Azure BI Live Online Training

This impeccable Azure BI Training course is carefully designed for aspiring BI Developers, Consultants and Azure Professionals. This Azure BI Online Training includes basic to advanced Azure Data Factory (ADF), Azure Storage, Azure Data Lake (ADL) and Azure Analysis Services (AAS) concepts with Real-time Project on End to End Implementation. This Azure BI Online Training course also includes Azure Migrations, Azure DataWarehouse (ADW) [Azure Synapse], Azure Data Bricks for Big Data Analytics, helpful for your next Job as well as to reshape your resume.

Complete practical and realtime Azure BI Training course with 24x7 LIVE server, Resume Guidance, ONE Real-time Project with Interview & Placement Assistance.

Azure BI Training Plans

Modules	Inclusion	PLAN A	PLAN B
Module 1	SQL & T-SQL: Database Basics, SQL Queries, DB Design	❌	✔
Module 1	SQL & T-SQL: Joins, Group By, DB Objects, Normal Forms, Excel ODC	❌	✔
Module 2	MSBI - SSIS : SQL Server Integration Services For ETL, DWH Design	✔	✔
	MSBI - SSAS : SQL Server Analysis Services For OLAP with MDX, DAX	✔	✔
	MSBI - SSRS : SQL Server Reporting Services For Reports	✔	✔
Module 3	Power BI : Visualizations, Report Design, Modelling, Formatting	✔	✔
	Power BI: Power Query & DAX for Static / Dynamic Data Modelling	✔	✔
	Power BI: Cloud (Service),Power BI Report Server, Dashboards, Apps	✔	✔
Module 4	Azure Data Engineer - Azure Data Factory (ADF), Synapse Analytics	✔	✔
	Azure Data Engineer - Azure Blob Storage, Azure Cosmos, NoSQL	✔	✔
	Azure Data Engineer - Azure Databricks, Data Lake Storage, Analytics	✔	✔
Module 5	Azure SSIS, Azure Analysis Services, Power BI Embedded, Event Hub	✔	✔
Total Duration		18 Weeks	20 Weeks
Course Fee		Rs 59000 USD 798	Rs 63000 USD 852

S. No	Timings (IST)	Start Date
SQL Server & T-SQL Training Schedules
1	6 AM - 7 AM	Oct 5th	Register
2	8 AM - 9 AM	Sep 29th	Register
3	10 AM - 11 AM	Sep 21st	Register
4	6 PM - 7 PM	Oct 12th	Register
5	8 PM - 9 PM	Oct 19th	Register
6	9 PM - 10 PM	Nov 5th	Register
MSBI Training Schedules
1	7 AM - 8 AM	Sep 23rd	Register
2	5 PM - 6 PM	Started	Register
Power BI Training Schedules
1	8 AM - 9 AM	Oct 27th	Register
2	6 PM - 7 PM	Oct 19th	Register
2	9 PM - 10 PM	Sep 28th	Register
Azure Data Engineer Training Schedules
1	9 AM - 10 AM	Sep 29th	Register
2	7 PM - 8 PM	Sep 21st	Register
3	8 AM - 10 AM (W)	Sep 20th	Register
4	6 PM - 8 PM (W)	Oct 3rd	Register

If schedule does not work, opt for Azure BI Training Videos

Azure BI Training Course Contents:

Curriculum

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Module 1: SQL Server & T-SQL Basics Training Content

Ch 1: SQL SERVER INTRODUCTION

Data, Databases and RDBMS Software
Database Types : OLTP, DWH, OLAP
Microsoft SQL Server Advantages, Use
Versions and Editions of SQL Server
SQL : Purpose, Real-time Usage Options
SQL Versus Microsoft T-SQL [MSSQL]
Microsoft SQL Server - Career Options

SQL Server Components and Usage
Database Engine Component and OLTP
BI Components, Data Science Components
ETL, MSBI and Power BI Components
Course Plan, Concepts, Resume, Project
24 x 7 Online Lab for Remote DB Access
Software Installation Pre-Requisites

Ch 5: SQL Basics - 3, T-SQL INTRO

Database Objects : Tables and Schemas
Schemas : Group Tables in Database
Schemas : Security Management Object
Creating Schemas & Batch Concept
Using Schemas for Table Creation
Data Storage in Tables with Schemas
Data Retreival and Usage with Schemas
Table Migrations across Schemas

Import and Export Wizard in SSMS
Data Imports with Excel File Data
Performing Bulk Operations in SSMS
Temporary Tables : Real-time Use
Local and Global Temporary Tables
# and ## Prefix, Scope of Usage

Ch 9: JOINS, T-SQL QUERIES Level 3

GetDate, Year, Month, Day Functions
Date & Time Styles, Data Formatting
DateAdd and DateDiff Functions
Cast and, Convert Functions in Queries
String Functions: SubString, Relicate
Len, Upper, Lower, Left and Right
LTrim, RTrim, CharIndex Functions

MERGE Statement - Comparing Tables
WHEN MATCHED and NOT MATCHED
Incremental Load with MERGE Statement
IIF() Function for Value Compares
CASE Statement : WHEN, ELSE, END
ROW_NUMBER() and RANK() Queries
Dense Rank and Partition By Queries

Ch 2: SQL SERVER INSTALLATIONS

System Configuration Checker Tool
Versions and Editions of SQL Server
SQL Server and SSMS Installation Plan
SQL Server Pre-requisites : S/W, H/W
SQL Server 2016 / 2017 Installation
SQL Server 2019 Installation
Instance Name and Server Features
Instances : Types and Properties

