- 125 Views
- 1 replies
- 0 kudos
I Stopped Sending Every Data Engineering Task to an LLM - A Cost Aware Routing Pattern on Databricks
AI is becoming part of almost every data engineering workflow.We are asking AI to generate SQL, PySpark pipelines, data-quality rules, unit tests, technical specifications and even complete project structures. The results can be impressive, but there...
- 125 Views
- 1 replies
- 0 kudos
- 0 kudos
Yes that's true. There are hundreds (if not 100s) of tasks that can be done without depending on the agents. Databricks indeed has DQX for governance and data quality. Instead of relying on smaller activities (especially when they are repeating in na...
- 0 kudos
- 104 Views
- 0 replies
- 1 kudos
Building Custom Agents on Databricks:LangGraph, Atlan-Grounded Routing, and Per-Run Cost with MLflow
The problem: rethinking routing in multi-agent systems on DatabricksDatabricks native supervisor agent pattern is a solid default for orchestrating multiple Genie spaces and tools but it comes with a routing constraint worth examining. The superviso...
- 104 Views
- 0 replies
- 1 kudos
- 90 Views
- 0 replies
- 0 kudos
Evaluating Unity AI Gateway for Enterprise Cost Control
A rising AI bill can have several explanations. More work is being completed. Documents are getting longer. Failed requests are being repeated. Or a model chosen during a proof of concept has become the default for every task.Each explanation calls f...
- 90 Views
- 0 replies
- 0 kudos
- 542 Views
- 5 replies
- 3 kudos
Resolved! MuleGraph Investigator: Uncovering Money Mule Networks with Databricks Genie
MuleGraph Investigator From One Alert to the Hidden Network How a Databricks App turns a single flagged account into a fully-traced fraud network - with Genie doing the actual investigating, not just the talking. Find the network before the money mo...
- 542 Views
- 5 replies
- 3 kudos
- 3 kudos
This looks like a really interesting use case. Great work @niteshm , it’s clear you learned a lot while building it!.
- 3 kudos
- 90 Views
- 0 replies
- 2 kudos
Ledgerly: A Genie-Powered Business Health Copilot for Small Businesses
Built for the Databricks Community Genie-Powered App Challenge 2026 — Track A: Real-World Problem Solver THE PROBLEM THAT DOESN'T SHOW UP ON A DASHBOARD Most small businesses don't fail because they run out of customers. They fail because they discov...
- 90 Views
- 0 replies
- 2 kudos
- 121 Views
- 0 replies
- 0 kudos
Data Engineering 3.0 - From Trusted Data Products to Context Layers
Data Engineering 1.0 was largely about integrating, moving, consolidating massive data to support enterprise decisions. Enterprises built ETL pipelines, data warehouses, data lakes and orchestration platforms to bring data together reliably. Data Eng...
- 121 Views
- 0 replies
- 0 kudos
- 83 Views
- 0 replies
- 1 kudos
Learn Databricks Lakehouse | From Fundamentals to Hands-On Labs
Databricks Training & Certifications Learn Databricks Lakehouse ️ One open platform for all your data, analytics, and AI. One open platform Warehouse + Lake 易 Data + AI Want one platform for all your data, analyti...
- 83 Views
- 0 replies
- 1 kudos
- 106 Views
- 0 replies
- 0 kudos
All 18 Lakeflow AUTO CDC configurations went green. Five failed my ship check
Paper event slips trace 18 Lakeflow AUTO CDC configurations: 13 stay on the main sequence while five branch into production stop signs. Change data capture (CDC) keeps a downstream table in step with row-level inserts, updates, and deletes instead of...
- 106 Views
- 0 replies
- 0 kudos
- 283 Views
- 1 replies
- 6 kudos
Building a Databricks Solutions Architect Genie Agent
IntroductionMost architecture work starts with a request and a blank canvas. That is fine for early brainstorming, but it becomes risky when a proposed design ignores existing data products, ownership boundaries, workload constraints, cost signals, o...
- 283 Views
- 1 replies
- 6 kudos
- 129 Views
- 1 replies
- 2 kudos
Research It!
When Fresh Research Becomes Enterprise IntelligenceMost research systems can collect papers. The useful ones can explain what a paper actually claims, what evidence supports it, and where the evidence stops. That is the job of this Research Discovery...
- 129 Views
- 1 replies
- 2 kudos
- 187 Views
- 0 replies
- 3 kudos
Solution Accelerator Series | Subscriber Churn Prediction
Subscriber attrition can be difficult to anticipate. The Subscriber Churn Prediction Solution Accelerator shows how to analyze behavioral data, identify subscribers at increased risk of cancellation, and use machine learning to estimate churn likelih...
- 187 Views
- 0 replies
- 3 kudos
- 113 Views
- 1 replies
- 1 kudos
Crick Genie XI
Crick Genie XI Track: Creative Thinking Project story Crick Genie XI started with a simple idea: what if a Crick scout could explore IPL history as naturally as they would talk to another analyst? The first version of the app was much more structured...
- 113 Views
- 1 replies
- 1 kudos
- 1 kudos
Crick here is Cricket_. I was not allowed to write Cricket_ because of community guidelines so I changed it to Crick
- 1 kudos
- 329 Views
- 1 replies
- 4 kudos
A Conversational Trade Promotion Optimization App with Genie at the Core
1. The problem and the opportunityRetailers run hundreds of trade promotions every month across many stores and SKUs. Discounts, buy one get one offers, and bundle deals are expensive levers, and most teams still evaluate them in silos. A category ma...
- 329 Views
- 1 replies
- 4 kudos
- 144 Views
- 0 replies
- 1 kudos
Policy Time Machine: Teaching Genie to Answer "What Changed Before the Claim?
The problem: History that nobody can queryInsurance systems are hoarders. Every coverage change, deductible change, vehicle swap, address move and status flip on a policy is preserved, usually as SCD Type 2 history — years of it. And almost nobody us...
- 144 Views
- 0 replies
- 1 kudos
- 95 Views
- 0 replies
- 3 kudos
ChicagoPulse: Ask Your City What’s Changing and Why
I built ChicagoPulse for the Databricks Community Genie-Powered App Challenge.Track: Track A - Real-World Problem SolverWhy it fits: ChicagoPulse solves a practical civic-data problem by helping residents, analysts, and decision-makers move from a na...
- 95 Views
- 0 replies
- 3 kudos
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