TL;DR

Changes to SQL

• A new feature has been added to enable Snowflake key value auth. This enhances user experience by providing an alternative method for authentication.
• A bug fix has been made to handle querying columns that contain an empty space in the name. Now, you can successfully query such columns, improving the robustness and flexibility of SQL operations.

Changes to Integrations

• The Snowflake embeddings feature has been added. It elevates data analysis to a new level by allowing machine learning algorithms to understand the complex patterns in the dataset.
• A new feature, the Faiss handler with flat index, has been introduced. It boosts the speed and precision of similarity search and clustering of vectors, delivering more efficient computation and better results.
• The Docker main deps feature has been introduced and Snowflake image has been built. These will ease the deployment of MindsDB, making it more efficient and consistent.

Changes to Knowledge Bases

• The update to the mintlify version allows for a more enhanced version of the MindsDB Library, providing better performance.
• The MySQL DC row count has been made optional. This offers more configurability to users and increases the usability of our database and MindsDB as a whole.

Bug Fixes and Improvements

• The GitHub Readme has been updated. The update directs users to current and relevant information necessary for successful use of MindsDB.
• Filelock has been updated from 3.18.0 to 3.20.1, indicating an enhanced MindsDB's security by preventing multiprocess race conditions.

Changes to Documentation

• The documentation for Hubsot handler has been updated, providing clearer and more accurate information for users to follow and understand.

What's Changed

• Add option for Snowflake key value auth by @ZoranPandovski in https://github.com/mindsdb/mindsdb/pull/12024
• Fix querying columns that contain empty space in the name. by @duskobogdanovski in https://github.com/mindsdb/mindsdb/pull/12013
• Update mintlify version by @ZoranPandovski in https://github.com/mindsdb/mindsdb/pull/12025
• Snowflake embeddings support by @ea-rus in https://github.com/mindsdb/mindsdb/pull/12021
• Faiss handler with flat index by @ea-rus in https://github.com/mindsdb/mindsdb/pull/11839
• build snowflake image by @hamishfagg in https://github.com/mindsdb/mindsdb/pull/12077
• Update GitHub Readme by @C0staTin in https://github.com/mindsdb/mindsdb/pull/12036
• Docker main deps by @ZoranPandovski in https://github.com/mindsdb/mindsdb/pull/12087
• Make MySQL DC row count optional by @ZoranPandovski in https://github.com/mindsdb/mindsdb/pull/12027
• Bump filelock from 3.18.0 to 3.20.1 in /requirements by @dependabot[bot] in https://github.com/mindsdb/mindsdb/pull/12019
• Feature/hubsot handler updates by @tino097 in https://github.com/mindsdb/mindsdb/pull/12058

New Contributors

• @duskobogdanovski made their first contribution in https://github.com/mindsdb/mindsdb/pull/12013

Full Changelog: https://github.com/mindsdb/mindsdb/compare/v25.13.1...v25.14.0rc1