Default Instance, Named Instances
Port Numbers, Instance Differences
Service and Service Account Use
Authentication Modes and Logins
Windows Logins and SQL Logins
FileStream and Collation Properties

Ch 6 : CONSTRAINTS,INDEXES Basics

Constraints and Keys - Data Integrity
NULL, NOT NULL Property on Tables
UNIQUE KEY Constraints: Importance
PRIMARY KEY Constraint: Importance
FOREIGN KEY Constraint: Importance
REFERENCES, CHECK and DEFAULT
Candidate Keys and Identity Property

Database Diagrams and ER Models
Relationships Verification and Links
Indexes : Basic Types and Creation
Index Sorting and Search Advantages
Clustered and NonClustered Indexes
Primary Key and Unique Key Indexes
Need for Indexes - working with Keys

Ch 10: VIEW, SPs, Function Basics

Views : Types, Usage in Real-time
System Predefined Views and Audits
Listing Databases, Tables, Schemas
Functions : Types, Usage in Real-time
Scalar, Inline and Multi-Line Functions
System Predefined Functions, Audits
DBId, DBName, ObjectID, ObjectName
Variables & Parameters in SQL Server

Procedures : Types, Usage in Real-time
User & System Predefined Procedures
Parameters and Dynamic SQL Queries
Sp_help, Sp_helpdb and sp_helptext
sp_pkeys, sp_rename and sp_help
Important System Objects and Metadata

Ch 3: SSMS Tool, SQL BASICS - 1

SQL Server Management Studio
Local and Remote Connections
System Databases: Master and Model
MSDB, TempDB, Resource Databases
Creating Databases : Files [MDF, LDF]
Creating Tables in User Interface
Data Insertion & Storage. Limitations

SQL : Purpose and Real-time Usage
SQL Versus T-SQL : Basic Differences
DDL, DML, SELECT, DCL and TCL
Creating Tables using SQL Scripts
Data Storage, Inserts - Basic Level
Table Data Verifications with Select
SELECT Statement for Table Retrieval

Ch 7: JOINS, T-SQL Queries : Level 1

JOINS - Table Comparisons Queries
INNER JOINS For Matching Data
OUTER JOINS For (non) Match Data
Left Outer Joins with Example Queries
Right Outer Joins with Example Queries
FULL Outer Joins - Realtime Scenarios
Join Queries with "ON" Conditions

Join Unrelated Tables in SQL Server
NULL, IS NULL Operators in Joins
CROSS JOIN and CROSS APPLY
CROSS JOIN Versus CROSS APPLY
One-way & Two Way Data Comparisons
Important Join Queries in T-SQL
Join Options: Merge, Loop, Hash

Ch 11: Triggers & Transactions

Triggers - Purpose, Real-world Usage
FOR/AFTER Triggers - Real time Use
INSTEAD OF Triggers - Real time Use
INSERTED, DELETED Memory Tables
Using Triggers for Data Replication
Enable Triggers and Disable Triggers
Database Level, Server Level Triggers

Transactions : Types, ACID Properties
Transaction Types and AutoCommit
EXPLICIT & IMPLICIT Transactions
COMMIT and ROLLBACK Statements
Open Transaction Scenarios & Cause
Query Blocking Scenarios @ Real-time
NOLOCK and READPAST Lock Hints

Ch 4: SQL BASICS - 2

Creating Databases & Tables in SSMS
Single Row Inserts, Multi Row Inserts
Rules for Data Insertion Statements
SELECT Statement @ Data Retrieval
SELECT with WHERE Conditions
Batch Concept and Go Statement
AND and OR Operators Usage
IN Operator and NOT IN Operator

Between, Not Between Operators
LIKE and NOT LIKE Operators
UPDATE Statement & Conditions
DELETE & TRUNCATE Statements
Logged and Non-Logged Operations
ADD, ALTER and DROP Columns
ALTER & DROP Table Statements

Ch 8: Group By, T-SQL Queries Level 2

GROUP BY Queries and Aggregations
Group By Queries with Having Clause
Group By Queries with Where Clause
Using WHERE and HAVING in T-SQL
Rollup : Usage and T-SQL Queries
Cube : Usage and T-SQL Queries
UNION and UNION ALL Operator
EXISTS Operator, Query Conditions

Sub Queries and Alternatives to Joins
Using Joins with Group By Queries
Using Joins with Nested Sub Queries
Sub Queries with Joins and Group By
Using UNION and UNION ALL in Queries
Nested Sub Queries with Group By, Joins
Comparing WHERE, HAVING Conditions

Ch 12 : ER MODELS, NORMAL FORMS

Normal Forms for Entity Relationships
First Normal Form and Atomocity
Second Normal Form, Candidate Keys
3rd Normal Form Multi Value Dependancy
Boycee-Codd Normal Form : BNCF
Fourth Normal Form Realtime Advantages
Self Joins & Self Reference Keys
1:1, 1:M, M:1, M:M Relationship Types

Joins with Group By Queries
Joins with Sub Queries, Formating
Office Data Connections, Excel Reports
Excel Pivot Reports and Reports
SQL Queries (Auto Generated) in BI Tools
FETCH OFFSET, NEXT ROWS, Order By
Data Refresh (Manual and Automated)

Real-time Case Study - 1 (Sales & Retail)
Objective : Database Design, Table Design and Relations.
Involves Purchases, Products, Customers and Time Data with Various Data Types.

