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TH Technology
Analytic Views
for Mortals:
Worth A Look?
When and Where
Karen Cannell
kcannell@thtechnology.com
TH Technology
TH Technology
About Me …
• TH Technology – Oracle Consulting Services, APEX Focus
• Mechanical/SW Engineer - Analyzed, designed,
developed, converted, upgraded, enhanced legacy &
database applications for 30+ years
• Leveraging Oracle 10g,11g,12c,18 suite of tools
• Building Web/APEX applications for government, medical,
engineering industries since HTMLDB beginnings
• ODTUG Director, Editor Emeritus, Technical Journal
• Oracle Ace
• APress Author
TH Technology
TH Technology
About You …
• Oracle Technology ?
• OLAP Users?
• APEX Users ?
• Why Are You Here?
Analytics …
TH Technology
Agenda ~ Analytic Views
• What
• How to Build
• How to Query
• When ~Where to Use
• Wrap-up
• Questions ~ Discussion
TH Technology
Analytic
Views:
to BuildWhat ?
TH Technology
Slide per Bud Endress, Oct 2017
TH Technology
Analytic Views
• Oracle 12.2
• No Cost Feature
Like a View
• Metadata (Do Not Store Data)
• Query via SQL
• Access Data from Other Objects
• Join Multiple Tables
TH Technology
Analytical Views
Better than a View:
• Organize Data into Dimensions, Hierarchies
• Automatically Aggregate
• Embed Calculations, Measures
• Include Presentation Metadata
Better Than a Materialized View
• No Data Storage
TH Technology
Analytic Views
• Simplify SQL for Analytic Queries
• No Joins, No GROUP BYs
• Define Calculations w/in Analytic View
• Aggregates ~ Calculations ~ Forecasts
• Query Calculations from the Analytic View
Make Dimensional, Hierarchical Analyses
More Accessible
➔➔➔ Simpler, Faster Development
TH Technology
Image per Bud Endress, Oct 2017
Your Tables,
Usually Star Schema,
Maybe w MViews
Your Applications:
DW, BI, Data
Visualization, APEX, …
Define Analytic View(s)
SQL Against Analytic View
TH Technology
Analytic
Views:
to BuildHow to
Build
Attr Dimensions
Hierarchies
Analytic Views
TH Technology
System Privileges
• CREATE ANALYTIC VIEW
• CREATE ANY ANALYTIC VIEW
• ALTER ANY ANALYTIC VIEW
• DROP ANY ANALYTIC VIEW
• CREATE ATTRIBUTE DIMENSION
• CREATE ANY ATTRIBUTE DIMENSION
• ALTER ANY ATTRIBUTE DIMENSION
• DROP ANY ATTRIBUTE DIMENSION
• CREATE HIERARCHY
• CREATE ANY HIERARCHY
• ALTER ANY HIERARCHY
• DROP ANY HIERARCHY
TH Technology
Object Privileges
• SELECT - Query
• READ - Query
• ALTER - Rename
Ex:
GRANT ALL ON AV_USER.SALES_AV TO AV_USER2;
GRANT ALTER ON AV_USER.SALES_AV TO AV_USER3;
TH Technology
Analytic View Objects
• ATTRIBUTE DIMENSION
• Specifies Data Source, Attributes, Levels
• HIERARCHY
• Organizes Dimensions Hierarchically
• ANALYTIC VIEW
• Aggregations, Calculations, Joins of Fact
Data Specified by Attr. Dims, Hierarchies
and Measures
TH Technology
Attribute Dimensions
• Specify Data Source, Attributes,
Levels
• Ex: Sales History TIME Table
• Base Calendar Year query
• Base Fiscal Year query
• These will be combined into one
Attribute Dimension
TH Technology
TH Technology
TH Technology
Sample Time Attr Dimension
TH Technology
Time Attributes,
Calendar
and
Fiscal
TH Technology
Levels:
day
Calendar month,
Calendar quarter,
Calendar year, …
TH Technology
footer
TH Technology
Attribute Dimensions
• Attributes
• Levels
TH Technology
Now Add CLASSIFICATION
TH Technology
CLASSIFICATIONS
• Metadata
• Dimensions – Hierarchies – AVs –
Members – Attributes - Measures
• Caption
• Description
• Format_string for a MEASURE
TH Technology
Hierarchies
• Reference an Attribute
Dimension
• Organize Dimension Values into
Hierarchies
TH Technology
Sales History Hierarchies
• Time
• Products
• Customers
• Channels
• Promotions
TH Technology
Hierarchies – Extra Columns
TH Technology
TH Technology
Analytic Views
• Layer on Top of Star Schema
using Attr Dims and Hierarchies
• Fact Data Included in AV
• Calculations Built Into the AV
• Metadata Built Into the AV
TH Technology
Analytic View DDL Format
CREATE OR REPLACE ANALYTIC VIEW <name>
<classification caption and description>
USING <fact table>
DIMENSION BY (<list of dimension hierarchy refs>)
MEASURES ( <list of measures> )
DEFAULT MEASURE … ;
TH Technology
TH Technology
Analytic View – Parts Recap
• USING – Fact Table – Where to Start
• DIMENSION BY – What Dimensions and
Hierarchies Queries on the AV Will Use
• MEASURES – Facts and Calculations: Sum, AVG,
LEAD, LAG, Combinations – What Calculations
Are Needed
• CLASSIFICATION – Metadata / Documentation
• Usually On AV and Measures
TH Technology
