Lakebase Articles
A structured knowledge hub for Lakebase. Find in-depth technical content, how-to guides, and referen...
26 Posts
Activity in Lakebase Hub
- 234 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...
- 234 Views
- 2 replies
- 0 kudos
Latest Reply
- 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
- 167 Views
- 1 replies
- 0 kudos
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...
- 167 Views
- 1 replies
- 0 kudos
Latest Reply
- 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...
- 0 kudos
- 83 Views
- 0 replies
- 0 kudos
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...
- 83 Views
- 0 replies
- 0 kudos
- 1048 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...
- 1048 Views
- 4 replies
- 7 kudos
- 322 Views
- 2 replies
- 0 kudos
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...
- 322 Views
- 2 replies
- 0 kudos
Latest Reply
- 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...
- 0 kudos
- 309 Views
- 1 replies
- 0 kudos
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...
- 309 Views
- 1 replies
- 0 kudos
Latest Reply
- 0 kudos
Hi @smithsonian, The general best-practice pattern is to separate what the agent plans... from...what the platform will actually allow it to do. If the data already lives in Unity Catalog, a good approach is to use Unity Catalog as the system of reco...
- 0 kudos
- 5301 Views
- 1 replies
- 1 kudos
[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...
- 5301 Views
- 1 replies
- 1 kudos
Latest Reply
- 1 kudos
In the environment table the Aurora says DSQL. Is that a typo?
- 1 kudos
- 304 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 ...
- 304 Views
- 0 replies
- 1 kudos
- 413 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...
- 413 Views
- 2 replies
- 13 kudos
Latest Reply
- 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
- 239 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...
- 239 Views
- 0 replies
- 1 kudos
- 1085 Views
- 9 replies
- 9 kudos
Share your Lakebase story and receive a $50 gift card!
Calling all builders!Since GA, thousands of teams have moved production workloads onto Lakebase. We want to hear how you’re using it.A few examples of stories we’d love to capture: Building stateful AI agents that need persistent memory alongside lak...
- 1085 Views
- 9 replies
- 9 kudos
- 314 Views
- 0 replies
- 2 kudos
The Gap Between Applications and Analytics, and "How Lakebase Solves It"
The Problem Nobody Likes to Admit.Imagine this scenario: your data team has built a flawless lakehouse. Ingest pipelines, bronze/silver/gold tiers, gleaming dashboards. Everything is working perfectly.Until someone asks: "And the production app? Wher...
- 314 Views
- 0 replies
- 2 kudos
- 1936 Views
- 4 replies
- 1 kudos
How to access a delta table in UC from lakebase postgres ?
Hi DB Community ,Is there any way to access/write to delta table in UC from lakebase postgres ? There's a way using "Sync Table" - but it is recommended only to read data from Sync Table . Databricks recommends against writing to sync table . Or else...
- 1936 Views
- 4 replies
- 1 kudos
Latest Reply
- 1 kudos
Currently, direct write-back from Lakebase PostgreSQL to Unity Catalog Delta tables is not the recommended pattern.A few points that may help:• “Sync Tables” are mainly designed for replication/read access scenarios. Databricks currently recommends a...
- 1 kudos
- 219 Views
- 0 replies
- 0 kudos
CUSTOMER STORY | ENSEMBLE: Optimizing reimbursement through proactive healthcare strategies
"The data platform we’ve built with Databricks gives us a treasure trove of usable, enriched data that sets us apart from anyone else in the industry. It’s the foundation for solving problems no one else can." - Grant Veazey, CTO, EnsembleEnsemb...
- 219 Views
- 0 replies
- 0 kudos
- 1149 Views
- 0 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...
- 1149 Views
- 0 replies
- 2 kudos