Real-time Case Study - 2 (Sales & Retail)
Objective : Queries, Excel Integration
Pivot Tables, Pivot Charts, ODC Connections

Module 2: MSBI (SSIS, SSAS, SSRS) Training Content

SQL Server Integration Services (SSIS)	SQL Server Analysis Services (SSAS)	SQL Server Reporting Services (SSRS)
Ch 1: SSIS INTRO, INSTALLATION Integration Services (SSIS) & ETL / DWH SSIS for Data Loads, ETL, Warehouse SSDT : SQL Server Data Tools SSIS Development, LIVE (Deployment) Data Warehouse Design & ETL Process DWH and ETL Structures Implementation SSIS ETL for Data Reads, Data Cleansing Data Warehouse (DWH) Design Principles SSIS 2019, 2017 : SSIS DB Installations SSIS Database, Catalog Folders, Storage SSIS Catalog Database (SSIS DB) Creation SQL Server Data Tools - SSDT / Visual Studio SSDT Installation and Catalog Verification SSIS, ETL, DWH, Data Flow, Data Buffer SSIS Package Environment, SSDT Projects SSIS & ETL Training - Lab Plan, Resources	Ch 1: SSAS INTRO, CONFIGURATION Installation, Configuration of SSAS SSAS Component & - Operational Modes Multidimensional Mode : Properties, Usage Tabular Mode Purpose : Properties (ROLAP) PowerPivot Mode & Usage (Overview) Multidimensional Mode Instance Verification SSAS and SQL Browser Service Accounts SQL Server Data Tools / Visual Studio Developer Environment (SSDT) Interface SSAS Training Lab Plan, Resources OLAP Databases, Cubes For Analysis MDX: Multidimensional Expression Language DAX: Data Analysis Expression Language SSAS Architecture : XMLA and DMX SSAS Workflow and Sources in Real-world Data Source Configuration, DB Installations	Ch 1: SSRS INTRO, INSTALLATION Reporting Operations and Report Types Paginated Reports, Interactive Reports Analytical Reports & Mobile Reports Reporting Solutions (SSRS) and Tools Report Engine Architecture, Databases SSRS Report Server Installation Report Databases in SSRS and Usage Web Service URL : Connections, Usage Web Portal URL : Connections, Usage ReportServerDB, TempDB Configuration SQL Server Data Tools (SSDT) Report Builder, Mobile Report Publisher Report Design : Lab Plan, Data Sources 3-Phase Report Life Cycle (End-End) Report Builder Versus Report Designer Report Server, Web Service Integration
Ch 2: SSIS ETL PACKAGES: BASICS Control Flow Tasks Architecture, Purpose Data Flow Tasks Architecture, Purpose SSIS Packages @ Basic Data Flow, ETL SSIS Projects and Package Creation Data Pipelines in Data Flow Tasks SSIS Packages Execution Process Data Flow Objects, OLE DB Connections SSIS Package Creation - Control Flow DTSX Files for Package Execution SSIS Execution, Package Errors & Logs SSIS Transformation: Conditional Split Excel Connection and Memory Reference Source and Destination Assistants DAT File Imports and Annotations SSIS Project Configurations, Debugging SSIS 64 Bit, 32 Bit Configurations	Ch 2: CUBE DESIGN WITH SSAS, EXCEL Cube Design with SQL Server Data Tools OLAP Data Source, Data Source View Measure Groups, Measures, Members Identifying Dimensions and Attributes Cube Design : Cube Wizard, Dimensions Add Attributes. Deployment, Cube Access OLAP Cube Process. Online Deployment Cube Browsing using SSMS, SSDT Tools Excel Connections for SSAS Cubes OLAP Cube Access, Pivot Charts Excel Pivot Tables, Chart Report Design Piechart Reports & Attribute Filters Common Deployment Errors : Solutions OLAP Server Impersonation - Settings OLAP Deployment Warnings, Solutions End to End Implementation of SSAS	Ch 2: BASIC REPORT DESIGN Working with SQL Server Data Tools Report Templates and Project, Solution Basic Reports - Understanding Entities Report Project Wizard Usage, Reports Data Source Connections and Databases Query Designer, Query Builder, Imports Table, Matrix Reports with Report Wizard Layout, Format - Drilldown Reports, Blocks Stepped Reports, Multi Field Drilldowns Report Template - Datasets & Reports Table Headers & Formatting Expressions Alternate Row Colors, Global Expressions Formatting Styles, Expressions, Reusability Expressions: IIF,Format,Ceiling,Round Textbox Properties: Date Format, Numbers Report Sources, Static/Dynamic Properties
Ch 3: MERGE & FUZZY LOOKUP MERGE and UNION ALL Transformations SORT, NOSORT and Advanced Sort Synchronous, Asynchronous Tfns Row, Partial Blocking Transformations Fully Blocking Transformations - Buffers Avoiding Fully Blocking Transformation Bulk Load Operations, SSIS Data Imports IsSorted & SortKey Position Options SSIS Package Performance & Resources Data Conversion Expressions Fuzzy Lookup Transformation, References Nomatch Cleansing @ Conditional Split Index Creations, Lookup Transformation Data Conversion, Derived Columns Varchar, Nvarchar, Error Redirections Threshold Values, Search Delimiters _Similarity, _Confidence Columns	Ch 3: HIERARCHIES, MDX - LEVEL 1 Data Source Views Named Calculations Named Querie, Dimension Attributes Explore Data with Data Source View Dimension Types : Dimension, Entity Level Cube Dimension on Entity Relations Hierarchies in Multidimensional Cube Grouping Attributes in Dimensions Testing Hierarchies : SSMS Cube Browser Testing Hierarchies : SSDT Cube Browser Multidimensional Expression Language MDX Queries Syntax, MDX Expressions MDX Axis Models. Cube into Rows Advantages of MDX: Reports MDX Queries with Attributes, Members MDX Queries on Hierarchies, Keys Members, Children, All Members SELECT in MDX with CROSSJOIN	Ch 3: GROUPING, REPORT PARAMETERS Grouping : Row Groups, Column Groups Row Groups, Parent - Child Groups Adding Groups to Existing & New Rows Group Headers & Footers, Sub Totals Field Visibility, Toggle with Parent Row Group, Header/Footer Properties Column Groups for Table Report, Options Drill-down Report, Row Groups, Visibility Column Group Advance Mode. Fixed Values Repeating Column Headers on Every Page Creating Parameters, Dataset Conditions Single Value and Multi Value Parameters Dynamic Parameters, Dependency Queries SSRS Parameters with Dynamic Conditions Dataset Links to Parameters, List Values SSRS Expressions, Global Fields, Values Advanced Options : Auto / Manual Refresh
