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| Section | Weight | Objectives |
|---|
| Topic 1: Managing Data | 8% | - Data Management
- 1. Cleaning Data with SQL
- 2. Tagging and Lineage
- 3. Handling Missing and Invalid Data
- 4. Discovering Data Assets
|
| Topic 2: Analyzing Queries | 15% | - Query Analysis
- 1. Reading Query Plans
- 2. Performance Tuning
- 3. Monitoring Query Execution
|
| Topic 3: Developing AI/BI Genie Spaces | 12% | - AI and BI Features
- 1. Natural Language Queries
- 2. AI/BI Genie
- 3. Workspace Configuration
|
| Topic 4: Importing Data | 5% | - Data Import
- 1. Creating Tables from Imported Data
- 2. Loading CSV and JSON Data
- 3. Uploading Files
|
| Topic 5: Creating Dashboards and Visualizations | 16% | - Visualization
- 1. Charts and Graphs
- 2. Dashboards
- 3. Alerts and Filters
- 4. Sharing and Publishing
|
| Topic 6: Executing Queries Using Databricks SQL and SQL Warehouses | 20% | - SQL Querying
- 1. Query Optimization
- 2. Writing SQL Queries
- 3. Joins and Subqueries
- 4. SQL Warehouses
- 5. Filtering and Aggregation
|
| Topic 7: Data Modeling with Databricks SQL | 5% | - Modeling Concepts
- 1. Fact and Dimension Tables
- 2. Data Organization
- 3. Views and Relationships
|
| Topic 8: Understanding of Databricks Data Intelligence Platform | 11% | - Platform Components
- 1. Unity Catalog
- 2. Delta Lake
- 3. Databricks SQL
- 4. Lakeflow Jobs
- 5. Mosaic AI
- Catalog and Governance
- 1. Views and Certified Tables
- 2. Catalogs and Schemas
- 3. Data Lineage
- 4. Managed and External Tables
|
| Topic 9: Securing Data | 8% | - Security and Access Control
- 1. Unity Catalog Security
- 2. Permissions and Roles
- 3. Data Access Policies
|
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Databricks Certified Data Analyst Associate Exam Sample Questions (Q100-Q105):
NEW QUESTION # 100
A data analyst has a managed table table_name in database database_name. They would now like to remove the table from the database and all of the data files associated with the table. The rest of the tables in the database must continue to exist.
Which of the following commands can the analyst use to complete the task without producing an error?
- A. DELETE TABLE database_name.table_name;
- B. DELETE TABLE table_name FROM database_name;
- C. DROP DATABASE database_name;
- D. DROP TABLE table_name FROM database_name;
- E. DROP TABLE database_name.table_name;
Answer: E
Explanation:
The DROP TABLE command removes a table from the metastore and deletes the associated data files. The syntax for this command is DROP TABLE [IF EXISTS] [database_name.] table_name;. The optional IF EXISTS clause prevents an error if the table does not exist. The optional database_name. prefix specifies the database where the table resides. If not specified, the current database is used. Therefore, the correct command to remove the table table_name from the database database_name and all of the data files associated with it is DROP TABLE database_name.table_name;. The other commands are either invalid syntax or would produce undesired results. References: Databricks - DROP TABLE
NEW QUESTION # 101
A BI analyst is building an analytical data model in Databricks using Delta Lake tables. The source system contains transactional sales data that changes frequently. The analyst chooses to apply the Data Vault 2.0 methodology to manage historical changes while ensuring scalability and auditability across multiple business domains.
Which component is used to capture the many-to-many relationship between hubs in a Data Vault v2 model?
- A. Link Table
- B. Reference Table
- C. Satellite Table
- D. Hub Table
Answer: A
Explanation:
Option C is correct. In Data Vault modeling, hubs represent core business entities, satellites store descriptive and historical attributes, and links represent relationships between hubs. A many-to-many relationship between business entities is therefore captured by a Link Table. The Databricks Data Analyst Associate Exam Guide includes Data Vault schemas as part of data modeling with Databricks SQL, and Databricks' Data Vault guidance explains that links represent relationships between hub entities. References: Databricks Data Analyst Associate Exam Guide and Databricks Data Vault guidance.
NEW QUESTION # 102
Which of the following statements about adding visual appeal to visualizations in the Visualization Editor is incorrect?
- A. Colors can be changed.
- B. Visualization scale can be changed.
- C. Data Labels can be formatted.
- D. Tooltips can be formatted.
- E. Borders can be added.
Answer: E
Explanation:
The Visualization Editor in Databricks SQL allows users to create and customize various types of charts and visualizations from the query results. Users can change the visualization type, select the data fields, adjust the colors, format the data labels, and modify the tooltips. However, there is no option to add borders to the visualizations in the Visualization Editor. Borders are not a supported feature of the new chart visualizations in Databricks1. Therefore, the statement that borders can be added is incorrect. References:
* New chart visualizations in Databricks | Databricks on AWS
NEW QUESTION # 103
Which of the following statements about a refresh schedule is incorrect?
- A. A query being refreshed on a schedule does not use a SQL Warehouse (formerly known as SQL Endpoint).
- B. A query can be refreshed anywhere from 1 minute lo 2 weeks
- C. A refresh schedule is not the same as an alert.
- D. Refresh schedules can be configured in the Query Editor.
- E. You must have workspace administrator privileges to configure a refresh schedule
Answer: A
Explanation:
Refresh schedules are used to rerun queries at specified intervals, and these queries typically require computational resources to execute. In the context of a cloud data service like Databricks, this would typically involve the use of a SQL Warehouse (or a SQL Endpoint, as they were formerly known) to provide the necessary computational resources. Therefore, the statement is incorrect because scheduled query refreshes would indeed use a SQL Warehouse/Endpoint to execute the query.
NEW QUESTION # 104
In which of the following situations should a data analyst use higher-order functions?
- A. When built-in functions are taking too long to perform tasks
- B. When custom logic needs to be converted to Python-native code
- C. When custom logic needs to be applied at scale to array data objects
- D. When built-in functions need to run through the Catalyst Optimizer
- E. When custom logic needs to be applied to simple, unnested data
Answer: C
Explanation:
Higher-order functions are a simple extension to SQL to manipulate nested data such as arrays. A higher-order function takes an array, implements how the array is processed, and what the result of the computation will be. It delegates to a lambda function how to process each item in the array. This allows you to define functions that manipulate arrays in SQL, without having to unpack and repack them, use UDFs, or rely on limited built-in functions. Higher-order functions provide a performance benefit over user defined functions. Reference: Higher-order functions | Databricks on AWS, Working with Nested Data Using Higher Order Functions in SQL on Databricks | Databricks Blog, Higher-order functions - Azure Databricks | Microsoft Learn, Optimization recommendations on Databricks | Databricks on AWS
NEW QUESTION # 105
......
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