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Databricks Databricks-Certified-Data-Analyst-Associate Exam Overview:
| Certification Vendor: | Databricks |
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| Exam Name: | Databricks Certified Data Analyst Associate Exam |
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| Exam Number: | Databricks-Certified-Data-Analyst-Associate |
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| Exam Price: | $200 USD |
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| Passing Score: | 70% |
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| Real Exam Qty: | 45 |
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| Certificate Validity Period: | 2 years |
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| Available Languages: | English |
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| Related Certifications: | Databricks Certified Data Engineer Associate Databricks Certified Machine Learning Associate |
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| Exam Duration: | 90 minutes |
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| Exam Format: | Multiple Choice |
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| Sample Questions: | Databricks Databricks-Certified-Data-Analyst-Associate Sample Questions |
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| Exam Way: | Online proctored or test center proctored |
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| Pre Condition: | No formal prerequisites. Databricks recommends 6+ months of hands-on experience with data analysis and Databricks SQL. |
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| Official Syllabus URL: | https://www.databricks.com/learn/certification/data-analyst-associate |
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| Topic | Details |
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| Topic 1 | - Databricks SQL: This topic discusses key and side audiences, users, Databricks SQL benefits, complementing a basic Databricks SQL query, schema browser, Databricks SQL dashboards, and the purpose of Databricks SQL endpoints
- warehouses. Furthermore, the delves into Serverless Databricks SQL endpoint
- warehouses, trade-off between cluster size and cost for Databricks SQL endpoints
- warehouses, and Partner Connect. Lastly it discusses small-file upload, connecting Databricks SQL to visualization tools, the medallion architecture, the gold layer, and the benefits of working with streaming data.
|
| Topic 2 | - Data Visualization and Dashboarding: Sub-topics of this topic are about of describing how notifications are sent, how to configure and troubleshoot a basic alert, how to configure a refresh schedule, the pros and cons of sharing dashboards, how query parameters change the output, and how to change the colors of all of the visualizations. It also discusses customized data visualizations, visualization formatting, Query Based Dropdown List, and the method for sharing a dashboard.
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| Topic 3 | - Data Management: The topic describes Delta Lake as a tool for managing data files, Delta Lake manages table metadata, benefits of Delta Lake within the Lakehouse, tables on Databricks, a table owner’s responsibilities, and the persistence of data. It also identifies management of a table, usage of Data Explorer by a table owner, and organization-specific considerations of PII data. Lastly, the topic it explains how the LOCATION keyword changes, usage of Data Explorer to secure data.
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| Topic 4 | - SQL in the Lakehouse: It identifies a query that retrieves data from the database, the output of a SELECT query, a benefit of having ANSI SQL, access, and clean silver-level data. It also compares and contrasts MERGE INTO, INSERT TABLE, and COPY INTO. Lastly, this topic focuses on creating and applying UDFs in common scaling scenarios.
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| Topic 5 | - Analytics applications: It describes key moments of statistical distributions, data enhancement, and the blending of data between two source applications. Moroever, the topic also explains last-mile ETL, a scenario in which data blending would be beneficial, key statistical measures, descriptive statistics, and discrete and continuous statistics.
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Databricks Certified Data Analyst Associate Exam Sample Questions (Q18-Q23):
NEW QUESTION # 18
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?
- A. They will need to copy the Query and create one data visualization per query.
- B. They will need to alter the Query to return two separate sets of results.
- C. They will need to add two separate visualizations to the dashboard based on the same Query.
- D. They will need to decide on a single data visualization to add to the dashboard.
- E. They will need to create two separate dashboards.
Answer: C
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 # 19
Which of the following SQL keywords can be used to convert a table from a long format to a wide format?
- A. SUM
- B. TRANSFORM
- C. WHERE
- D. PIVOT
- E. CONVERT
Answer: D
Explanation:
Option B is correct. PIVOT rotates unique values from rows into separate columns, which is exactly the process of converting long-format data into wide-format data. UNPIVOT does the reverse. SUM is an aggregate function, WHERE filters rows, and TRANSFORM is not the SQL keyword used for this reshaping task. Official Databricks extract: the PIVOT clause "rotat[es] unique values from a column into separate columns."
NEW QUESTION # 20
Which of the following statements describes descriptive statistics?
- A. A branch of statistics that uses summary statistics to categorically describe and summarize data.
- B. A branch of statistics that uses summary statistics to quantitatively describe and summarize data.
- C. A branch of statistics that uses quantitative variables that must take on an uncountable set of values.
- D. A branch of statistics that uses quantitative variables that must take on a finite or countably infinite set of values.
- E. A branch of statistics that uses a variety of data analysis techniques to infer properties of an underlying distribution of probability.
Answer: B
Explanation:
Descriptive statistics is a branch of statistics that uses summary statistics, such as mean, median, mode, standard deviation, range, frequency, or correlation, to quantitatively describe and summarize data.
Descriptive statistics can help data analysts understand the main features of a data set, such as its central tendency, variability, or distribution. Descriptive statistics can also help data analysts visualize data using charts, graphs, or tables. Descriptive statistics do not make any inferences or predictions about the data, unlike inferential statistics, which use data analysis techniques to infer properties of an underlying population or probability distribution from a sample of data. References: Databricks - Descriptive Statistics, Databricks - Data Analysis with Databricks SQL
NEW QUESTION # 21
Which statement describes descriptive statistics?
- A. A branch of statistics that uses summary statistics to categorically describe and summarize data.
- B. A branch of statistics that uses summary statistics to quantitatively describe and summarize data.
- C. A branch of statistics that uses quantitative variables that must take on a finite or countably infinite set of values.
- D. A branch of statistics that uses a variety of data analysis techniques to infer properties of an underlying distribution of probability.
Answer: B
Explanation:
Descriptive statistics refer to statistical methods used to describe and summarize the basic features of data in a study. They provide simple summaries about the sample and the measures, often including metrics such as mean, median, mode, range, and standard deviation. Databricks learning materials highlight that descriptive statistics use summary statistics to quantitatively describe and summarize data, providing insight into data distributions without making inferences or predictions.
NEW QUESTION # 22
A data analyst has been asked to produce a visualization that shows the flow of users through a website.
Which of the following is used for visualizing this type of flow?
- A. IChoropleth
- B. Heatmap
- C. Sankey
- D. Word Cloud
- E. Pivot Table
Answer: C
Explanation:
A Sankey diagram is a type of visualization that shows the flow of data between different nodes or categories. It is often used to represent the movement of users through a website, as it can show the paths they take, the sources they come from, the pages they visit, and the outcomes they achieve. A Sankey diagram consists of links and nodes, where the links represent the volume or weight of the flow, and the nodes represent the stages or steps of the flow. The width of the links is proportional to the amount of flow, and the color of the links can indicate different attributes or segments of the flow. A Sankey diagram can help identify the most common or popular user journeys, the bottlenecks or drop-offs in the flow, and the opportunities for improvement or optimization. Reference: The answer can be verified from Databricks documentation which provides examples and instructions on how to create Sankey diagrams using Databricks SQL Analytics and Databricks Visualizations. Reference links: Databricks SQL Analytics - Sankey Diagram, Databricks Visualizations - Sankey Diagram
NEW QUESTION # 23
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