29 August 2024

#Databricks

#Databricks
What is Databricks?
Explain the concept of DBU (Databricks Unit).
What are the different types of clusters in Databricks?
What is Delta Lake?
How does caching work in Databricks?
Can you explain what a Job is in Databricks?
What are Widgets used for in Databricks?
Describe how you would handle sensitive data in Databricks.
Explain the difference between Control Plane and Data Plane in Databricks.
How do you create a personal access token in Databricks?
What is Autoscaling in Databricks?
How do you import third-party libraries into Databricks?
Describe how streaming data is captured in Databricks.
What are some common challenges faced when using Azure Databricks?
How do you connect Azure Data Lake Storage with Databricks?
What is PySpark DataFrame?
How do you manage version control while working with Databricks notebooks?
Explain what a Delta Table is.
What are some best practices for optimizing performance in Azure Databricks?
How would you ensure compliance with GDPR when using Azure Databricks?
What is a Databricks Runtime, and what are its different types?
Can you explain Databricks Workflows and how they are used?
What is the purpose of the Databricks CLI, and what can it do?
How does Databricks manage user roles and permissions?
What is the significance of data lineage in Databricks, and how is it managed?
Explain the purpose of the Unity Catalog in Databricks.
How do you monitor cluster performance in Databricks?
What are DBFS Mounts, and how do they work?
Describe how MLflow is integrated into Databricks and its benefits.
How do you handle large datasets in Databricks, especially when optimizing for cost and performance?
Explain the concept of a UDF in Databricks and how it is used.
What is Structured Streaming in Databricks, and how does it work?
How does Databricks handle fault tolerance?
What are secret scopes in Databricks, and how are they used?
Explain the role of REST APIs in Databricks.
How do you handle time zones in Databricks?
What is Photon in Databricks, and how does it improve performance?
Describe the process of creating and managing machine learning models in Databricks.
How would you enable logging and auditing for Databricks notebooks?
What are the main advantages of Databricks over traditional data warehouses?
Can you explain the main components of the Databricks platform and how they interact?
How do you handle data ingestion in Databricks? Can you describe the process?
What are some best practices for optimizing Spark jobs in Databricks?
How would you manage version control for notebooks in Databricks?
Can you discuss how Delta Lake improves data management in Databricks?
What is your experience with using Databricks for machine learning workflows?
How do you set up and manage clusters in Databricks?
Can you explain the difference between Databricks SQL and Databricks notebooks?
How do you monitor and troubleshoot performance issues in Databricks?
What strategies do you employ for ensuring data governance and security in Databricks?
What are the main features of Databricks?
What programming languages are supported in Databricks?
What is a Databricks workspace?
What is a Databricks cluster?
What is Apache Spark?
How does Databricks optimize Apache Spark?
What is Databricks Runtime?
What are the main components of Apache Spark?
How do you connect Databricks to an external Spark cluster?
What is Delta Lake in Databricks?
What are the benefits of using Delta Lake?
How do you handle schema evolution in Delta Lake?
What is a Databricks job?
How do you schedule jobs in Databricks?
What is Databricks SQL?
How do you create a table in Databricks SQL?
What is the difference between managed and unmanaged tables in Databricks?
How do you optimize a table in Databricks?
What are Z-Orders in Databricks?
What is MLflow?
How does Databricks support MLflow?
How do you train a machine learning model in Databricks?
What is AutoML in Databricks?
How do you deploy a model in Databricks?
How do you improve cluster performance in Databricks?
What is the Photon engine in Databricks?
How do you optimize Delta Lake performance?
What are broadcast joins, and how are they used in Databricks?
What is caching in Databricks, and how does it help?
How is security implemented in Databricks?
What is Unity Catalog?
How do you encrypt data in Databricks?
What is cluster isolation in Databricks?
How do you audit user activity in Databricks?
How do you integrate Databricks with Azure Data Lake?
How do you connect Databricks to AWS S3?
What is a Databricks Partner Connect?
How do you ingest data into Databricks?
What are Databricks connectors?
What are Lakehouse architectures in Databricks?
What is Databricks Autoloader?
What is the difference between RDDs, DataFrames, and Datasets in Spark?
How do you implement streaming in Databricks?
What is a checkpoint in Spark Streaming?
How do you migrate a Hadoop workload to Databricks?
How do you handle large-scale data in Databricks?
What steps would you take to debug a failing Databricks job?
How do you monitor Databricks cluster performance?
How do you integrate Databricks with CI/CD pipelines?
  • Databricks
  • Architecture and Components
  • Databricks vs Apache Spark
  • Databricks Notebooks
  • Cluster Management
  • DataFrame and Spark SQL
  • Delta Lake Features
  • Databricks File System (DBFS)
  • Databricks Runtime and Libraries
  • MLflow and Machine Learning Integration
  • Performance Optimization
  • Jobs and Workflow Scheduling
  • Databricks SQL and BI Integration

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