Ch 4: SSIS CHECKPOINT & PIVOT Execute SQL Task and OLE DB Queries Transaction Options For SSIS Executables Precedence - Success/Failure/Completion SSIS Package Rollbacks Execution Options Checkpoints Purpose with Data Flow Tasks Checkpoint Files and SSIS Logging Tasks Transactions with Checkpoint File in SSIS Checkpoint Option Advantages, Limitations FailPackageOnFailure, Checkpoint Property REQUIRED/SUPPORT/ NOTSUPPORTED Transaction Property, CHECKPOINT Files Legacy Data, Data Cleansing, Formatting Denormalization, Keys. Need for OLTP PIVOT Transformation, Connection Assistant Pivot Usage - Implementation. Key Values Lineage ID - Purpose. Data Mappings Lineage IDs for Column Mapping, Pivot Keys SSIS Input Columns and Mappings Data Viewer : Data Transfer Verification Data Type Conversions, Error Redirection	Ch 4: CALCULATIONS, MDX - LEVEL 2 MDX Queries with WHERE, Except, Range NonEmpty Function, Multi-Member Values Parent, Children with MDX Hierarchies ORDER Function in MDX, Binary Sorts TOPCOUNT / HEAD, BOTTOMCOUNT CURRENT MEMBER, EMPTY MEMBER Filter Expressions with AND / OR Filter with and LEFT / RIGHT Range MDX Query Batches - GO Statement Limitations @ WHERE, Tuple Inverse ADOMD Client : MDX Query Processing MDX Calculations - Creation and Scope Calculations with MDX : Measure Level Calculations with MDX : Attribute Level Time Calculations with MDX Scripts TIME DIMENSIONS - Purpose, Advantages Time Attributes - Calendar / Fiscal BI Enhancements : Advantage, Usage Scope Time Enhancement Attributes, Hierarchies MDX Functions: YoY, YTD, QTD, MTD,	Ch 4: CHARTS, DASHBOARDS, FITLERS Chart Reports - Design, Properties Series Values and Category Groups Report Categories with Series Groups Report Category Types and Differences Visualizations: Trend, Discrete Chart Clustered, Non Clustered Attributes Series Labels: Properties, Formatting Series Actions: Multi - Valued Parameters Report Actions: URL, Report Filters Dashboards : Creation and Real-time Use Multiple Chart Areas, Legends in Charts Dashboard Exports and Report Filters Static and Parameterized Report Filters Series, Markers Chart Areas, Limitations 3-Dimensional Report Properties, Visibility Range Charts, Data Bars, Area Charts Report Actions with Parameters, Joins Dataset and Toolbox Filters, Bookmarks Filters Vs Parameters - Difference Filter Conditions in Dataset, Toolbox
Ch 5: EVENTS, LOOPS, EXPRESSIONS SSIS Package Events, Validation, Execution PreExecution, Progress, Cleanup Events SSIS Events, Errors/Warnings/Information Configuring sysssislog System Tables Debugging : Data Viewers and Breakpoints ForEach Loop Container. File Connections Variables For Linking DFT, Control Flow Dynamic Connections with Variables Iterations, Fetch, Index Mapping SSIS Expressions for ETL and DWH FOR LOOP Expressions in SSIS Init/EvalExpression, AssignExpression SSIS Expressions, Functions, Values Data Insertions, Data Serializations Counter Values, Variables & Parameters SSIS for OS Level Operations, Loops Execute SQL Task : Return Values	Ch 5: PARTITIONS & AGGREGATIONS Partitions : Architecture, Tuning Storage, Slicing. Query Conditions Query and Table Binding in Partition Aggregations - Predefined Calculations Full, Default, None and Unrestricted Measure, Default Aggregations in OLAP Linking Aggregations and Partitions Additive & Semi-Additive Measures Storage Modes : Multidimensional Aggregation, Measure Group Storage Automatic, Scheduled, Medium Latency Low Latency and Custom Scheduling Proactive Caching, Silence Interval Cache Rebuild and Processing Perspectives - Purpose, Scenarios Dimension Usage for OLAP Relations Translations : Creation, Real-time Use	Ch 5: EXPRESSIONS, SHARED DATASETS Shared Data Sources, Shared DataSets Date-Time Expressions with RDL Files FORMAT Function in SSRS, Parameters Data Type Conversions, Int / String Types String Functions, Page Breaks in SSRS LOOKUP Function, Dataset Joins in SSRS Field Value Replacement with Datasets Using LIST Item from SSRS Toolbox Field Expressions and Field Properties #VALX, #VALY, #PERCENT, #SERIES #LABEL, #AXISLABEL, #LEGENDTEXT 3D Pie Charts, Funnel and Tree Map 3D Funnel, Sunburst, Shape Charts Doughnut, Pyramid, 3D Pyramid Reports Parameterized Gauge Reports - Filters Indicators : Value, State Expressions RDL Expressions, Custom Functions
Ch 6: SSIS with ETL, Warehouse (DWH) OLTP Database : Historical Data Loads Data Warehouse (DWH) Purpose, Usage Dimensions, Attributes, Members Types Dimension Tables, Fact Tables Design TYPE1 and TYPE2 ETL Implementation SCD Type1, Type 2 for DWH in Sales Inferred Members and Legacy Loads Initial Data Loads with Data Marts Business Keys & non Identity Columns Surrogate Keys, Alternate Business Keys Cascading OLTP / Stage to DWH Rows Fixed Attributes, Changing Attributes Historical Attributes. Inferred Updates ETL Date, Row Status Transformations Attribute Key Types in SCD, Limitations Historical Attributes and Data Delta SSIS Connection Assistants - Reuse SCD Transformations in Real-time	Ch 6: KPIs, OLAP CUBE DEPLOYMENTS Key Performance Indicators (KPI) Design MDX GOAL, VALUE, STATUS & TREND Variance Computations. Format Options KPI Organizer, MDX Expressions FORMAT_STRING and MDX Operators MEMBER, SOLVE_ORDER