Step-by-Step Guide to Writing ETL Test Cases
Step-by-Step Guide to Writing ETL Test Cases
1. Understand the ETL Process and Requirements
Review ETL specifications, mappings, and business logic.
Understand source systems, data flow, transformation rules, and target systems.
Clarify any ambiguities with stakeholders or developers.
2. Identify Test Scenarios
ETL test cases are usually categorized into:
Data Extraction Testing
Data Transformation Testing
Data Loading Testing
Data Quality Testing
Performance Testing
For each, list scenarios such as:
Source to staging extraction
Transformation rules verification
Target data accuracy and completeness
Handling null values, duplicates, and error logs
Incremental load validation
3. Define Test Case Template
Common fields to include:
Field Description
Test Case ID Unique identifier
Test Scenario The scenario to test
Pre-Conditions Data/environment setup
Test Steps Step-by-step instructions
Test Data Sample data used
Expected Result What is expected after execution
Actual Result Actual outcome after execution
Status Pass/Fail
Comments/Notes Additional observations
4. Write Test Cases for Data Extraction
Verify the full extraction of data from source systems.
Confirm data format, field types, and volume match the source.
Test for missing or incomplete data extraction.
Example:
Test Case ID Scenario Pre-Condition Test Steps Test Data Expected Result
TC_ETL_001 Verify data extraction from DB1 Data present in DB1 1. Run extraction process 2. Query extracted data Source table rows Extracted rows count = source rows count
5. Write Test Cases for Data Transformation
Validate all transformation rules (calculations, concatenations, filters).
Check data type conversions and format changes.
Verify business logic application.
Example:
Test Case ID Scenario Pre-Condition Test Steps Test Data Expected Result
TC_ETL_002 Validate currency conversion Source currency = USD 1. Run transformation 2. Check target currency $100 USD in source data Target currency converted correctly to EUR at rate
6. Write Test Cases for Data Loading
Confirm that transformed data is loaded into the target system accurately.
Test for data completeness and correctness.
Check for duplicate or missing records.
Example:
Test Case ID Scenario Pre-Condition Test Steps Test Data Expected Result
TC_ETL_003 Verify data loading in target DB Data transformed correctly 1. Load data 2. Query target DB Transformed data Number of rows in target = Number of transformed rows
7. Write Test Cases for Data Quality
Validate null, default values, and data integrity.
Verify duplicate data handling.
Check for data consistency between source and target.
Example:
Test Case ID Scenario Pre-Condition Test Steps Test Data Expected Result
TC_ETL_004 Check for duplicates Data with duplicates 1. Run ETL 2. Query for duplicates Duplicate records No duplicates found in target table
8. Write Test Cases for Performance and Incremental Loads
Verify ETL job runtime within expected time.
Test incremental or delta loads for new or updated data only.
Check resource usage and scalability.
Example:
Test Case ID Scenario Pre-Condition Test Steps Test Data Expected Result
TC_ETL_005 Validate incremental load Initial full load done 1. Load incremental data 2. Verify only new records loaded Incremental dataset Only new or updated rows present in target
9. Review and Validate Test Cases
Peer review for completeness and accuracy.
Align test cases with business rules.
Update based on feedback.
10. Execute and Document Test Cases
Execute test cases in the test environment.
Document actual results and compare with expected results.
Log defects if any discrepancies are found.
Bonus Tips:
Automate repetitive ETL tests using scripts or ETL testing tools.
Maintain traceability between requirements, test cases, and defects.
Keep test data representative of real-world scenarios.
Learn ETL Testing Training in Hyderabad
Read More
Why ETL Testing is Crucial in Data Warehousing
How to Get Started with ETL Testing: Tools, Skills, and Roadmap
Visit Our IHUB Talent Training Institute in Hyderabad
Comments
Post a Comment