Releasesby GlyphNative reranking with $rerank stage and Voyage AI models
Adds native reranking through the $rerank aggregation stage, reordering documents with Voyage AI reranking models.
Also shipped Jun 30, 2026MongoDB in June 2026 →
Analytical search (Public Preview)
Analytical search, an orchestration capability in Cortex Agents that enables analytical queries over large document collections, is now in Public Preview. Traditional retrieval-augmented generation (RAG) approaches retrieve a small number of passages, which limits their ability to answer questions requiring comprehensive analysis, such as counts...
MATCH_RECOGNIZE is now in Beta
Databricks SQL and Databricks Runtime now support the SQL:2016 MATCH_RECOGNIZE clause for row pattern recognition. Enable the Match Recognize preview in workspace preview settings . See MATCH_RECOGNIZE clause .
Lakehouse Real-Time (Beta)
Lakehouse Real-Time (Lakehouse//RT) is now in Beta . Lakehouse//RT is a serverless SQL warehouse type built for low-latency, high-concurrency workloads, delivering sub-second SQL read queries against Unity Catalog tables.
Gemini Omni Flash in public preview
Released gemini-omni-flash-preview, a high-performance multimodal model designed for high-speed video generation and conversational video editing. Using the Interactions API, you can generate 3--10 second videos at 720p from text descriptions or animate still images, and then conversationally edit and refine the outputs.
Gemini 3.1 Flash Lite Image (Nano Banana 2 Lite) is generally available
gemini-3.1-flash-lite-image is a multimodal model optimized for ultra-low latency, cost-effective image generation and editing, now GA in the Gemini API.
[Launched] Generally Available: Toolboxes in Microsoft Foundry
Microsoft Foundry brings Toolboxes to GA, providing a unified endpoint to invoke the most-used tools in prompt agents and callable outside of prompt agents. Today every agent team hand-assembles its own tool list to solve the same tasks, with no shared ar
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Writing to Apache Iceberg tables with $iceberg generally available
General availability for writing to Apache Iceberg tables using the $iceberg aggregation stage.
Nested embedding in Vector Search indexes generally available
Support for nested embedding in MongoDB Vector Search indexes is now generally available.
Atlas UI read preference reverted to primary
The Atlas UI reads from the primary again unless it is unavailable, restoring the behavior in place before March 2026.
Scaling and region changes bypass teardown in unhealthy regions
During cloud provider regional outages, scaling or region-change operations now bypass teardown in the unhealthy region instead of stalling.
Data validation extended to clusters using customer-managed keys
Automatic background data validation to detect silent corruption now covers clusters that use CMK.
Atlas billing adds Link, ACH, SEPA, Google Pay, Revolut payments
General availability of additional payment methods in Atlas billing, alongside credit card and PayPal.
Collection- and database-level restore generally available
Restore an individual database or collection directly into a live cluster through the Atlas UI or the Atlas Administration API.
Projects page pagination
Adds pagination to the Projects page to load and navigate large project lists more quickly.