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Automating the testing of BI Solutions wih NBi
Cédric L. Charlier @Seddryck
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Open-sources contributions
Skills & Interests Cédric L. Charlier @Seddryck In a nutshell Database architecture Data modeling Business intelligence Data warehousing ETL Olap/Tabular No SQL Big data Data analysis Machine learning seddryck.wordpress.com Data & BI architect Agile data warehouse Quality-oriented Automation fanboy Open-sources contributions Testing framework for BI Other projects on github Deployment SSRS - RsPackage Starting SSIS from .Net - Cassis Toolset for special cases of modeling: ERMine et Tibre And much more Recognitions International speaker Microsoft MVP Data Platform award Experience 15 years avec SQL Server Former consultant, working internally for Elia
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Agenda Why automating is a must? Tests with queries (Sql/Mdx/Dax)
Tests with ETL packages (SSIS) Testing models (SSAS and DB engine) Automating the creation of test-suites
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What’s automated testing?
A piece of software written to reproduce steps/actions defined in a manual process
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Benefits of automation
Speed up testing to accelerate releases Allow testing to happen more frequently Improve test coverage Ensure consistency
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Tests automation doesn’t apply to Business Intelligence
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More than 33% of BI projects fail to deliver
Member of the Asscoiated Press . Aenean commodo ligula eget dolor. Aenean. Aenean commodo ligula eget dolor. Aenhswse. Cejhciebce fcdcdcd. ILLUSTRATED WEEKLY NEWSPAPER Est. 1869 Wednesday, November 24, 2012 Price 6d More than 33% of BI projects fail to deliver Lack of agility. Aenean commodo ligula eget dolor. Aenean massa. Cum sociis natoque penatibus et magnis dis Aenean commodo ligula eget dolor. Aenean massa. Cum sociis natoqueCum sociis natoqueCum sociis natoque Low quality of deliverables Aenean commodo ligula eget dolor. Aenean massa. Cum sociis natoque penatibus et magnis dis parturientAenean commodo ligula eget dolor. Aenean massa. Cum sociis natoqueCum sociis natoque penatibus et magnis dis parturient montes, nascetur ridiculus mus. Donec quam felis, ultricies nec, Simply Too late. Cum sociis natoque penatibus et magnis dis parturient montes, nascetur ridiculus mus. Donec quam felis, ultricies nec, Cum sociis natoque penatibus et magnis dis parturient montes, nascetur ridiculus mus. Donec quam felis, ultricies nec,
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We haven’t time to create these tests
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Time to execute a test-suite
Exponential slope Why? New objects Old objects
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Time to write a test-suite
Initial gap
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No existing framework for automating tests dedicated to BI
… I’m not proficient enough in C#
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This framework exists: NBi
No C#, just xml syntax This framework exists: NBi Open-source
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Agenda Why automating is a must? Tests with queries (Sql/Mdx/Dax)
Tests with ETL packages (SSIS) Testing models (SSAS and DB engine) Automate the creation of test-suites
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Compare queries … result-sets
System-under-test Assert Cube and data warehouse MDX SQL … or any brilliant idea Previous release Two different releases of a same data warehouse Tabular model versus Xmlfile DAX Tabular model versus Csv file DAX
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Demo: compare queries’ result
Compare cube/operational database 101 Compare cube/flat files Defaults and References Tolerance Intervals
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Other testing goals for queries
Performance of a query Executed in less than x seconds Cache management Syntax of a query Extract queries from reports and assemblies
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Query’s result and format
Result’s format Example: all the cells have effectively 2 digits after the decimal separator and this separator is a comma.
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Assert row count Assert how many rows are returned in the result-set.
Equal, more-than, less-than
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Agenda Why automating is a must? Tests with queries (Sql/Mdx/Dax)
Tests with ETL packages (SSIS) Testing models (SSAS and DB engine) Automate the creation of test-suites
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Demo SSIS Assert the execution status of an ETL
Alternatively test performances
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Unique index violation
Inside this ETL insert Unique index violation Dimension Calendar Dimension Geography Dimension Scientist
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Setup and Cleanup Setup: Cleanup:
Define the state of your testing environment before executing a test Cleanup: Remove consequences of your tests on the testing environment
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Tasks and behaviors Available tasks
Truncate/Load tables with csv files Run sql batch, exe or batches Run Etl packages Move or delete files Start/Stop Windows services Run-once: execute only once this set of tasks Parallel: run a set of tasks in parallel
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Demo Setup Setup to register a clean state before test’s execution
Assert database’s state after the execution of an ETL
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Limitations ETLs must be stored
SSIS Catalog File share SQL Server Tests must be executed on the server running the ETL No remote testing Supports SQL Server 2008R2, 2012 and 2014
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Agenda Why automating is a must? Tests with queries (Sql/Mdx/Dax)
Tests with ETL packages (SSIS) Testing models (SSAS and DB engine) Automate the creation of test-suites
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Testing dimension’s members
“Italy” is a member of dimension “Country” “Italy” is not a member of the set “Nordic countries” Dimension “Country” has more than 190 members. All members of dimension “Country” have at least 4 characters Members of hierarchy “Month” are ordered chronologically (and not alphabetically) Members are equivalent to members of this other instance …
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Example: members’ pattern
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Testing structure (SSAS)
Assert that a dimension, hierarchy, measure, set, … is visible for end-user in a given perspective. Assert the existence of a relation between a measure-group and a dimension.
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Testing structure (DB engine)
Assert existence of a schema, Table Column Routine (stored procedure or function) Assert the type of a column Full type: decimal(10,3) Light type: decimal
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Agenda Why automating is a must? Tests with queries (Sql/Mdx/Dax)
Tests with ETL packages (SSIS) Testing models (SSAS and DB engine) Automate the creation of test-suites
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Some tests are really repetitive
It should be possible to automate the creation
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It exists! Take a look at Genbi
A set of test-cases It exists! Take a look at Genbi A template for the tests
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Variables to be substituted (surrounded by $)
First steps with Genbi File loaded from Genbi Variables to be substituted (surrounded by $)
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Demo: Genbi Load test-cases Select a template Generate the test-suite
From a flat file Select a template Generate the test-suite Grouping option
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I’m scripting macros to automate the actions performed by genbi …
With genbiL!
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Sample for genbiL Subject Action Parameters
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Demo for genbiL Command line
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Conclusions Benefits of automated tests NBi Save Time (Time-on-market)
Better Quality (end-result) More confidence NBi Supports large range of different tests No need of compiler (neither C#) Good feedback when some tests are failing Open-Source Automate the creation of your test-suites (genbi / genbiL)
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Read further http://www.nbi.io/ Download releases Read documentation
Report bugs Suggest new features
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