Certifications
Join dynamic discussions on Databricks certifications within the Community. Exchange insights, tips,...
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Data Engineer Professional Certificate Exam Discount Voucher
HiI am planning to take Databricks Certified Data Engineer Professional Exam. The fee is highly unaffordable for me. I am looking for discount vouchers. Please let me know if there is a way to get discount on the exam.Thank you!RegardsKrishna
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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 ...
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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...
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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...
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Hi @Poorva21 In several projects I’ve seen and worked on, Databricks gets you very close to a full end-to-end LLMOps platform, but not completely. It realistically covers most of the lifecycle, but in real production setups you still complement it wi...
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Gemini video input
Hello,Is it possible to use a video as an input for Google Gemini 2.5 Pro within Databricks?Thank you.
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Databricks Advent Calendar 2025 #7
Imagine all a data engineer or analyst needs to do to read from a REST API is use spark.read(), no direct request calls, no manual JSON parsing - just spark .read. That’s the power of a custom Spark Data Source. Soon, we will see a surge of open-sour...
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Databricks Advent Calendar 2025 #6
DBX is one of the most crucial projects of dblabs this year, and we can expect that more and more great checks from it will be supported natively in databricks. More about dbx on https://databrickslabs.github.io/dqx/
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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 ...
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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...
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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...
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Go to Compute → Your Cluster / Job ComputeChange Databricks Runtime to:Databricks Runtime 13.3 LTSRe-run your job with the same container.
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Request to reschedule Databricks Certified Generative AI Engineer Associate
I am writing to request assistance with rescheduling my exam for the Databricks Certified Generative AI Engineer Associate certification. My exam was originally scheduled for Today at 7:30 PM. However, when I attempted to access the exam, the Webasse...
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Databricks Certified Data Engineer Professional Scenario Question
Hey everyone, I’m currently on my journey to prepare for the Databricks Certified Data Engineer Professional exam and have been exploring multiple resources, including Databricks documentation, hands-on labs, and practice exercises. Midway through my...
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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...
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Use the Databricks SQL system users tableSELECT * FROM system.usersOnly shows fully provisioned users Users pending invitation may not appear.
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How to create a lakebase table ?
Hi databricks community, I want to create a lakebase table that is synced with the delta table . So whenever the delta table is updated the changes should be available in lakebase table. Now I want to create a databricks streamlit application and ma...
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Yes, it’s possible to have a Lakehouse table synced with a Delta table in Unity Catalog. You have a few options:Direct read: Register the Delta table in Unity Catalog and query it directly from your Streamlit app.Delta Live Tables (DLT): Create a DLT...
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Databricks Advent Calendar 2025 #5
When something goes wrong, and your pattern is doing MERGEs per day in your jobs, backfill jobs will help you to reload many days in one shot.
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Full link of the actual blog for reference - https://www.databricks.com/blog/announcing-backfill-runs-lakeflow-jobs-higher-quality-downstream-data
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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...
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To connect Databricks with web or mobile apps, most developers recommend exposing your data or models through a lightweight API layer. Use Databricks SQL Endpoints or MLflow model serving to generate secure REST endpoints your app can call directly. ...
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Databricks Advent Calendar 2025
With the first day of December comes the first window of our Databricks Advent Calendar. It’s a perfect time to look back at this year’s biggest achievements and surprises — and to dream about the new “presents” the platform may bring us next year. ...
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Fantastic kickoff to the Databricks Advent Calendar 2025 , appreciate you steering the series, @Hubert-Dudek!
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