Expressions Parent KPIs with MDX Hierarchies KPI Browser and KPI Conditions Drill-Up and Drill-Down in Excel SSAS Deployment Build, Configuration SSAS Deployment Options and Settings Deployment Targets: Transaction Options Deployment Wizard : Impersonation Deployment Accounts, Password Security OLAP Cube Security Roles, Partitions Key Error Logs and Error Locations Scripting Deployment. XMLA Scripts Processing Options - Full, Default	Ch 6: REPORT BUILDER, GAUGES Report Builder Installation & Usage Differences with Report Designer Tool Data Source Creation with Report Builder Dataset Creation with Report Builder Dataset Design with Parameters, Filters Query Designer with Report Builder Toolbox Items Insertion and Properties Column Aggregates, Auto Group By Edits Adhoc Reports with Column Groups Dynamic Row Colors, Report Expression Gauge Reports: End User Access Report Types - Radial, Linear Gauges Indicators, Pointers, Scale Ranges Browser Compatibility, Offline Reports Gauge, Gauge Panel Properties, Filters Scale Properties, Values, Label Options Ranges & Labels, Items, Needle Options Parameterized Gauge Reports, Datasets
Ch 7: Checksum & DWH Design Checksum Transformation in ETL Loads Configuring Checksum: SSIS 2019, 2017 Transformation Logic, Parity Checks CRC Checksum For Type I, Type II ETL DWH DWH Dimension Tables With Checksum Lookup Transformation, Row Redirection OLE DB Command and Input Parameters Parameter Mapping, Dynamic Updates Cache Transformation CAW Memory Files Memory Connection Lookup with Cache Tuning Lookup: Caching, Index Options Pre-ETL Activities, DB Recovery Models FULL/ PARTIAL CACHE & NOCACHE Performance Tuning and Pre-ETL Loads Dependent Data Flow Tasks, Post ETL Internal Parameters and Query Updates Cache Allocation Options with ETL DWH	Ch 7: TABULAR CUBE DESIGN SSAS Tabular Mode : Purpose, Usage SSAS Tabular Mode Server Installation Tabular Mode Server and DB Architecture Tabular Mode Advantages with Data Sources Tabular Mode : SSDT, Power Query, DAX Power Query, DAX for OLAP Cube Design In-Memory Vertipaq Storage - Performance Source Data Access Flexibility with ROLAP Business Intelligence Semantic Model Tabular Mode : Developing Data Models Workspace Server : Integrated, Dedicated Workspace Server and Integrated Options Compatibility Levels : Tabular Solutions Cube Design with SQL Databases : Imports Workflow with Tabular Mode Cube Design Data Sources, SSDT, Tabular Mode Design SSAS OLAP Environment, Cube Reports	Ch 7: REPORT BUILDER, MAP REPORTS Map Reports - Map Layers and Map Items Map Gallery - ESRI Share Files (Geo Data) SQL Server Data Sources, Geo Spatial data Business Analysis Dashboards For Maps Polygon, Tile, Line and Point Map Layer Map Visualization and Bubble Map Reports Data Fields, Labels, Visualization Indicators Fields to Visualize, Color Rules and Labels Editing Report Builder Reports in Designer SSRS Deployment: Report Designer Reports SSRS Deployment: Report Builder Reports Report Deployment - Builds, Config Files Webservice URL, Webportal URL Access Data Source, Data Set Folders, Report URL Deployment of Shared Data Sources Deployment of Shared Datasets, Reports Report Manager Uploads for RDL Files
Ch 8: CDC Transformations for DWH DML Audits with Change Data Capture CDC Tables with SQL Server Connections CDC Connections & ADO.NET Integration CDC Control Flow and CDC State Values INITIAL LOADS & PRCESSING RANGE State Variables, Net Changes, Logging Initial & Incremental Dimension Loads Dynamic CDC Control, OLEDB Command Internal Parameters and Usage Options Parameter Mapping For ETL Type1, Type2 Integrating Control Flow for CDC @ ETL CDC Splitter - Row Inserts, Updates CDC Precautions, Input & Output Range Derived Column Transformations with CDC Limitations of ADO.NET Connections Master Child Packages,Parameter Binding Package Passwords, Project Parameters Project Configuration Options(32,64 bit)	Ch 8: TABULAR MODE CUBES, DAX - 1 Cube Design with SQL Server Databases Data Imports, Workspace Server Processing Identifying Tables (Entities) and Dimensions Attributes and Members and Relationships Measure Groups and Aggregated Measures Grid and Diagram Formats. Process Options BUILD, DEPLOY with Integrated Workspace Cube Browsing : "Analyze in Excel" Reports Tabular Mode Cube Design and Hierarchies DAX - User Interface and Data Types DAX Usage : DAX Queries, Basic Examples DAX Expressions and Real-time Usage DAX Aggregated Measures in DAX, Syntax Hierarchies and Levels in Cube Design Relations : Active,Inactive Relations Tabular Mode Cube : SSDT Imports Model Options : Process, ReCalculate Data Loads and Tabular Mode Explorer	Ch 8: REPORT MANAGEMENT Data Source Management, Subscriptions Dependant Items, Security Operations Edit Shared Data Sources in Web Portal Shared Data Source Enable and Hide Connection Types, Edits and Security Shared Dataset Operations: Report Edits Data Preview, Downloads, Link Reports Report Security: Browser Role, User Access Content Management, My Reports, Publisher Report Builder, Report Definitions, Uploads Report Tuning: Caching, Rebuilds, Refresh Report Tuning: Report Snapshot, Schedules Subscriptions: Standard and Data Driven Email and File share Subscriptions in SSRS Schedules and Report Delivery Options Report Server Settings, Shared Schedules Report Timeout, Report Parts and Publish Report Builder Sub Reports, Report Parts
