Releasesby IbisCribl connector is available in Beta
Beta11 days agoUnverifiedAdded Oct 22, 2026
The managed Cribl connector is now available in Beta in Databricks Lakeflow Connect. Use the connector to ingest Cribl.Cloud Worker Group configuration, worker and health status, organization metadata, and Leader audit and access logs into Databricks.
Topics: Security, Data integration, Observability
More Lakeflow releases
Every Lakeflow releaseParameters for Lakeflow pipelines are now generally available
Pipeline parameters are now generally available. Parameterize Lakeflow pipeline SQL source code with key-value pairs so a single pipeline can run against different catalogs, schemas, or tables without editing the source.
MySQL integrated CDC pipeline is now generally available
The integrated CDC pipeline for MySQL is now generally available. An integrated CDC pipeline ingests change data from MySQL into Databricks using a single pipeline, combining extraction and application into one pipeline update. Unlike the standard gateway-based architecture, an integrated CDC pipeline requires no separate ingestion gateway.
Google Workspace connector is available in Beta
The managed Google Workspace connector is now available in Beta in Databricks Lakeflow Connect. Use the connector to ingest audit activity from Google Workspace applications and services into Databricks. The connector uses OAuth user authorization and supports incremental ingestion.
Productboard connector is available in Beta
The managed Productboard connector is now available in Lakeflow Connect in Beta . Workspace admins can control access to this feature from the Previews page. Use the connector to ingest product hierarchy, roadmap, objectives, customer feedback notes, and workspace member data from Productboard into Databricks.
Saving an unchanged job no longer adds rows to the jobs system tables
Saving a job without changing its settings no longer adds rows to system.lakeflow.jobs or system.lakeflow.job_tasks , and change_time stays at the last change. This applies to saves from the UI, the Jobs API, and Declarative Automation Bundles. See Jobs table schema .
Asynchronous processing with transformWithState is now generally available
Asynchronous processing for the Python row-based transformWithState API is now generally available. Run state operations and user logic concurrently for higher throughput with only minor code changes. See Asynchronous processing with transformWithState .
SurveyMonkey connector is available in Beta
The managed SurveyMonkey connector is now available in Lakeflow Connect in Beta . Workspace admins can control access to this feature from the Previews page. Use the connector to ingest surveys, survey structure, collectors, survey responses, and contacts from SurveyMonkey into Databricks.
Oracle Eloqua connector is available in Beta
The managed Oracle Eloqua connector is now available in Lakeflow Connect in Beta . Workspace admins can control access to this feature from the Previews page. Use the connector to ingest marketing data such as contacts, accounts, campaigns, email and form assets, form submissions, events, and website visitors from Oracle Eloqua into Databricks.
Also shipped on Oct 13, 2026
Databricks in October 2026What's included:
- Three training methods: Supervised fine-tuning (SFT) , direct preference optimization (DPO) , and reinforcement learning with group relative policy optimization (GRPO) . Each method trains a low-rank adapter (LoRA) or the full model weights. Custom loss functions : Train with any objective you compute in PyTorch from the model's log-probabilities.
The AI.AGG function is generally available (GA)
The AI.AGG function is generally available (GA). You can use this function to semantically aggregate unstructured input data based on natural language instructions.
BigQuery generative AI functions now support the gemini-4-argon model
BigQuery generative AI functions now support the gemini-4-argon model. This model is generally available .
Gemini 4 Argon in CodeMender (Preview)
CodeMender now supports Gemini 4 Argon. To use it, pass --model gemini-4-argon to cm find , cm verify , or cm fix . Gemini 3.8 Flash remains the default model. For more information, see Specifying the model .
Gemini 4 Argon and Gemini 4 Argon Cyber Permissive
Gemini 4 Argon ( gemini-4-argon ) is available in General Availability (GA) . Gemini 4 Argon is Google's frontier model that excels at deep work in complex, real-world tasks across domains including coding, finance, legal, cybersecurity, and science.
iOS 27.2 beta 4 (24B5110a)
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