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Recent threads from r/databricks and Stack Overflow's [databricks] tag — practical pain points, integration questions, and edge cases worth knowing about.

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Databricks Omnigent Points to the Next Layer of AI Engineering

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Re: Existing customer of Databricks Academy learners

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HackerNews

Meta-Harness by Databricks and Neon

20hmokiguesstoday
HackerNews

Omnigent: A Meta-Harness to Combine, Control and Share Your Agents

--- top comments --- [saj1th] Been exploring loop engineering. Addy Osmani has a good post on it: https://addyosmani.com/blog/loop-engineering/ The hard part of loop engineering IMO is the machinery around it, and omnigent sits above pi, claude, codex, etc. and wraps each in a uniform api. The things it adds are exactly that machinery. - Parallel git worktrees so concurrent agents don't step on each other. - Approval and cost policies enforced at the harness layer rather than living in a prompt the agent can talk its way around. - A maker/checker split where the reviewer can run on a different vendor than the writer, which is a more honest check than a second pass from the same model with the same blind spots. [dpbrinkm] I can see this being useful if only for the fact I can search all my conversations with my 50 different agents on different providers easier. I spend so much time looking through my cc/codex session or the desktop app or Hermes agent or antigravity session (back when I used that). Hopefully having a layer above will abstract that away. If I understand it correctly the meta harness will help me scan across all sessions and not have to drop into individual ones. [iamfreee] very similar to https://github.com/kdlbs/kandev/, which also supports multiple different agent harnesses working on the same task

134fanzeyiyesterday
Databricks CommunityGet Started Discussions

create button doesnt work

002d ago
Databricks CommunityAdministration & Architecture

How to make different notifications based on target for alert as part of bundle

002d ago
Databricks CommunityTechnical Blog

Triggering Databricks Jobs from Celonis Action Flows — A Step-by-Step Guide

002d ago
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DAIS 2026 is Almost Here — Meet Us at the Community Booth in Moscone West

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Databricks CommunityCommunity Articles

Databricks Lakehouse Replay

002d ago
Databricks CommunityAdministration & Architectureanswered

Restrict certain queries on SQL Warehouse

003d ago
Databricks CommunityCertifications

How to request a reasonable accommodation for a certification exam?

003d ago
HackerNews

Databricks Hands Delta Sharing to the Linux Foundation and Levels It Up

10CrankyBear3d ago
Databricks CommunityGet Started Discussions

DAIS San Franciso Next week

003d ago
Databricks CommunityGet Started Discussions

power BI mask function

003d ago
Databricks CommunityMachine Learning

Models failing in tutorial

003d ago
Databricks CommunityTechnical Blog

Petabyte scale with Zerobus ingest: Download the Code and Ingest the Milky Way

003d ago
Databricks CommunityWarehousing & Analytics

Does combo chart have group by color function ?

003d ago
Databricks CommunityDAIS 2026

Are Paid Training Codes Available?

003d ago
Databricks CommunityLakebase Articles

HealthCare Prior Authorizations with Databricks Lakebase Vector Search

003d ago
HackerNews

Has the lakehouse battle shifted from table formats to catalogs?

10sivabalan3d ago
Databricks CommunityAnnouncements

CUSTOMER STORY | DEICHMANN SE: Operationalizing customer data for omnichannel marketing

003d ago
Databricks CommunityTechnical Blog

Unify Your Engineering Data: Jira Ingestion Best Practices

003d ago
Databricks CommunityTechnical Blog

[PARTNER BLOG] Building a Fully Automated Power BI Refresh Pipeline with Databricks

003d ago
Databricks CommunityCommunity Articles

Metric Views in AI/BI Dashboards & Genie (Part 2 of 3)

003d ago
Databricks CommunityData Engineering

Can multiple questions be added to the same sql query in genie space

003d ago
Databricks CommunityData Engineeringanswered

DESCRIBE HISTORY Performance Issue for Large Scale Tables (22K Tables)

003d ago
Databricks CommunityAnnouncements

Announcing the Databricks storage ecosystem: Governing the enterprise data estate, wherever it lives

003d ago
Databricks CommunityCommunity Articlesanswered

Refresh PBI Dataset is consuming unnecessary compute

004d ago
Databricks CommunityDAIS 2026

DAIS 2026 Speaker Spotlight Series #19 | Erin Butler

004d ago
Databricks CommunityAdministration & Architecture

How to properly restrict public network access on Azure Databricks Managed Root Storage?

004d ago
Databricks CommunityData Engineeringanswered

Databricks unable to list ADLS folder and files

004d ago
Databricks CommunityLakebase Articles

Why We Moved Our Operational Database Into Databricks — And Stopped Managing Two Stacks

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Databricks CommunityData Engineering

Sizing Tables and delt logs/CDF

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Databricks CommunityGenerative AI

Azure OpenAI v1 API support for External Model Serving / Mosaic AI Gateway?

