Databricks Community

balajij8

The friction between modern operational edge applications and core analytical data systems is a massive architectural bottleneck in healthcare organizations. Building patient-facing mobile applications, synchronizing remote patient monitoring (RPM) w...

balajij8

Healthcare organizations possess enormous volumes of care, operational and payer related data. Every care interaction generates information across care notes, diagnosis records, medication histories, imaging reports, claims systems and payer policies...

balajij8

Enterprise Care systems today are constrained in decision making but possess rich data. Every patient journey generates signals across multiple systems such as care observations, lab results, billing workflows and operational updates. Yet when it com...

balajij8

The OLTP landscape within the Data Intelligence Platform is undergoing an essential evolutionary step. Databricks has announced an automatic upgrade path shifting all legacy Lake base Provisioned Instances to the modern elastic Lake base Autoscaling ...

balajij8 · 05-17-2026

Healthcare organizations are increasingly adopting predictive AI systems to identify patient deterioration earlier to reduce ICU escalation risk and improve care response times. However, building real time healthcare AI systems at enterprise scale re...

balajij8

Hi, the current way is not optimal. You can follow belowINSERT query ran with mostly 43 tasks, creating 43 output files. Since the Liquid clustered table has no organization (clusterBy "[]") - dates are randomly scattered across files.Partition table...

balajij8

You can follow below1. Pre-partition by hash before DISTINCT - It ensures records with identical values land on the same partition upfront making the subsequent distinct operation localfrom pyspark.sql.functions import hash, col df.select(cols) \ ...

balajij8

You can follow belowServerless OptimizationImplement Delta Lake optimizations (liquid clustering, Z-ordering) on the tables to reduce scan costs and improve query performanceUse query result caching - Power BI can reuse cached results for identical q...

balajij8

You must be an account admin & Unity AI Gateway Budget Public Preview must be enabled in the account console.

balajij8

Hi Mark,Databricks workspace's compute resources will be shut down and unavailable for the rest of the day (a month in extreme cases) if you exceed the quota. While the compute will be unavailable, Data and settings will not be deleted. You can resum...

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Zero Code REST Integration for Modern HealthCare Vitals via Databricks Lakebase Data API

HealthCare Prior Authorizations with Databricks Lakebase Vector Search

Modern HealthCare Capacity Planning with Databricks Lake base & AI BI

Databricks Lake base Evolution - Mandatory Shift from Provisioned Instances to Elastic Autoscaling

Databricks Lakebase - Healthcare Patient Risk Scoring using Feature Stores powered by Lake base

Re: Selective overwrite on Partition and Liquid clustered tables

Re: DISTINCT is the major bottleneck because of the heavy shuffle.

Re: Databricks Serverless Costs

Re: Manage budgets and cost controls for Genie

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