- 4378 Views
- 2 replies
- 3 kudos
How realistic is truly end-to-end LLMOps on Databricks?
Databricks is positioning the platform as a full stack for LLM development — from data ingestion → feature/embedding pipelines → fine-tuning (Mosaic AI) → evaluation → deployment (Model Serving) → monitoring (Lakehouse Monitoring).I’m curious about r...
- 4378 Views
- 2 replies
- 3 kudos
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Thank You @Gecofer for taking the time to share such a clear, experience-backed breakdown of where Databricks shines and where real-world LLM Ops architectures still need supporting components. Your explanation was incredibly practical and resonates ...
- 3 kudos
- 3509 Views
- 3 replies
- 3 kudos
Resolved! Software engineering in data bricks
I'm a software engineer and a bit new to databricks. My goal is to create a model serving endpoint, that interfaces with several ML models. Traditionally this would look like:API--> Service --> DataNow using databricks, my understanding is that it w...
- 3509 Views
- 3 replies
- 3 kudos
- 3 kudos
Just register model and then deploy service endpoint to serve this model.
- 3 kudos
- 663 Views
- 1 replies
- 1 kudos
Webinar: From PoC to Production: Delivering with Confidence with Databricks
Our final webinar of December is here and we are closing the year with a powerhouse session!SpeakersAs many organisations still get stuck in the PoC phase, we’re bringing clarity, structure, and real delivery practices to help teams move from promi...
- 663 Views
- 1 replies
- 1 kudos
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Appreciate you sharing this with the community, @bianca_unifeye!
- 1 kudos
- 5401 Views
- 3 replies
- 2 kudos
Using Databricks for Real-Time App Data
I’m exploring how to handle real-time data for an application and I keep seeing Databricks recommended as a strong option — especially with its support for streaming pipelines, Delta Live Tables, and integrations with various event sources. That said...
- 5401 Views
- 3 replies
- 2 kudos
- 2 kudos
Databricks is very effective for real-time app data because it supports streaming data processing using Apache Spark and Delta Lake. It helps handle large data volumes, provides low-latency analytics, and makes it easier to build scalable event-drive...
- 2 kudos
- 18085 Views
- 7 replies
- 2 kudos
Alter table to add/update multiple column comments
I was wondering if there's a way to alter table and add/update comments for multiple columns at once using SQL or API calls. For instance - ALTER TABLE <table_name> CHANGE COLUMN <col1> COMMENT '<comment1>',CHANGE COLUMN <col2> COMMENT 'comment2' ; ...
- 18085 Views
- 7 replies
- 2 kudos
- 2 kudos
The correct SQL syntax for this is:ALTER TABLE your_table_name ALTER COLUMN col1 COMMENT 'comment1', col2 COMMENT 'comment2', col3 COMMENT 'comment3';
- 2 kudos
- 2808 Views
- 3 replies
- 0 kudos
How to Connect Databricks with Web and Mobile Apps
Hi everyone,I’m exploring ways to leverage Databricks for building data-driven web and mobile applications and wanted to get some insights from this community. Databricks is great for processing large datasets, running analytics, and building machine...
- 2808 Views
- 3 replies
- 0 kudos
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Check Databricks Apps - you pass databricks resources and then use databricks-sdk to interact with them.
- 0 kudos
- 1384 Views
- 1 replies
- 3 kudos
Data Engineering Lessons
Getting into the data space can feel overwhelming, with so many tools, terms, and technologies. But after years inExpect failure. Design for it.Jobs will fail. The data will be late. Build systems that can recover gracefully, and continually monitor ...
- 1384 Views
- 1 replies
- 3 kudos
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Hi @boitumelodikoko A few more principles I always share with people entering the data space:Observability is non-negotiable.If you can’t see what your pipelines are doing, you can’t fix what breaks.Good logging, metrics, and alerts save countless ho...
- 3 kudos
- 2176 Views
- 2 replies
- 0 kudos
On Demand Pool Configuration & Policy definition
I'm using Job cluster and created compute policies for library management and now I'm trying to use pools in databricks. I'm getting error like this : Cluster validation error: Validation failed for azure_attributes.spot_bid_max_price from pool, the ...
