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✨Tips and Tricks

🛠️Data Engineering

Declarative Automation Bundles

Databricks Asset Bundles has been renamed to Declarative Automation Bundles. The new name Declarative Automation Bundles more accurately reflects the usage and capabilities of bundles. In addition, the term assets caused some confusion as it has more than one meaning in Databricks. This name change is non-breaking. The bundle CLI command and all of your existing configuration does not need to be modified.

Auto Loader File Events by Default ( DBR 18.1+)

To reduce costs and listing latency, Auto Loader defaults to file events when loading from external locations where events are enabled. 📖 Documentation

Schema Evolution in SQL INSERT ( DBR 18.1+)

You can use the WITH SCHEMA EVOLUTION clause with SQL INSERT statements to automatically update target Delta tables, supporting additional columns or widened types from the source. 📖 Documentation

Optimized Writes for UC CRTAS ( DBR 18.1+)

Partitioned Unity Catalog tables created via CREATE OR REPLACE TABLE AS SELECT have Optimized Writes enabled by default, resulting in more efficient files.

Automatic Streaming Type Widening ( DBR 18.1+)

Streaming reads on Delta tables automatically handle column type widening without manual intervention.

Unity Catalog Volume Checkpoints ( DBR 18.1+)

DataFrame checkpoints support Unity Catalog volume paths. Configure the checkpoint path using SparkContext.setCheckpointDir on dedicated compute or the spark.checkpoint.dir configuration on standard compute.

Multi-Table Transactions ( DBR 18.1+)

You can group statements across tables using BEGIN ATOMIC ... END; syntax. All changes succeed together or roll back together. 📖 Documentation

SQL Pipelines Features

Materialized views and streaming tables support failure notifications and serverless performance mode configuration. 📖 Documentation

Data Quality Monitoring Alerts

You can create and manage anomaly detection alerts directly within the Data Quality Monitoring interface. 📖 Documentation

New Lakeflow Connectors

Native ingestion is available for Workday HCM (Beta) in Lakeflow Connect. 📖 Documentation

Declarative Feature Engineering APIs (Beta)

Available in AWS us-east-1 and us-west-2, you can declaratively define and compute time-windowed aggregation features from your data sources.

With declarative feature engineering you can:

Data Warehousing

5X-Large SQL Warehouse (Beta)

A new 5X-Large cluster size is available in beta for serverless and pro SQL warehouses across all supported regions.

SQL Alert Task for Jobs (Beta)

You can add a SQL alert task to your Databricks jobs to evaluate Databricks SQL alerts as part of your workflows. 📖 Documentation

Dynamic Parameters in SQL Editor

The SQL editor supports a dynamic dropdown widget type for named parameter markers. You can select saved queries to automatically populate dropdown values that update as data changes.

Metric Views BI Compatibility Mode

Power BI users can query metric views using standard SQL aggregation functions by enabling BI compatibility mode, which automatically rewrites functions. 📖 Documentation

New usage Dashboard is available

New usage usage dashboard is available for account administrators to import customizable pre-built dashboards monitoring Databricks usage at account and workspace levels.

SQL Scripting and Cursors (DBR 18.1)

A massive win for SQL developers. Compound statements support SQL Cursors for row-by-row processing with DECLARE CURSOR, OPEN, FETCH, and CLOSE statements. 📖 Documentation

Advanced Sketch Functions (DBR 18.1)

New statistical power arrives with Approximate Top-K sketches (approx_top_k_accumulate, approx_top_k_combine, approx_top_k_estimate) and Tuple sketches for high-performance distinct counting. 📖 Documentation

New Vector Functions (DBR 18.1)

New aggregate functions (vector_avg, vector_sum) and scalar functions (vector_cosine_similarity, vector_inner_product, vector_l2_distance, vector_norm, vector_normalize) for vector operations directly in SQL.

parse_timestamp Function (DBR 18.1)

New SQL function (parse_timestamp) that parses timestamp strings using multiple patterns, running on the Photon engine for performance optimization.

Geospatial Enhancements (DBR 18.1)

New functions (st_difference, st_intersection, st_union) runs on Photon support for faster performance.