Ch 9: Fact Table Design, DWH Loads Fact Table - Design and ER Model DWH : STAR & SNOWFLAKE Schemas Time Dimensions and ETL Date / Time Link Time Dimension to Facts, Lookups Parent-Child Packages for Fact Loads Inferred Members for NULL Dimensions SCD Wizard for DWH Fact Table Design Parameter Mapping for Incr Updates ETL Load IDs - Dimension Attributes Error Handling, Event Handling in SSIS Text Qualifiers with Flat File Sources Fact Load Design for Initial, Incr Loads End-to-End DWH Design Implementation Direct Data Loads and Staging Tables Fact Table Staging and Incr Updates	Ch 9: TABULAR MODE - DAX LEVEL 2 KPIs (Key Performance Indicators) & Use Partitions in Tabular Mode Cube Design Using Power Query for Partition Design Power Query Expressions and Data Filters Import Data Options and ETL Operations Defining Measures with DAX Expressions Defining Perspectives for Cube Access Data Expression Language (DAX) Basics DAX Usage : Columns & Measures in SSAS Auto-generated Expressions in DAX, Usage Member Representations in DAX Queries DAX Functions, Expressions, Real-time Use Standard and Time Intelligence Functions DAX FILTER(), CALCULATE() Operations Time Dimension and YTD(), QTD(), MTD()	Ch 9: MOBILE, KPI, CUBE REPORTS Mobile Reports : Creation & Usage Excel and Report Server Sources Working with Mobile Report Publisher Elements Layout: Master, Tablet Grids and Color Palette. Deployment RSMobile Formats: Uploads, Downloads Shared Dataset in Report Builder Tool KPI Reports: Design from Web Portal KPI: Value, Goal, Status, Trend KPI Visuals: Bar, Line, Step, Area Custom URLs and Mobile Reports Cube Reports with SSAS MDX, DAX SSRS Cube Reports with Parameters MDX Default Parameters, Options SSAS OLAP Cube Actions with SSRS
Ch 10: DWH MIGRATIONS, SCRIPT Task DataWarehouse Migrations with SSIS Using SSIS Containers, Db Integrity Task Pre-Database Migration Task Precautions Online and Offline DB Transfer Options Copy / Move with DWH Migrations SMTP : Simple Mail Transfer Protocol SQL Server Agent and Package Events Data Profiling with ADO.NET Connectors XML Files & SSIS Data Profiler Tool Script Task - Working in SSIS Control Flow Script Task - VB.NET Program Compilations Variables, Parameters with SSIS Script Task Read Only, Read Write Variable Expressions Expressions and Debugging, Break Points Variables, Parameters Mapping Expressions File System Tasks and Limitations SQLDataAdapters & System.Data.SQLClient	Ch 10: OLAP DATABASE MANAGEMENT OLAP Backups - Multidimensional, Tabular OLAP Restores - Multidimensional, Tabular Detach, Attach Operations with OLAP DBs OLAP Database Processing, XMLA Scripts Cube Processing Jobs with SQL Agent OLAP DB Scripting with XMLA, Cloning OLAP DB Security Roles - MDX, DAX Partition Management - Split, Merge Cube Audits, Usage Based Optimization Cube Writebacks. Cube Updates with MDX Tabular Mode Cube Processing Options Direct Query and In Memory Processing In-Memory with Direct Query Processing Data Mining: Decision Trees, Clustering Alg Training, Testing Sets. Lift Charts & DMX Dimension Types: Role Playing, Degenerate Multidimensional - Tabular Comparisons	Ch 10: PROJECT WORK in SSRS SQL Server Data Sources and Datasets Designing RDL [Paginated], Expressions Chart Reports, Line Reports, Options Dataset with Parameters and Filters Trend Analysis, Continuous Data Reports Data Bar Reports and Stacked Reports Multi-series Charts, Dynamic Chart Size Axis Display Control : Paginated Reports Parameters and Filters - When to use which Complete Project Solution & Explanation Work Flow Operations and Report Types Report Design, Builds, Report Deployment Report Edits, Data Source Changes to Azure Azure SQL Database for SSRS DB Source Report Management, Security, Subscriptions Report Tuning, Caching, Snapshot Options Project FAQs and Explanations for Resume
Ch 11: SSIS DEPLOYMENTS, UPGRADES SSISDB Catalog Deployments, ISPAC Files Package Builds, Verification, Scripts Project Deployment Wizard Targets, Logs DB Catalog Folders & Projects Creation Package Executions - Scripts, Reports Package Validations, 32/64 bit Options Configurations & Parameter Management Package Jobs @ SQL Agent. Job Steps Job Schedules and Notifications Event Logs Package Security - SSISDB Logins, Users Folder Level and Project Level Security Project Migration Utilities, Upgrades Package Imports, Exports with ISPAC Files Command-Line Deployment,Execution Utility Package Execution & Validation Reports Package Versions and Restores, Rollbacks	Ch 11: Real-time Project for SSAS Working with SQL Server Data Sources Data Modeling and Relation Management Creating Bridging Tables and References Identifying Measures and Measure Groups Identifyig Attributes and Dimensions Adding Hierarchies and Attribute Relations Time Intelligence and BI Enhancements Cube Calculations with MDX / DAX Defining KPIs, Perspectives, Roles Cube Deployment Options with MS OLAP Adding Hierarchies and Attribute Relations Time Intelligence and BI Enhancements Cube Calculations with MDX / DAX Defining KPIs, Perspectives, Roles Cube Deployment & End user Cube Access DAX Queries in MS Excel (Excel Analyzer)	End to End Implementation (Real-time) End to End MSBI Implementation Process Project Requirements and SDLC Life Cycle Database Design and Entity Selection Understanding OLTP Databases, Relations Design of DWH : Data Warehouse Database SCD Techniques for ETL, Dimension Loads Fact Loads, STAR / SNOWFLAKE Schemas DWH Database Limitations for Analysis OLAP Databases for Data Analysis Cube Design and Operational Modes Mode Selection and Capacity Planning Tabular Mode OLAP Cube: Advantages Excel Analysis and Reports with MDX Using DAX for Modeling, Cube Reports Paginated Reports with OLAP, DWH MSBI Limitations, Need for Azure BI
Ch 12: Realtime Project for SSIS & DWH	Ch 12: Integration with Power BI [Plan C]	MSBI Resume Guidance, Interview FAQs