004d ago
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Learning Series | AI/BI for Data Analysts

004d ago
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Turning Lakeflow Jobs into an SLO Dashboard with System Tables

004d ago
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foreachPartition

004d ago
Databricks CommunityGenerative AIanswered

Genie Code CLI support

004d ago
Databricks CommunityAdministration & Architecture

Premium account suspended 6+ days over a $0.51 invoice we can't pay — billing unresponsive

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Databricks CommunityGenerative AI

Agent on Genie Code suddenly not available

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Automatic Git Deployments for Databricks Apps from Github

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Databricks CommunityDAIS 2026

DAIS 2026 Speaker Spotlight Series #18 | Anand Rao

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Databricks CommunityData Engineering

Why We Moved Our Operational Database Into Databricks — And Stopped Managing Two Stacks

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Genie code Customization

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Databricks CommunityDAIS 2026

DAIS 2026 AND the Footbal World Cup | Charity Event

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Databricks CommunityDatabricks Free Edition Help

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Databricks CommunityGet Started Discussions

Upcoming webinar (16th June 2026): using Databricks in a practical invoice automation workflow

005d ago
Databricks CommunityData Engineering

How to change a field when instancing cluster defined as variable?

005d ago
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Solution Accelerator Series | Large Language Models (LLMs) for Customer Service Analytics

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Databricks CommunityAnnouncements

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Databricks CommunityGet Started Discussions

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Databricks CommunityGet Started Discussions

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005d ago
Databricks CommunityCertifications

Certificate not received for Data Engineer Associate completed on 15th May

006d ago
Databricks CommunityGet Started Discussions

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006d ago
Databricks CommunityDAIS 2026

DAIS 2026 Speaker Spotlight Series #17 | Kent Marten

006d ago
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Databricks CommunityGet Started Discussions

Z-Ordering VS Liquid Clustering

006d ago
Databricks CommunityMachine Learning

Whether MCP server support for Genie is available in our workspace/region for free version.

006d ago
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Databricks CommunityGet Started Discussions

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Catalog Managed Tables

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006d ago
Databricks CommunityDAIS 2026

Study Materials for Databricks Context Engineer Associate (Beta) Exam

006d ago
Stack Overflow

Unable to Deploy app to Databricks - app.yaml format

I have created a prototype of an app in Databricks that uses Dash from Plotly to create UI. I am unable to deploy it. I get an error: Error reading app.yaml file, please ensure it is in the correct format. I used YamlChecker to verify the file. It is in valid format. I thought that it is a problem with how python in launched: command: ["python", "app.py"] I also tried what I picked up from another app: command: - gunicorn - app:server - --bind - '0.0.0.0:8000' - --workers - '2' And also: command: - "python" - "app.py" Maybe app is not finding app .yaml (so it is complaining about bad format - empty/missing file)? It is in the root of project.

web-applicationsdatabricksplotly-dash
01DejanS6d ago
Databricks CommunityData Engineering

Can we do a shallow clone on top of a shallow clone!

006d ago
Databricks CommunityGenerative AI

Official databricks-openai package fails to import after resolving databricks-vectorsearch

006d ago
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Announcement | Scaling Conversational Intelligence with Databricks Genie

006d ago
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ANALYZE TABLE ... COMPUTE STATISTICS FOR ALL COLUMNS silently does not update column stats on DBR 15

006d ago
Databricks CommunityMVP Articles

Cut our Databricks Apps costs by 76% with two scheduled jobs (start/stop)

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Best practice to log Autoloader UNKNOWN_FIELD_EXCEPTION

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Databricks CommunityData Engineering

Databricks apps

006d ago
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Exam Reschedule Request – Databricks Data Analyst Associate – Technical Failure (Linux/Respondus)

006d ago
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The Hardest Part of Our SAP Migration Wasn't the Data. It Was Timing

006d ago
Databricks CommunityDAIS 2026

DAIS 2026 Speaker Spotlight Series #16 | Kristin Dahl

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Learnings while troubleshooting Random Databricks Job Failures After Cloud Migration

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When Lakehouse Federation "loses" your tables: the silent space-in-name trap

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databricks-connect library for python and pandas 3

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Databricks CommunityData Engineering

My experience replacing a Postgres → Kafka → DMS → S3 pipeline with Lakeflow Connect

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Databricks CommunityData Engineering

From RAG Demo to Production on Databricks: 7 Things Teams Should Validate First

001w ago

Week of Jun 1

83 questions
Databricks CommunityMVP Articles

Databricks Genie Pricing

001w ago
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json file existing in volume but not showing in UI

001w ago
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Beginner in Data Engineering + AI-Looking for Learning Path Guidanc

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auto scope tokens

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[Lakeflow Spark Declarative Pipelines] - Compatibility Mode not working

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From Tableau to Databricks: Migrating KPI Dashboards with Metric Views

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Embed a Databricks Genie space in an External Website or Application

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Force-Vital Everything You Need to Know Before Ordering!