Connect to Databricks From Microsoft Excel

The new Databricks Excel Add-in allows you to connect Microsoft Excel to your workspace, import data from tables or Metric Views, execute queries and analyze data directly in Excel. Documentation

Schedule data refreshes in Google Sheets

You can schedule autonatic data refreshes in the Databricks Connector for Google Sheets on an hourly, Daily, weekly basis. Documentation

🖥️ Platform

Workspace Browser Tree View

The side panel includes a tree view that provides a flexible, tree-based view of your workspace folder hierarchy with folder expansion and navigation controls. 📖 Documentation

Tree view of the workspace browser side panel

Notebook Tagging

You can apply tags to notebooks to organize and categorize them for easier management, including governance tags for certification and deprecation. 📖 Documentation

Databricks Apps improvements

You can manage Python dependencies using uv with pyproject.toml and uv.lock files. 📖 Documentation

Support for app-to-app communication and table resources that provide governed access to structured data. 📖 Documentation

You can collect traces, logs, and metrics from your apps and persist them to Unity Catalog tables using the OpenTelemetry (OTel) protocol. 📖 Documentation

Databricks Apps Compute sizing Supports all compliance security profile standards with default availability for workspaces with compliance security profile enabled.

Inbound Private Link

Inbound Private link for performance intensive services is Available for services like Zerobus Ingest and Lakebase Autoscaling. 📖 Documentation

Lakebase

Lakebase Autoscaling Enhancements

Added OAuth role management via UI/REST API, budget policies with custom tags, and Lakehouse Sync (Beta) for CDC replication to Unity Catalog.

Lakebase Autoscaling is available for compliance security profile workspaces with HIPAA, C5, TISAX, or None standards. 📖 Documentation

New Lakebase instances are created as Lakebase Autoscaling projects by default with key capabilities:

💯 Serverless autoscaling and scale to zero

💯 Instant database branching

💯 Point-in-time recovery (instant restore)

💯 Unified governance through Unity Catalog

Automatic failover across availability zones with no connection string changes required. 📖 Documentation

Autoscaling is available in ca-central-1 (Canada), eu-west-2 (London), and sa-east-1 (São Paulo).

You can add Lakebase Autoscaling databases as resources within your Databricks applications. 📖 Documentation

🤖GenAI & ML

Genie Code Launch

Genie Code is your assistant with expanded agentic capabilities for autonomous, multi-step data tasks. Agent mode is GA for data science, engineering, and dashboard authoring. 📖 Documentation

AI Runtime

GPU-enabled serverless compute designed for deep learning workloads, with single-node tasks and distributed training are available. 📖 Documentation

Next-Gen Hosted Models

You can access OpenAI GPT-5.4, GPT-5.4 mini, and GPT-5.4 nano directly as Databricks-hosted models through Foundation Model APIs.

Google Gemini 3.1 Flash Lite is also available for batch inference via AI Functions.

Agent Bricks enhancements

Classification: Visual UI for classifying documents into predefined categories. 📖 Documentation

Information Extraction: Visual UI for extracting structured data from documents, PDFS and Images. You can define and refine an extraction schema and preview results. 📖 Documentation

AI_Classify and AI_extract support v2 Signatures

Both functions support new v2 signature with improved quality and performance , greater flexibility and native composability with ai_parse_document

AI_Classify : function classifies text content according to custom labels you provide. You can use simple label names for basic classification, or add label descriptions and instructions to improve accuracy for use cases like customer support routing, document categorization, and content analysis.

AI_extract : function extracts structured data from text and documents according to a schema you provide. You can use simple field names for basic extraction, or define complex schemas with nested objects, arrays, type validation, and field descriptions for business documents like invoices, contracts, and financial filings.

Custom Model Serving Telemetry

You can configure endpoint telemetry to persist logs, traces, and metrics from custom model serving endpoints into Unity Catalog Delta tables using OpenTelemetry. 📖 Documentation

📝AIBI Genie

📊AIBI Dashboard

📊Databricks One and Genie Code

Metric views

🛡️Governance and Data sharing

Catalog Explorer Health Indicators

Tables display health indicators showing a summary of each table’s freshness and completeness status based on anomaly detection. 📖 Documentation

Health indicators for tables in a schema.

ABAC Policy snake_case Naming

ABAC policy tag functions use snake_case naming (has_tag, has_tag_value, has_column_tag, has_column_tag_value), consistent with other Databricks SQL built-in functions. The camelCase forms (hasTag, hasTagValue, hasColumnTag, hasColumnTagValue) continue to work for backward compatibility, but Databricks plans to deprecate their use when creating new policies in the future.

Databricks recommends updating any new policies to use the snake_case forms

CMK for Unity Catalog

You can protect Unity Catalog data with your own encryption keys using customer-managed keys (CMK). 📖 Documentation

Delta sharing Multi Statement transaction support

Delta sharing tables that use pre-signed URLs Cloud Token Sharing modes support Multi-statement transactions.

Keep exploring

Browse every issue of What’s New in Databricks, get source-backed Databricks Answers on the latest features, or watch the video guides — all curated by Youssef Mrini, Senior Developer Advocate at Databricks.

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