSeries

• Talk with other IT Pros, join us on the Microsoft Tech Community: https://techcommunity.microsoft.com/t5/microsoft-mechanics-blog/bg-p/MicrosoftMechanicsBlog

• Watch or listen from anywhere, subscribe to our podcast: https://microsoftmechanics.libsyn.com/podcast

 

► Keep getting this insider knowledge, join us on social:

• Follow us on Twitter: https://twitter.com/MSFTMechanics 

• Share knowledge on LinkedIn: https://www.linkedin.com/company/microsoft-mechanics/

• Enjoy us on Instagram: https://www.instagram.com/msftmechanics/

• Loosen up with us on TikTok: https://www.tiktok.com/@msftmechanics

Published on:

Learn more
Microsoft Mechanics Podcast
Microsoft Mechanics Podcast

Made for tech enthusiasts and IT professionals. Expanded coverage of your favorite technologies across Microsoft; including Office, Azure, Windows and Data Platforms. We'll even bring you broader topics such as device innovation with Surface, machine learning, and predictive analytics.

Share post:

Related posts

Translating Documents with Azure AI Translator's sync API

Discover how to leverage Azure AI Translator's Sync API for real-time document translation, simplifying your workflow and enhancing user exper...

5 hours ago

Azure SDK Release (July 2025)

Azure SDK releases every month. In this post, you'll find this month's highlights and release notes. The post Azure SDK Release (July 2025) ap...

5 days ago

Announcing General Availability of UNISTR function and ANSI SQL || Operator in Azure SQL

We’re excited to announce the General Availability (GA) of two long-standing capabilities that address critical needs for SQL developers and e...

5 days ago

Power BI Cognitive Services and Azure Machine Learning features retiring; transition to Fabric AI services

Power BI is retiring Cognitive Services and Azure Machine Learning features by September 15, 2025, transitioning AI capabilities to Microsoft ...

6 days ago

Dynamics 365 Contact Center – Use Azure Communication Service-based SMS Mobile Numbers

How does this affect me? With this feature, Dynamics 365 Contact Center admins can now engage with customers in Australia, Belgium, Denmark, F...

6 days ago

Microsoft Entra: Action Required – Update Conditional Access Policies for Azure DevOps Sign-ins

Microsoft Entra requires updating Conditional Access policies by September 4, 2025, to explicitly include Azure DevOps (App ID: 499b84ac-1321-...

6 days ago

Azure Developer CLI (azd) – July 2025

This post announces the July release of the Azure Developer CLI (`azd`). The post Azure Developer CLI (azd) – July 2025 appeared first o...

7 days ago

Azure Migrate Execute

10 days ago
Stay up to date with latest Microsoft Dynamics 365 and Power Platform news!
* Yes, I agree to the privacy policy