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Ingest data from snowflake to databricks

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UI sync back to DABs

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How execute SET spark.sql.sources.partitionOverwriteMode = dynamic; in SQL Stored procedures

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Databricks CommunityDAIS 2026

Hotel des Arts (Union Square, 3 blocks from Moscone) — booking transfer 14-18 June

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Databricks CommunityDAIS 2026

Any signed book distributions this year?

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Recording | BrickTalk: Using AI to Navigate Unfamiliar Business Data

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Databricks CommunityCertifications

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Databricks CommunityData Engineering

Declarative pipeline full table refresh generates empty MV.

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Databricks CommunityDAIS 2026

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Self Learning Testing Framework using Experiment Tab in Agent Bricks

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Recurring Historical Data Modeling Patterns

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Apache Spark’s Real-Time Mode Use Case Deep Dive: Gaming Sessionization

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Databricks CommunityDAIS 2026

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Apps and Lakebase scaling

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How to avoid excel automatic data formatting when loading from excel plugin

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Databricks CommunityDAIS 2026

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SQL Warehouse stuck on "Cluster Start-up Delayed"

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Databricks CommunityAnnouncements

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API - Service Principle Secret Generation

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Databricks CommunityDAIS 2026

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Databricks Python stored procedures

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We Reached 500 Members in the São Paulo Databricks User Group

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Databricks CommunityAdministration & Architecture

Error in Genie Mobile

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network security perimeter post-setup questions

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Databricks CommunityTechnical Blog

[CUSTOMER BLOG] Enabling Seamless Inbound Data Sharing at Magnite

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PostgreSQL ingestion source not supported in workspace when deploying Databricks Asset Bundle

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Solution Accelerator Series | Recency, Frequency and Monetary (RFM) Segmentation

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Databricks CommunityDAIS 2026

DAIS 2026 Speaker Spotlight Series #12 | Bryan Schaefer

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Converting stored procedures to PySpark

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Databricks CommunityDAIS 2026

DAIS 2026 Community Virtual Contest | 🗓️ Deadline Extended to June 4th!

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HackerNews

Enabling Evolutionary Database Development: Database Branching with Lakebase

--- top comments --- [kevin-h] Jen is the developer character from Evolutionary Database Design. In that essay she implemented a database refactoring – splitting an inventory_code field into location_code, batch_number, and serial_number – as a routine user story, illustrating that DBAs and developers can collaborate, schemas can evolve in small increments, and migrations carry the change forward safely. The series picks up with Jen twenty years later. The methodology she follows is the same one she followed in 2003. What's new is the substrate underneath her workflow: copy-on-write database branching, which makes the practices she has been reading about operationally real at production scale. Across the three parts of this series she is the same Jen at three scopes – her day (Part 1), her new playbook (Part 2), and her team (Part 3). This is Part 1

51kevin-h1w ago
Databricks CommunityMVP Articles

How to create Databricks Jobs Monitoring in your custom Databricks App

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Automate Lakeflow connect to ingest 300 tables not manually

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Modern HealthCare Capacity Planning with Databricks Lake base & AI BI

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Why We Used Two Bronze Tables Instead of One — And Why It Mattered

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Why We Used Two Bronze Tables Instead of One — And Why It Mattered

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Databricks SQL connection becomes stale in long-running app

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Databricks CommunityDatabricks Academy Learners

DataBricks Beginner

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How to Connect Databricks Genie AI via API

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Week of May 25

36 questions
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how to purge the soft-deleted schema and tables manually? Quota limited exceeded...

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Power BI - DBX Unity catalog Lineage Syncer

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Databricks Jobs Monitoring in Your Custom Databricks App

30protmaks2w ago
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Databricks Docker and runtimes

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Databricks CommunityData Governance

system.ai.python_exec suddenly failing with UNRESOLVED_ROUTINE on Azure (West US) since May 27 ~4pm

002w ago
Databricks CommunityCertificationsanswered

Testing Center Option?

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Databricks CommunityAnnouncements

Unity Catalog and the next era of Apache Iceberg

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Databricks CommunityData Engineering

Renaming a folder in adls is taking a lot of time

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HackerNews

Lakebase engineering team talks database resiliency and cloud failures

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Missing upstream column lineage missing from api call after some time

002w ago
Databricks CommunityTechnical Blog

FinOps at Scale: Building a Repeatable Architecture for Cross-Account Cost Visibility in Databricks

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Databricks CommunityDAIS 2026

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Sync Tables: Unity Catalog to Lakebase - Materialized Views triggered mode

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Lakebase Data API private access with Public Network Access disabled

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Your Delta Lake Table Is Secretly Ballooning — Here's the 2-Command Fix

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internship

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Hosted gpt-oss endpoint system prompts contain "You have no access to tools"

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FLASH SALE: Save 50% on Summit Training ⚡

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Overwriting Job and Task parameters

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Serverless compute outbound IP whitelisting for external API calls

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Learning Series | Machine Learning Operations

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Databricks CommunityAdministration & Architectureanswered

Work-around for cloning a repo with notebooks too big

002w ago