Databricks Platform Discussions
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Follow-Up on Exam Suspension Appeal – Request #01052422 | No Update Received
Hi @Cert-Team and @cert-ops,I submitted my appeal regarding my Databricks certification exam suspension on Thursday, October 22, 2026. My exam was suspended immediately when I clicked on “Start Exam,” before I could access or answer any questions.The...
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Resolved! Anyone migrated from legacy CDF to Auto CDF yet?
Databricks mentions in the DBR 19 release notes that Auto CDF removes write-time overhead and can make MERGE and UPDATE operations about 15% faster on tables queried for changesFor anyone who has moved an existing pipeline from legacy CDF to Auto CDF...
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I carried out an independent Auto CDF vs Legacy CDF benchmark using with serverless compute (DBR 19.11), testing datasets with volumes of 100K, 1M and 5M rows.The results were quite interesting, particularly around MERGE performance, storage reductio...
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Suspended Databricks Certified Professional Exam Without Any Reason
I am writing to formally appeal the automatic suspension of my recent Databricks Certified Professional exam session. I have been preparing hard for this exam from last 2-3 months as it is required on client side and urgent.There is other issues from...
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@Cert-Team could you please help in resolving it.
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Do We Need a New Role in Data Organizations — The Semantic Steward?
As data platforms evolve from managing data to managing business meaning, is it time to introduce a new role: Semantic Steward?Traditionally, data governance has focused on data quality, ownership, security, lineage, and compliance.But with the rise ...
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Exactly: use agents as a starting point, but decide up front which responsibilities require the human touch and optimize that experience!
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Databricks Unity Catalog Foreign Catalog – Timezone Mismatch with AWS RDS PostgreSQL Affecting Query
Hi Databricks Community,I'm facing a timezone-related issue with a Unity Catalog Foreign Catalog connected to AWS RDS PostgreSQL and would appreciate some guidance on the best way to handle it centrally.Current Setup:Source: AWS RDS PostgreSQL (confi...
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There is no supported configuration at the Foreign Catalog, connection or federation level to override this. The options for PostgreSQL cover host, port, user, password, database and SSL settings - no timezone option exists. Similarly, there is no me...
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DBeaver Connection to DBX UC Triggering Queries and SQL Pro Warehouse Failure –EC instances Remain
Hi Databricks Community,I'm experiencing an unusual issue when connecting DBeaver to Databricks Unity Catalog (UC) through a SQL Pro Warehouse and would appreciate insights from anyone who has encountered similar behavior.Current SetupClient: DBeaver...
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DBeaver may do catalog and schema introspection along with metadata discovery queries at startup and its expected behavior. Establishing a JDBC/ODBC connection can auto start a stopped SQL warehouse, meaning connecting DBeaver alone is enough to trig...
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Row level Data MASKING on multiple tables
Hi Community,I'm looking for guidance on implementing row-level masking (RLM) at scale in Databricks using Unity Catalog.Our challenge is that we have schemas containing a large number of tables (for example, one schema contains approximately 120 tab...
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Hi @ChristophIRE,Building on the replies above, here is a rollout checklist for the tag-based ABAC approach, with code.Coverage check per tableFor each table, record which sensitive columns match the policy and where the entitlement key comes from. A...
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Databricks Asset Bundles: How to manage dependencies between volumes/files and cluster creation?
Problem Statement:I have a Databricks Asset Bundles (DAB) project with the following requirement:I need to create an all-purpose cluster whose configuration references:An init script stored at /Volumes/<catalog>/<schema>/<volume>/scripts/init_script...
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Hello @geramkumar, Following up on @SumeshKashyap's answer with the doc references, plus a few points to check on option 2, since you plan to explore it. The current docs also take the second deploy out of most releases. Bundles still have no resourc...
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