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Lakebase Articles
A structured knowledge hub for Lakebase. Find in-depth technical content, how-to guides, and reference material to support your development and learning journey.
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Forum Posts

Rishabh_Tiwari
by Community Manager
  • 1713 Views
  • 4 replies
  • 7 kudos

A New Era of Databases: Lakebase

Databases have powered software for decades, but their underlying architecture hasn’t kept pace with modern application needs—especially in the era of AI and rapid development. Lakebase introduces a new approach by separating compute from storage an...

Screenshot 2026-03-31 at 3.09.11 PM.png
  • 1713 Views
  • 4 replies
  • 7 kudos
Latest Reply
Adi_Seshu_P
New Contributor II
  • 7 kudos

Good One!

  • 7 kudos
3 More Replies
naveenayalla
by New Contributor III
  • 1024 Views
  • 1 replies
  • 2 kudos

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

Lakebase just went GA. Here's what a production migration actually looks like.For most of the last decade, our data infrastructure lived in two separate worlds.On one side: a transactional database handling operational workloads — the writes, the loo...

Lakebase Articles
data-engineering
delta-lake
lakebase
PostgreSQL
production
  • 1024 Views
  • 1 replies
  • 2 kudos
Latest Reply
XavierArmitage
Databricks Employee
  • 2 kudos

Great article Naveen! Thanks for putting your finger on where the actual work is in migrating to Lakebase and what teams need to think about.

  • 2 kudos
balajij8
by Esteemed Contributor
  • 1119 Views
  • 5 replies
  • 1 kudos

HealthCare Prior Authorizations with Databricks Lakebase Vector Search

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...

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  • 1119 Views
  • 5 replies
  • 1 kudos
Latest Reply
balajij8
Esteemed Contributor
  • 1 kudos

Hi Venkat, Sent you a message. I highly recommend checking out the Lake base Security Triad framework since you are leveraging it in the product.

  • 1 kudos
4 More Replies
Brahmareddy
by Esteemed Contributor II
  • 4884 Views
  • 1 replies
  • 2 kudos

Databricks Lakebase Just Eliminated the Wall Between Applications and Analytics.

Hello Data Professionals, I need to tell you about something.I have been working with data platforms for a long time. Long enough to remember when "big data" was the buzzword, when Hadoop was the answer to everything, when data lakes were going to re...

  • 4884 Views
  • 1 replies
  • 2 kudos
Latest Reply
SMS_Gateway
New Contributor II
  • 2 kudos

Interesting perspective. The challenge of managing separate operational and analytical systems has been a pain point for years, especially as data volumes continue to grow. Reducing dependency on complex ETL pipelines could simplify architecture and ...

  • 2 kudos
balajij8
by Esteemed Contributor
  • 505 Views
  • 0 replies
  • 0 kudos

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

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...

  • 505 Views
  • 0 replies
  • 0 kudos
naveenayalla
by New Contributor III
  • 893 Views
  • 1 replies
  • 3 kudos

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

Lakebase just went GA. Here's what a production migration actually looks like.For most of the last decade, our data infrastructure lived in two separate worlds.On one side: a transactional database handling operational workloads — the writes, the loo...

Lakebase Articles
Architecture
Community articles
Database
DIAS2026
lakebase
  • 893 Views
  • 1 replies
  • 3 kudos
Latest Reply
Mailendiran
New Contributor III
  • 3 kudos

Great write up and felt useful. Thanks for sharing the real experience.!

  • 3 kudos
KVNARK
by Honored Contributor II
  • 677 Views
  • 2 replies
  • 0 kudos

In our retail analytics project (CPG domain), Lakebase transformed how we handled operational data

We had ADF pipelines extracting POS data to Snowflake, but needed real-time operational tracking—job statuses, data quality alerts, user audit logs. Traditional RDS/SQL databases created ETL sync nightmares between ops and analytics layers.Lakebase s...

  • 677 Views
  • 2 replies
  • 0 kudos
Latest Reply
balajij8
Esteemed Contributor
  • 0 kudos

Lake base Autoscaling instances are the way forward as they are cost efficient with predictable costs, optimized for performance with simplified operations. Autoscaling automatically adjusts resources based on workload demands. Scale to Zero is an ex...

  • 0 kudos
1 More Replies
Rishabh_Tiwari
by Community Manager
  • 1713 Views
  • 4 replies
  • 7 kudos

A New Era of Databases: Lakebase

Databases have powered software for decades, but their underlying architecture hasn’t kept pace with modern application needs—especially in the era of AI and rapid development. Lakebase introduces a new approach by separating compute from storage an...

Screenshot 2026-03-31 at 3.09.11 PM.png
  • 1713 Views
  • 4 replies
  • 7 kudos
Latest Reply
Adi_Seshu_P
New Contributor II
  • 7 kudos

Good One!

  • 7 kudos
3 More Replies
balajij8
by Esteemed Contributor
  • 1342 Views
  • 0 replies
  • 1 kudos

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

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 ...

  • 1342 Views
  • 0 replies
  • 1 kudos
MandyR
by Community Manager
  • 1145 Views
  • 2 replies
  • 13 kudos

Sub-Second Agents for the Databricks Community: A Lakebase Pattern for Instant Context

By Mandy Ross and Mitchell Grewer At Databricks, we innovate in every department. Most recently, the Community team solved a tricky problem by building an internal app and as part of that process, reduced our in-app AI assistant’s time-to-first-respo...

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  • 1145 Views
  • 2 replies
  • 13 kudos
Latest Reply
Commitchell
Databricks Employee
  • 13 kudos

It's an absolute pleasure collaborating with the community team! It's so cool to see this engagement pattern live, where the agent (CORA) engages when the page loads instead of the user having to type a question. 

  • 13 kudos
1 More Replies
balajij8
by Esteemed Contributor
  • 685 Views
  • 0 replies
  • 1 kudos

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

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...

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  • 685 Views
  • 0 replies
  • 1 kudos