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Forum Posts

Khasim_1
by • New Contributor III
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Building for Failure: Implementing Data Quality Firewalls in Petabyte-Scale Medallion Architectures

In my 13 years of architecting data platforms—from Retail to Industrial Gas Power—I’ve learned one universal truth: A fast pipeline that delivers bad data is just a liability.As we move toward Declarative Pipelines (DLT), the role of the Architect sh...

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Islam_hoti
by • Contributor
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Materialized Views vs Streaming Tables in Databricks: A Practical Guide for Data Engineers

As data platforms move toward more declarative and incremental processing, one question comes up frequently when building pipelines in Databricks:Should I use a Materialized View or a Streaming Table?Both are important building blocks in Lakeflow pip...

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Khasim_1
New Contributor III
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Most informative one @Islam_hoti 

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ravikr1
by • Databricks Partner
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Nexa: Genie is a Minute Away

Building an Explainable Semantic Intelligence Platform on the Databricks LakehouseWe are building Nexa, a semantic intelligence platform for Databricks that turns a raw Lakehouse into a continuously maintained, explainable system that can compile nat...

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ravikr1
Databricks Partner
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Look at Visuals 

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Tushar_Parekar
by • Databricks Employee
  • 641 Views
  • 1 replies
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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...

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bitlifegameapk
New Contributor II
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so this blog looks itneerestinggreat work my friendgood luck you------------------------------------------------------------Bitlife hack apk

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Tushar_Parekar
by • Databricks Employee
  • 373 Views
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Learn Databricks Lakeflow | Ingest, Orchestrate, and Build pipelines on one platform.

Databricks Training & Certifications Learn Databricks Lakeflow                                Unified data engineering: ingest, orchestrate, and build pipelines on one platform. Ingest Orchestrate No-code ETL Data engineering on Databricks com...

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sudiptob-DA
by • New Contributor III
  • 264 Views
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CosmosGenie — Your Universe, Answered (Genie-Powered App Challenge )

My son asked me one evening whether any asteroids were going to hit Earth. Thedata to answer him exists — NASA publishes it daily, for free — but it lives inJSON behind API keys, in units like astronomical units and X-ray flux classes,built for peopl...

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Khasim_1
New Contributor III
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Hi @sudiptob-DA,This is a fantastic use case for the Genie Agent. You’ve perfectly illustrated the most important lesson in modern AI-augmented data platforms: the quality of the natural language experience is entirely dependent on the quality of the...

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DavidRM
by • New Contributor II
  • 480 Views
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Real-Time SAP Sales Orders to Databricks: An Architecture Walkthrough

Disclosure: I work at Onibex, the company that builds OneConnect, which is used as the worked example in this post. This is about the engineering approach, not a product pitch.Design of Databricks Pipelines for real-time data transformation to genera...

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RaulTovar
New Contributor II
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great explanation!

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Tushar_Parekar
by • Databricks Employee
  • 364 Views
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Solution Accelerator Series | Simplifying Product Onboarding With Generative AI

Product onboarding can be complex and time-consuming when teams work with inconsistent data formats, inaccurate information and multiple stakeholders. The Simplifying Product Onboarding With Generative AI Solution Accelerator shows how generative AI ...

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AmitDECopilot
by • Contributor II
  • 309 Views
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Databricks Lakehouse Industry Data Models: What Data Engineers Can Learn from the GitHub Repository

I recently explored the Lakehouse Industry Data Models repository published under Databricks Industry Solutions on GitHub.The scale of the repository is impressive:• 40 industries• 80 models across ECM and MVM variants• More than 23,000 tables and da...

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Satyasai
New Contributor III
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Thank you Amit for shraring.

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ivanvyd
by • New Contributor III
  • 264 Views
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Stop Asking an LLM Judge Questions Your Code Can Answer

Suppose a RAG application returns this:{ "response": "You can return the item within 90 days.", "citations": ["returns-policy"] }The cited document allows returns within 30 days.A citation-presence check should pass this response. A check that th...

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niteshm
by • Contributor
  • 1203 Views
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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...

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Community Articles
Genie
Genie-Powered App Challenge-2026
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pradeep_singh
Honored Contributor III
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Great Job @niteshm !!

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