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Reviewing Production Table Properties During an Operational Investigation
POST_START Reviewing Production Table Properties During an Operational Investigation I recently encountered an issue with the production table production.sales.orders that required me to investigate its properties to understand its structure and behavior. As part of the operational investigation, I needed to check the table’s metadata to determine if there were any settings that might be…
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Investigating a Specific User During a Production Access Incident
POST_START Investigating a Specific User During a Production Access Incident I was called in to investigate a potential access incident involving a user with the email address engineer@example.com. The incident report mentioned that a user might have accessed production data, and I needed to trace their activity using Databricks Unity Catalog’s audit logs. I started…
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Removing a Row Filter During a Controlled Security Policy Rollback
POST_START Removing a Row Filter During a Controlled Security Policy Rollback I recently had to roll back a security policy that had been applied to a critical table in our data warehouse. The policy had introduced a row filter that restricted access to certain customer records. Now, as part of a controlled rollback, I needed…
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Removing Production Unity Catalog RBAC Privileges During User or Team Offboarding
POST_START Removing Production Unity Catalog RBAC Privileges During User or Team Offboarding I recently had to handle the offboarding of a data engineering team from our production environment. One of the critical steps in this process was ensuring that all team members no longer had access to sensitive data and systems. As part of the…
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Kubernetes: Preserve Availability during Node Maintenance with a PodDisruptionBudget
Kubernetes PodDisruptionBudget Tutorial Kubernetes PodDisruptionBudget Tutorial: Preserve Availability During Node Maintenance This tutorial demonstrates how to use PodDisruptionBudgets (PDBs) in Kubernetes to prevent downtime during node maintenance operations. We’ll focus exclusively on the PDB mechanism and explore a series of scenarios, iteratively building a solution that handles disruptions gracefully. Understanding PodDisruptionBudgets A PodDisruptionBudget (PDB) allows…
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TELC B1.2 Writing: Discuss Whether Students Should Use AI During Exams
My Struggle with German Writing – and That Big Exam Question Okay, so here I am, almost a year in Berlin. “Fast!” they said. “You’ll pick it up quickly!” They were… partially right. I can order Kaffee und Croissant now without completely embarrassing myself (though I still occasionally accidentally ask for ‘Kuchen’). But writing? Writing…
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TELC B1.2 Bildbeschreibung: People shopping during a Black Friday sale
My Black Friday Struggle: Leveling Up My German with TELC B1.2 Okay, so here I am, almost a year in Berlin, and I’m still figuring things out. I’ve learned so much German – enough to order a decent coffee (usually with a very enthusiastic “Entschuldigung!” when I accidentally spill a little), and I can even…
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TELC B1.2 Bildbeschreibung: A teenager scrolling through Instagram during class
My Struggle with Instagram and German: Leveling Up to B1.2 Okay, so I moved to Berlin six months ago, completely alone. Exciting, right? It was. Terrifying, mostly. And let me tell you, learning German has been the biggest hurdle, by far. I thought I was doing okay, but then I stumbled onto this TELC B1.2…
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