SQL Server Integration Services (SSIS)

SQL Server Analysis Services (SSAS)

SQL Server Reporting Services (SSRS)

Ch 1: SSIS INTRO, INSTALLATION

Integration Services (SSIS) & ETL / DWH
SSIS for Data Loads, ETL, Warehouse
SSDT : SQL Server Data Tools
SSIS Development, LIVE (Deployment)
Data Warehouse Design & ETL Process
DWH and ETL Structures Implementation
SSIS ETL for Data Reads, Data Cleansing
Data Warehouse (DWH) Design Principles
SSIS 2019, 2017 : SSIS DB Installations

SSIS Database, Catalog Folders, Storage
SSIS Catalog Database (SSIS DB) Creation
SQL Server Data Tools - SSDT / Visual Studio
SSDT Installation and Catalog Verification
SSIS, ETL, DWH, Data Flow, Data Buffer
SSIS Package Environment, SSDT Projects
SSIS & ETL Training - Lab Plan, Resources

Ch 1: SSAS INTRO, CONFIGURATION

Installation, Configuration of SSAS
SSAS Component & - Operational Modes
Multidimensional Mode : Properties, Usage
Tabular Mode Purpose : Properties (ROLAP)
PowerPivot Mode & Usage (Overview)
Multidimensional Mode Instance Verification
SSAS and SQL Browser Service Accounts
SQL Server Data Tools / Visual Studio
Developer Environment (SSDT) Interface

SSAS Training Lab Plan, Resources
OLAP Databases, Cubes For Analysis
MDX: Multidimensional Expression Language
DAX: Data Analysis Expression Language
SSAS Architecture : XMLA and DMX
SSAS Workflow and Sources in Real-world
Data Source Configuration, DB Installations

Ch 1: SSRS INTRO, INSTALLATION

Reporting Operations and Report Types
Paginated Reports, Interactive Reports
Analytical Reports & Mobile Reports
Reporting Solutions (SSRS) and Tools
Report Engine Architecture, Databases
SSRS Report Server Installation
Report Databases in SSRS and Usage
Web Service URL : Connections, Usage
Web Portal URL : Connections, Usage

ReportServerDB, TempDB Configuration
SQL Server Data Tools (SSDT)
Report Builder, Mobile Report Publisher
Report Design : Lab Plan, Data Sources
3-Phase Report Life Cycle (End-End)
Report Builder Versus Report Designer
Report Server, Web Service Integration