- 2176 Views
- 2 replies
- 0 kudos
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This error occurs because instance pools require a concrete spot bid max price value, even if the cluster policy marks it as unlimited. Set an explicit value (e.g., 100) directly in the instance pool configuration, or switch the pool to on-demand nod...
- 0 kudos
- 8374 Views
- 2 replies
- 2 kudos
How to resolve "cannot import name 'Iterable' from 'collections'" error?
I'm running a DBR/Spark job using a container. I've set docker_image.url to `docker.io/databricksruntime/standard:13.3-LTS`, as well as the Spark env var `DATABRICKS_RUNTIME_VERSION=13.3`. At runtime, however, I'm encountering this error: ImportError...
- 8374 Views
- 2 replies
- 2 kudos
- 2 kudos
Go to Compute → Your Cluster / Job ComputeChange Databricks Runtime to:Databricks Runtime 13.3 LTSRe-run your job with the same container.
- 2 kudos
- 2163 Views
- 6 replies
- 4 kudos
Resolved! Extract all users from Databricks Groups
Hey everyone,we are trying to get an overview of all users that we have in our databricks groups. We have tried to do so with the REST API as well as the SQL-queries (with normal developer accounts as well as workspace administrator accounts). The pr...
- 2163 Views
- 6 replies
- 4 kudos
- 4 kudos
Use the Databricks SQL system users tableSELECT * FROM system.usersOnly shows fully provisioned users Users pending invitation may not appear.
- 4 kudos
- 927 Views
- 1 replies
- 1 kudos
Help me with the databricks streamlit application related doubt
Hi Databricks community ,Hi I have a doubt regarding databricks streamlit application . I have a databricks streamlit application that takes input values from the user through streamlit UI. Now I want to store these input values in a delta table in U...
- 927 Views
- 1 replies
- 1 kudos
- 1 kudos
Hi @gokkul ,Your app service principal needs to have a proper permission to write to UC table. You also need to use python databricks sdk to interact with UC object (i.e read/save a table).You can get some inspiration from following databricks cookbo...
- 1 kudos
- 5787 Views
- 7 replies
- 4 kudos
Resolved! How to Optimize Data Pipeline Development on Databricks for Large-Scale Workloads?
Hi everyone,I’m working on building and optimizing data pipelines in Databricks, especially for large-scale workloads, and I want to learn from others who have hands-on experience with performance tuning, architecture decisions, and best practices.I’...
- 5787 Views
- 7 replies
- 4 kudos
- 4 kudos
Optimizing Databricks pipelines for large-scale workloads mostly comes down to smart architecture + efficient Spark practices.Key tips from real-world users:Use Delta Lake – for ACID transactions, incremental updates, and schema enforcement.Partition...
- 4 kudos
- 4960 Views
- 5 replies
- 4 kudos
Find value in any column in a table
Hi,I'm not sure if this is a possible scenario, but is there, by any chance a way to query all the columns of a table for searching a value? Explanation: I want to search for a specific value in all the columns of a databricks table. I don't know whi...
- 4960 Views
- 5 replies
- 4 kudos
- 618 Views
- 0 replies
- 1 kudos
Databricks Advent Calendar Edition
Santa is coming to Lakehouse Town! From now until Christmas, I’ll be your guide on a Databricks journey – sharing one powerful Databricks feature every single day. https://www.linkedin.com/posts/bianca-stratulat_databricks-lakehouse-dataengineering-a...
- 618 Views
- 0 replies
- 1 kudos
- 637 Views
- 1 replies
- 1 kudos
How to build a chatbot in Databricks for ad‑hoc analytics questions?
Hi everyone,I’m exploring the idea of creating a chatbot within Databricks that can handle ad‑hoc business analytics queries. For example, I’d like users to be able to ask questions such as:“How many sales did we have in 2025?”“Which products had the...
- 637 Views
- 1 replies
- 1 kudos
- 1 kudos
Hi @laeforceable , if you have data in databricks platform then you can use Genie Room Capability to ask questions related to data..
- 1 kudos
