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On-demand state repartitioning is now generally available

GAyesterdayUnverifiedAdded Oct 14, 2026

On-demand state repartitioning is now generally available. You can resize the number of shuffle partitions for a stateful Structured Streaming query or Lakeflow pipeline without losing checkpoint state. See On-demand state repartitioning for stateful streaming queries .

Topics: SQL, Streaming, Data integration

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GAunverified

Feature Views are now generally available

Feature Views are now generally available for batch, streaming, and request-time data. They will be enabled for compliance security profile workspaces in mid-November 2026. See Feature Views .

Also shipped on Oct 13, 2026

Databricks in October 2026
Betaunverified

What'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.