MEASURES
• Analytic Functions
• Time
• Quantitative
• SHARE_OF
• Nesting
TH Technology
Analytic Functions - Time
• LAG
• LAG_DIFF
• LAG_DIFF_PERCENT
• LEAD
• LEAD_DIFF
• LEAD_DIFF_PERCENT
• QUALIFY
TH Technology
Analytic Functions - Quantitative
• APPROX_COUNT_DISTINCT
• AVG
• COUNT
• MAX
• MIN
• STATS_MODE
• STDDEV
• SUM
• VARIANCE
TH Technology
MEASURES – Time Series
LAG 1 … ACROSS ANCESTOR AT LEVEL YEAR
Previous Year
AVG(sales) … BETWEEN 11 PRECEDING AND CURRENT
MEMBER
Rolling 12 Month Period
See LiveSQL.oracle.com
Creating Time Series Calculations in Analytic
Views
TH Technology
SHARE_OF
Ratio of Measure/Value to …
• PARENT
• LEVEL
• Within Level Specified
• MEMBER ALL
• Specific Value (MEMBER) across ALL
TH Technology
MEASURES Examples
TH Technology
AVs w Materialized Views
• MViews Can Help the AVs
• Must Incl Key Facts, Aggregates
• Query Rewrite Enabled
• CACHE Clause in the AV
Plan Will Use the MView
https://livesql.oracle.com/apex/f?p=590:1:16850806459549:CLEAR::1:TUTORI
AL_ID,P1_SHOW_LEARN_SIDEBAR:920462536135351482715713159129964
52182,Y
TH Technology
CACHE example
• CACHE Clause References
• Facts via MEASURE GROUP
• LEVELS that Match MV GROUP BYs
TH Technology
MView
• Aggregates
• GROUP BYs
To Match AV
Facts, Dims
TH Technology
AVs w In Memory
• Base Tables In-Memory ➔
Greater Performance Gain
TH Technology
Validating Analytic Views
• DBMS_HIERARCHY
• VALIDATE_HIERARCHY
• VALIDATE_ANALYTIC_VIEW
• VALIDATE_CHECK_SUCCESS
• CREATE_VALIDATE_LOG_TABLE
https://docs.oracle.com/en/database/oracle/oracle-
database/12.2/dwhsg/overview-analytic-views.html#GUID-
73BE6787-3590-46FB-86F0-D402C244A687
TH Technology
How it Works
• Analytic
View
Parser
TH Technology
Analytic
Views:
to Build
How to
Query
TH Technology
Queries Against Analytic Views
• Simple SQL
• Use Fact and Calculated Measures
• Combine Fact and Calculated
Measures
• Can Nest Measures
• Drills
TH Technology
Query Analytic View - Simple
Member
name
Level
name or
filter
Hierarchy
order
Fact, measure
TH Technology
Result
TH Technology
Query AV + Calculated Measure
Measures
Changed Order to
better fit output
TH Technology
Result
TH Technology
Query AV – Filter for Specifics
Specific Member
Name in Filter
TH Technology
Result
TH Technology
Drill – Change LEVEL in WHERE
• Change LEVEL in WHERE
TH Technology
Results
TH Technology
Drill – Change LEVEL in WHERE
TH Technology
Results
TH Technology
Example Queries / Results
TH Technology
Example Queries / Results
TH Technology
SQL Developer Quick-Start
• SQL Dev 18.1
• Oracle 12.2
Amazing!
TH Technology
Application Containers
“…an application-specific CDB w/in a CDB.”
• Can Grant Analytic View Access to
Application Container
TH Technology
Analytic
Views:
to Build
Why ~
When ~
Where
TH Technology
Use Analytic Views For …
• Data Warehousing
• Extend Star Schema, Dimension
• BI Reporting Systems
• Data Visualization
• Data Analysts
• “BI Lite”
Any Dimensional, Hierarchical Queries
Easier, Faster
TH Technology
Transitioning Your Data
• KNOW YOUR DATA
• PLAN
• Star Schema, Constraints
• Dimensions
• Hierarchies
• Let SQL Developer Help
• Test, Timing, Test, Test
TH Technology
Analytic
Views:
Wrapup
to Build
Questions
Discussion
TH Technology
Analytic Views
• Simpler SQL for Analytic Queries
• Best Performance Gain over Star
Schema, In Memory
• SQL Dev QuickStart
• Faster Route to DW, Data Viz, BI,
“BI-Lite” Implementations
TH Technology
TH Technology
Comments?
Questions?
Thank You
Evaluations Please!
Karen Cannell
kcannell@thtechnology.com
TH Technology
Resources
• Analytic Views LiveSQL Demos
https://livesql.oracle.com/apex/livesql/file/tutorial_EDVE861IID1QUD1NIUPU5ALEW.html
• Analytic Views in SH Sample Schema
https://livesql.oracle.com/apex/livesql/file/tutorial_EDVE861IJ168OTUP6ZZ
01MX84.html
• Analytic View Support in SQL Developer
https://www.thatjeffsmith.com/archive/2017/03/oracle-database-12c-release-2-
analytic-views-sql-developer/
• Using Analytic Views
http://www.oracle.com/webfolder/technetwork/tutorials/obe/db/12c/r2/Analyti
cViews/UsingAVs.html#overview
• Analytic View Expressions
https://docs.oracle.com/en/database/oracle/oracle-database/18/sqlrf/analytic-
view-measure-expressions.html#GUID-F8C7ED67-A4EC-479C-975F-
12F1F4B8CBA0
TH Technology
TH Technology
Analytic Views
• “Hierarchical / Dimensional
Model Over the Dimension and
Fact Tables of a Star Schema …”
• Best Performance
• Star Schema, In Memory
• W MViews, MViews In Memory

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