View Full Databricks Certified Data Analyst Associate Exam Dumps and Practice Test Dumps.   Question 301 Which function is used to calculate the absolute value of a numeric expression in Databricks SQL? ABS() ABSOLUTE() MAG() MOD() Correct Answer: 1 Explanation The ABS() function calculates and returns the absolute (non-negative) value of a specified numeric number […]

View Full Databricks Certified Data Analyst Associate Exam Dumps and Practice Test Dumps.   Question 281 Which Databricks feature is specifically designed to enforce declarative data quality checks and validation rules inside streaming ETL pipelines? Unity Catalog Row Filters Delta Live Tables Expectations Automated Databricks SQL Alerts Delta Lake Vacuum Thresholds Correct Answer: 2 Explanation […]

View Full Databricks Certified Data Analyst Associate Exam Dumps and Practice Test Dumps.   Question 261 Which function extracts the month component from a date or timestamp expression in Databricks SQL? EXTRACT_MONTH() MONTH() GET_MONTH() DATE_MONTH() Correct Answer: 2 Explanation The MONTH() function evaluates a date or timestamp expression and extracts the integer month component (returning […]

View Full Databricks Certified Data Analyst Associate Exam Dumps and Practice Test Dumps.   Question 241 Which function is used to convert a string representing a timestamp into a standard date value in Databricks SQL? TO_DATE() CAST_DATE() STRING_TO_DATE() PARSE_DATE() Correct Answer: 1 Explanation The TO_DATE() function converts a text string or timestamp expression into a […]

View Full Databricks Certified Data Analyst Associate Exam Dumps and Practice Test Dumps.   Question 221 Which function is used to calculate the absolute value of a numeric expression in Databricks SQL? ABS() ABSOLUTE() MAG() MOD() Correct Answer: 1 Explanation The ABS() function calculates and returns the absolute (non-negative) value of a specified numeric number […]

View Full Databricks Certified Data Analyst Associate Exam Dumps and Practice Test Dumps.   Question 201 What is the primary operational benefit of using Delta Lake time travel in Databricks? It automatically increases the memory allocation on active compute driver nodes It allows analysts to query, audit, or roll back to older table versions using […]

View Full Databricks Certified Data Analyst Associate Exam Dumps and Practice Test Dumps.   Question 181 Which command is used to optimize file layouts by bin-packing small files in Delta Lake? VACUUM ANALYZE OPTIMIZE REFRESH Correct Answer: 3 Explanation The OPTIMIZE command in Delta Lake is specifically designed to address the small file problem caused […]

View Full Databricks Certified Data Analyst Associate Exam Dumps and Practice Test Dumps.   Question 161 Which Databricks feature is specifically designed to enforce declarative data quality checks and validation rules inside streaming ETL pipelines? Unity Catalog Row Filters Delta Live Tables Expectations Automated Databricks SQL Alerts Delta Lake Vacuum Thresholds Correct Answer: 2 Explanation […]

View Full Databricks Certified Data Analyst Associate Exam Dumps and Practice Test Dumps.   Question 141 What is the default file format for Delta Lake tables? CSV JSON Parquet ORC Correct Answer: 3 Explanation Delta Lake tables store data underlyingly as standard Apache Parquet files alongside an immutable transaction log (_delta_log). Parquet is an open-source, […]

View Full Databricks Certified Data Analyst Associate Exam Dumps and Practice Test Dumps.   Question 121 Which Databricks feature simplifies incremental cloud file ingestion into Delta tables? Delta Live Tables Auto Loader (cloudFiles) Photon Engine Unity Catalog Correct Answer: 2 Explanation Auto Loader, referenced in code as cloudFiles, is a specialized structured streaming source designed […]

View Full Databricks Certified Data Analyst Associate Exam Dumps and Practice Test Dumps.   Question 101 Which command is used to optimize file layouts by bin-packing small files in Delta Lake? VACUUM OPTIMIZE ANALYZE REFRESH Correct Answer: 2 Explanation The OPTIMIZE command in Delta Lake is specifically designed to address the small file problem caused […]

View Full Databricks Certified Data Analyst Associate Exam Dumps and Practice Test Dumps.   Question 81 What is the primary benefit of using views in Databricks SQL? To store pre-computed physical copies of data on disk To save complex query logic as a virtual table for reuse and simplified reporting To replace Delta Lake transaction […]

View Full Databricks Certified Data Analyst Associate Exam Dumps and Practice Test Dumps.   Question 61 What is the purpose of the MERGE INTO statement in Databricks? To combine two tables into a single CSV file To perform upsert operations (insert, update, or delete rows conditionally) in a single atomic transaction To delete all duplicate […]

View Full Databricks Certified Data Analyst Associate Exam Dumps and Practice Test Dumps.   Question 41 Which SQL set operator returns only the distinct rows that are common to the result sets of both the left and right queries? UNION INTERSECT EXCEPT UNION ALL Correct Answer: 2 Explanation The INTERSECT set operator compares the result […]

View Full Databricks Certified Data Analyst Associate Exam Dumps and Practice Test Dumps.   Question 21 Which of the following functions should a data analyst use to count only the unique occurrences of a customer ID column within a dataset, ignoring duplicate rows? count(customer_id) count(DISTINCT customer_id) sum(customer_id) collect_set(customer_id) Correct Answer: 2 Explanation When analyzing datasets […]