시험준비에가장좋은DAA-C01최고품질덤프문제모음집덤프샘플다운로드

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Snowflake DAA-C01 Exam Syllabus Topics:

SectionWeightObjectives
Build and Troubleshoot Advanced SQL Queries20–25%- Complex joins, subqueries, window functions
- Query optimization and troubleshooting
- Semi-structured data processing
Perform Descriptive and Diagnostic Analysis10–15%- Statistical summarization and trend analysis
- Exploratory and ad-hoc analysis
- Anomaly detection and root cause analysis
Prepare and Present Data10–15%- Data visualization and reporting
- Snowsight dashboards and sharing results
- Align outputs with business requirements
Prepare and Load Data15–20%- File formats: CSV, JSON, Parquet, Avro
- Data ingestion methods: COPY INTO, stages, Snowpipe
- External tables and data validation
Use Built-in Functions and Create UDFs10–15%- User-Defined Functions (UDFs)
- Scalar, aggregate, table, system functions
Perform Predictive Analysis5–10%- Using Snowflake ML and built-in analytics
- Forecasting and predictive modeling
Perform Simple Data Transformations for Analysis15–20%- Views, materialized views, CTEs
- Handling NULLs and structuring datasets
- Data cleansing, standardization, type conversion

>> DAA-C01최고품질 덤프문제모음집 <<

최신버전 DAA-C01최고품질 덤프문제모음집 시험공부자료

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최신 SnowPro Advanced DAA-C01 무료샘플문제 (Q50-Q55):

질문 # 50
You are analyzing sales data in Snowflake to identify seasonal trends and patterns. You have a table 'SALES DATA with columns 'SALE DATE (DATE) and 'SALE_AMOUNT (NUMBER). Which of the following SQL queries and visualization techniques would be MOST effective in identifying and visualizing these seasonal trends? Assume the data spans several years.

정답:E

설명:
Option C is the most effective because it combines weekly sales aggregation with a box plot analysis of monthly sales across multiple years. The weekly aggregation provides a granular view of sales trends, while the box plot effectively visualizes the distribution of sales for each month, allowing for easy identification of monthly seasonal patterns and outliers. Option A only shows monthly sales volume, not the distribution of sales within each month across years. Option B shows the yearly trend, not seasonal variations. Option D doesn't aggregate the data and hence can't show you the seasonality. Option E only shows the daily variance across weeks.


질문 # 51
You are preparing to load data from an internal stage that contains multiple CSV files into a Snowflake table. You need to ensure that only files matching a specific pattern are loaded (e.g., files starting with 'sales_'). You also need to transform the date column (located in the third position of each CSV file) from 'YYYYMMDD' to 'YYYY-MM-DD' format during the load. The target table 'SALES has columns 'product_id', and 'region'. Which combination of options correctly filters the files and transforms the date format during the load process?

정답:D

설명:
Option D is correct. It uses the 'PATTERN' parameter to filter files starting with 'sales_' and ending with '.csv'. It then uses the TRANSFORM AS SELECT clause to select and transform the data. Inside the select clause, it correctly uses 'substr' to reformat the date and 'TO_DATE to convert the re-formatted string into a DATE datatype. The 'ON_ERROR = 'SKIP_FILE" is a good practice for handling potential errors. Option A has an invalid parameter declaration within the COPY INTO command and does not use PATTERN, making the filter inaccurate. Option B attempts to define date format at file format level, but date transformatinon is required and FILES filter declaration is invalid. Option C uses 'TRANSFORMATION' instead of 'TRANSFORM AS SELECT , which is incorrect and will cause an error. Option E attempts to define DATE FORMAT with the wrong TYPE and is missing concatination of DATE string.


질문 # 52
An organization needs to provide daily summaries of key metrics to its executive team via email. They currently have a complex SQL query that generates the report, but the query takes several minutes to run. The executive team needs the data before 8 AM daily. The data warehouse is also used for other reporting and analytics tasks throughout the day. Given these constraints, what is the MOST efficient and reliable approach to operationalize this report?

정답:E

설명:
Creating a materialized view (B) is the most efficient approach. Materialized views pre-compute the results, so the nightly task refreshes the pre-calculated data. This ensures fast report generation before 8 AM, even with a complex underlying query. Running the complex query directly (A) might exceed the time limit. Using a third-party ETL tool (C) adds unnecessary complexity. Snowpipe (D) is for continuous data ingestion, not report generation. Data Marketplace (E) is unlikely to perfectly match the custom needs.


질문 # 53
You are tasked with creating a dashboard to monitor the performance of different marketing channels (e.g., email, social media, paid advertising). The data includes daily spend, impressions, clicks, and conversions for each channel. Which approach would BEST allow you to visualize the return on investment (ROI) for each channel over time, identify channels with diminishing returns, and enable stakeholders to easily compare channel performance?

정답:D

설명:
Option B is the most suitable because it uses an interactive dashboard (Looker Studio) with calculated fields to derive ROI. The combination of line charts, bar charts, and scatter plots provides a comprehensive view of channel performance over time. Trendlines in the scatter plots help identify diminishing returns. Drill-down capabilities allow for detailed analysis. Option A creates separate charts, making comparison difficult. Option C is limited to summary data. Option D focuses on spend allocation, not ROI. Option E provides only a static view of total ROI.


질문 # 54
A healthcare provider needs to create a dashboard displaying patient data for research purposes. They have Row Access Policies in place to restrict data access based on the researcher's assigned study group. They also have Dynamic Data Masking applied to Personally Identifiable Information (PII) columns like 'PATIENT NAME' and 'PATIENT ADDRESS'. The research dashboard needs to display aggregated, de-identified data for all study groups, but also needs to provide a drill-down capability where authorized researchers can view the PII for patients within their assigned study group. Which combination of Snowflake features is most suitable to implement this complex data access and presentation requirement? (Choose two)

정답:A,C

설명:
Options A and C are the correct combination. A secure view is essential for creating the aggregated, de-identified data for the primary dashboard display. The secure view ensures that the Row Access Policies and Dynamic Data Masking rules are automatically enforced, even when the data is aggregated. A separate 'drill-down' view, protected by the Row Access Policy, allows authorized researchers to access the PII for their assigned study group when needed. Option B is incorrect because it bypasses security measures. Option D is incorrect as APPLY MASKING POLICY doesn't grant access to masked data. Option E is also incorrect as it creates a backdoor and it's prone to errors if roles are incorrectly assigned.


질문 # 55
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