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Lakebase Articles

A structured knowledge hub for Lakebase. Find in-depth technical content, how-to guides, and referen...

32 Posts

Lakebase Blogs

Discover curated blogs from the community and experts. Learn through practical guides, use cases, an...

8 Posts

Lakebase Discussions

Ask questions, share challenges, and connect with others working on Lakebase. From troubleshooting t...

31 Posts

Activity in Lakebase Hub

naveenayalla
by > New Contributor III
  • 815 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
  • 815 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.

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Tushar_Parekar
by Databricks Employee
  • 162 Views
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Announcement | From monolith to Lakebase to LTAP: rethinking the database from storage up

Databricks has shared a deeper look at how Lakebase rethinks database architecture by separating Postgres compute from storage, and how that design leads to LTAP, a model where transactions and analytics can run on the same underlying data without tr...

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  • 162 Views
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balajij8
by > Contributor III
  • 911 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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  • 911 Views
  • 5 replies
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Latest Reply
balajij8
Contributor III
  • 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.

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4 More Replies
charl-p-botha
by > Databricks Partner
  • 513 Views
  • 2 replies
  • 3 kudos

Resolved! How to prevent users from creating Lakebase compute?

Dear community,According to [1] and other sources, all workspace users are assigned `CAN_CREATE` on lakebase projects, and this permission "can't be revoked".The problem is that such a project comes with by default a 8 - 16 CU lakebase compute instan...

  • 513 Views
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  • 3 kudos
Latest Reply
charl-p-botha
Databricks Partner
  • 3 kudos

Thank you very much for also looking into this.I've submitted this as feedback via the new Lakebase Postgres web-ui. It doesn't look like I can link to that submitted feedback here. Let's hope for the best.

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1 More Replies
balajij8
by > Contributor III
  • 286 Views
  • 0 replies
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Fortifying Enterprise Healthcare Databricks Lakebase with the Security Triad

Modern Enterprise Healthcare Lake bases have fundamentally transformed care data operations by seamlessly unifying high concurrency transactional workloads such as electronic records (EMR) syncing, streaming care vitals and persistent memory for gene...

  • 286 Views
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Brahmareddy
by > Esteemed Contributor II
  • 4241 Views
  • 1 replies
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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...

  • 4241 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 > Contributor III
  • 417 Views
  • 0 replies
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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...

  • 417 Views
  • 0 replies
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naveenayalla
by > New Contributor III
  • 743 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
  • 743 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
smithsonian
by > Contributor
  • 1130 Views
  • 4 replies
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Resolved! Controlling Agent access to Tools and Tool access to Data Operations

I am building an agentic workflow.  This is a multi agent workflow - Plan, Reason, Act and Synthesize. Each agent has its own access to tools to take ACTIONS on data. Some of these agents are READ only, some can WRITE/UPDATEAll data is resident withi...

  • 1130 Views
  • 4 replies
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Latest Reply
venkat-raghavan
New Contributor III
  • 0 kudos

Hi Ashwin I do want to contrast you stated really well from what is stated or implied in the Service Control policies documentation you shared.You said things1) For write or move actions, I would strongly recommend a controlled execution pattern... p...

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3 More Replies
KVNARK
by > Honored Contributor II
  • 571 Views
  • 2 replies
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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...

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Latest Reply
balajij8
Contributor III
  • 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...

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POCUSER
by > New Contributor III
  • 919 Views
  • 1 replies
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Resolved! Lakebase Data API private access with Public Network Access disabled

We are testing Azure Databricks Lakebase Autoscaling with Public Network Access disabled and standard inbound Private Link enabled.The workspace UI works privately through VPN, but the Lakebase Data API hostname still resolves to a public IP and retu...

  • 919 Views
  • 1 replies
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Latest Reply
stbjelcevic
Databricks Employee
  • 0 kudos

Hi @POCUSER , Yes, the Lakebase Data API can be used privately with Public Network Access disabled. Because the Data API is a REST endpoint (Lakebase Data API), it goes through your workspace’s standard inbound (front-end) Private Link, the databrick...

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balajij8
by > Contributor III
  • 497 Views
  • 0 replies
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Modern HealthCare Capacity Planning with Databricks Lake base & AI BI

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...

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  • 497 Views
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Rishabh_Tiwari
by Community Manager
  • 1566 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...

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  • 1566 Views
  • 4 replies
  • 7 kudos
Latest Reply
Adi_Seshu_P
New Contributor II
  • 7 kudos

Good One!

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3 More Replies
POCUSER
by > New Contributor III
  • 1128 Views
  • 2 replies
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Resolved! Inquiry regarding Query History and Audit Logs for Databricks Lakebase

We are using Lakebase Data API (HTTP Endpoint) to execute queries and need to verify the audit log capabilities for compliance. Could you please clarify:Query Text Logging: Does Databricks capture the full SQL statement text and the actual user ident...

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Latest Reply
Ashwin_DSA
Databricks Employee
  • 0 kudos

Hi @POCUSER, I’m not aware of any public documentation that explicitly confirms that every request sent through the Lakebase Data API is captured in system.query.history or exposed through a dedicated per-request audit log. A practical way to validat...

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Nivethan_Venkat
by Databricks MVP
  • 6616 Views
  • 1 replies
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[PARTNER BLOG] Benchmarking Databricks Lakebase and AWS Aurora (PostgreSQL engine) using pgbench

A Quick Word Before We Dive InWhy Benchmark MattersAbout the Benchmarking Tool - pgbenchBenchmarkingRepository & ReproducibilityEnvironmentHardware / Configuration:ExecutionsDatabricks Lakebase - 240s Run:Databricks Lakebase - 180s Run:AWS Aurora (PG...

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  • 6616 Views
  • 1 replies
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Latest Reply
Hari-db
New Contributor
  • 1 kudos

In the environment table the Aurora says DSQL. Is that a typo?

  • 1 kudos