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Databricks Databricks-Certified-Data-Analyst-Associate Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Executing Queries Using Databricks SQL and SQL Warehouses20%- SQL Querying
  • 1. Joins and Subqueries
  • 2. Query Optimization
  • 3. Filtering and Aggregation
  • 4. Writing SQL Queries
  • 5. SQL Warehouses
Topic 2: Data Modeling with Databricks SQL5%- Modeling Concepts
  • 1. Fact and Dimension Tables
  • 2. Data Organization
  • 3. Views and Relationships
Topic 3: Importing Data5%- Data Import
  • 1. Loading CSV and JSON Data
  • 2. Uploading Files
  • 3. Creating Tables from Imported Data
Topic 4: Creating Dashboards and Visualizations16%- Visualization
  • 1. Alerts and Filters
  • 2. Dashboards
  • 3. Charts and Graphs
  • 4. Sharing and Publishing
Topic 5: Analyzing Queries15%- Query Analysis
  • 1. Monitoring Query Execution
  • 2. Performance Tuning
  • 3. Reading Query Plans
Topic 6: Managing Data8%- Data Management
  • 1. Handling Missing and Invalid Data
  • 2. Tagging and Lineage
  • 3. Cleaning Data with SQL
  • 4. Discovering Data Assets
Topic 7: Developing AI/BI Genie Spaces12%- AI and BI Features
  • 1. AI/BI Genie
  • 2. Workspace Configuration
  • 3. Natural Language Queries
Topic 8: Understanding of Databricks Data Intelligence Platform11%- Catalog and Governance
  • 1. Catalogs and Schemas
  • 2. Views and Certified Tables
  • 3. Data Lineage
  • 4. Managed and External Tables
- Platform Components
  • 1. Unity Catalog
  • 2. Lakeflow Jobs
  • 3. Delta Lake
  • 4. Mosaic AI
  • 5. Databricks SQL
Topic 9: Securing Data8%- 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 (Q42-Q47):

NEW QUESTION # 42
Where can an admin or data owner grant database, table, and view permissions to a group?

Answer: C

Explanation:
Option B is correct. In the older Databricks SQL UI terminology used by this question, permissions for databases, tables, and views are managed from the Data area. In the current Databricks UI, this is handled through Catalog Explorer, where an admin or data owner opens the object, goes to the Permissions tab, clicks Grant, selects users or groups, and grants the required privileges. Dashboards are for reporting, SQL Warehouses provide compute, and Settings is not the object-level permission management area. Official Databricks documentation says privileges can be managed using SQL commands, CLI, Terraform, or Catalog Explorer, and the UI flow is: open the table details page, go to Permissions, click Grant, select users or groups, and assign privileges.


NEW QUESTION # 43
Which of the following statements about a refresh schedule is incorrect?

Answer: D

Explanation:
This statement is incorrect. In Databricks SQL, any user with sufficient permissions on the query or dashboard can configure a refresh schedule-workspace administrator privileges are not required.
Here is the breakdown of the correct information:
A . True - Queries can be scheduled to refresh at intervals ranging from 1 minute to 2 weeks.
B . True - You can configure refresh schedules in the Query Editor.
C . False statement - A query being refreshed does use a SQL Warehouse. However, the option in question says it does not use a warehouse, which would be incorrect in a different context. Since this is a trickier one, we know that scheduled queries do require a SQL Warehouse to run.
D . True - Refresh schedules are different from alerts; alerts are triggered based on specific conditions being met in query results.
E . False (and thus the correct answer to this question) - You do not need to be a workspace admin to set a refresh schedule. You only need the correct permissions on the object.


NEW QUESTION # 44
A data analyst has created a Query in Databricks SQL, and now they want to create two data visualizations from that Query and add both of those data visualizations to the same Databricks SQL Dashboard.
Which of the following steps will they need to take when creating and adding both data visualizations to the Databricks SQL Dashboard?

Answer: D

Explanation:
A data analyst can create multiple visualizations from the same query in Databricks SQL by clicking the + button next to the Results tab and selecting Visualization. Each visualization can have a different type, name, and configuration. To add a visualization to a dashboard, the data analyst can click the vertical ellipsis button beneath the visualization, select + Add to Dashboard, and choose an existing or new dashboard. The data analyst can repeat this process for each visualization they want to add to the same dashboard. References: Visualization in Databricks SQL, Visualize queries and create a dashboard in Databricks SQL


NEW QUESTION # 45
A data analyst needs to use the Databricks Lakehouse Platform to quickly create SQL queries and data visualizations. It is a requirement that the compute resources in the platform can be made serverless, and it is expected that data visualizations can be placed within a dashboard.
Which of the following Databricks Lakehouse Platform services/capabilities meets all of these requirements?

Answer: B

Explanation:
Databricks SQL is a serverless data warehouse on the Lakehouse that lets you run all of your SQL and BI applications at scale with your tools of choice, all at a fraction of the cost of traditional cloud data warehouses1. Databricks SQL allows you to create SQL queries and data visualizations using the SQL Analytics UI or the Databricks SQL CLI2. You can also place your data visualizations within a dashboard and share it with other users in your organization3. Databricks SQL is powered by Delta Lake, which provides reliability, performance, and governance for your data lake4. References:
* Databricks SQL
* Query data using SQL Analytics
* Visualizations in Databricks notebooks
* Delta Lake


NEW QUESTION # 46
A data analyst created and is the owner of the managed table my_ table. They now want to change ownership of the table to a single other user using Data Explorer.
Which of the following approaches can the analyst use to complete the task?

Answer: A

Explanation:
The Owner field in the table page shows the current owner of the table and allows the owner to change it to another user or group. To change the ownership of the table, the owner can click on the Owner field and select the new owner from the drop-down list. This will transfer the ownership of the table to the selected user or group and remove the previous owner from the list of table access control entries1. The other options are incorrect because:
* A. Removing the owner's account from the Owner field will not change the ownership of the table, but will make the table ownerless2.
* B. Selecting All Users from the Owner field will not change the ownership of the table, but will grant all users access to the table3.
* D. Selecting the Admins group from the Owner field will not change the ownership of the table, but will grant the Admins group access to the table3.
* E. Removing all access from the Owner field will not change the ownership of the table, but will revoke all access to the table4. References:
* 1: Change table ownership
* 2: Ownerless tables
* 3: Table access control
* 4: Revoke access to a table


NEW QUESTION # 47
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