Ch 2: SSIS ETL PACKAGES: BASICS

Control Flow Tasks Architecture, Purpose
Data Flow Tasks Architecture, Purpose
SSIS Packages @ Basic Data Flow, ETL
SSIS Projects and Package Creation
Data Pipelines in Data Flow Tasks
SSIS Packages Execution Process
Data Flow Objects, OLE DB Connections
SSIS Package Creation - Control Flow

DTSX Files for Package Execution
SSIS Execution, Package Errors & Logs
SSIS Transformation: Conditional Split
Excel Connection and Memory Reference
Source and Destination Assistants
DAT File Imports and Annotations
SSIS Project Configurations, Debugging
SSIS 64 Bit, 32 Bit Configurations

Ch 2: CUBE DESIGN WITH SSAS, EXCEL

Cube Design with SQL Server Data Tools
OLAP Data Source, Data Source View
Measure Groups, Measures, Members
Identifying Dimensions and Attributes
Cube Design : Cube Wizard, Dimensions
Add Attributes. Deployment, Cube Access
OLAP Cube Process. Online Deployment
Cube Browsing using SSMS, SSDT Tools

Excel Connections for SSAS Cubes
OLAP Cube Access, Pivot Charts
Excel Pivot Tables, Chart Report Design
Piechart Reports & Attribute Filters
Common Deployment Errors : Solutions
OLAP Server Impersonation - Settings
OLAP Deployment Warnings, Solutions
End to End Implementation of SSAS

Ch 2: BASIC REPORT DESIGN

Working with SQL Server Data Tools
Report Templates and Project, Solution
Basic Reports - Understanding Entities
Report Project Wizard Usage, Reports
Data Source Connections and Databases
Query Designer, Query Builder, Imports
Table, Matrix Reports with Report Wizard
Layout, Format - Drilldown Reports, Blocks

Stepped Reports, Multi Field Drilldowns
Report Template - Datasets & Reports
Table Headers & Formatting Expressions
Alternate Row Colors, Global Expressions
Formatting Styles, Expressions, Reusability
Expressions: IIF,Format,Ceiling,Round
Textbox Properties: Date Format, Numbers
Report Sources, Static/Dynamic Properties

Ch 3: MERGE & FUZZY LOOKUP

MERGE and UNION ALL Transformations
SORT, NOSORT and Advanced Sort
Synchronous, Asynchronous Tfns
Row, Partial Blocking Transformations
Fully Blocking Transformations - Buffers
Avoiding Fully Blocking Transformation
Bulk Load Operations, SSIS Data Imports
IsSorted & SortKey Position Options
SSIS Package Performance & Resources

Data Conversion Expressions
Fuzzy Lookup Transformation, References
Nomatch Cleansing @ Conditional Split
Index Creations, Lookup Transformation
Data Conversion, Derived Columns
Varchar, Nvarchar, Error Redirections
Threshold Values, Search Delimiters
_Similarity, _Confidence Columns

Ch 3: HIERARCHIES, MDX - LEVEL 1

Data Source Views Named Calculations
Named Querie, Dimension Attributes
Explore Data with Data Source View
Dimension Types : Dimension, Entity Level
Cube Dimension on Entity Relations
Hierarchies in Multidimensional Cube
Grouping Attributes in Dimensions
Testing Hierarchies : SSMS Cube Browser
Testing Hierarchies : SSDT Cube Browser

Multidimensional Expression Language
MDX Queries Syntax, MDX Expressions
MDX Axis Models. Cube into Rows
Advantages of MDX: Reports
MDX Queries with Attributes, Members
MDX Queries on Hierarchies, Keys
Members, Children, All Members
SELECT in MDX with CROSSJOIN

Ch 3: GROUPING, REPORT PARAMETERS

Grouping : Row Groups, Column Groups
Row Groups, Parent - Child Groups
Adding Groups to Existing & New Rows
Group Headers & Footers, Sub Totals
Field Visibility, Toggle with Parent
Row Group, Header/Footer Properties
Column Groups for Table Report, Options
Drill-down Report, Row Groups, Visibility
Column Group Advance Mode. Fixed Values

Repeating Column Headers on Every Page
Creating Parameters, Dataset Conditions
Single Value and Multi Value Parameters
Dynamic Parameters, Dependency Queries
SSRS Parameters with Dynamic Conditions
Dataset Links to Parameters, List Values
SSRS Expressions, Global Fields, Values
Advanced Options : Auto / Manual Refresh

Ch 4: SSIS CHECKPOINT & PIVOT

Execute SQL Task and OLE DB Queries
Transaction Options For SSIS Executables
Precedence - Success/Failure/Completion
SSIS Package Rollbacks Execution Options
Checkpoints Purpose with Data Flow Tasks
Checkpoint Files and SSIS Logging Tasks
Transactions with Checkpoint File in SSIS
Checkpoint Option Advantages, Limitations
FailPackageOnFailure, Checkpoint Property
REQUIRED/SUPPORT/ NOTSUPPORTED
Transaction Property, CHECKPOINT Files

Legacy Data, Data Cleansing, Formatting
Denormalization, Keys. Need for OLTP
PIVOT Transformation, Connection Assistant
Pivot Usage - Implementation. Key Values
Lineage ID - Purpose. Data Mappings
Lineage IDs for Column Mapping, Pivot Keys
SSIS Input Columns and Mappings
Data Viewer : Data Transfer Verification
Data Type Conversions, Error Redirection

Ch 4: CALCULATIONS, MDX - LEVEL 2

MDX Queries with WHERE, Except, Range
NonEmpty Function, Multi-Member Values
Parent, Children with MDX Hierarchies
ORDER Function in MDX, Binary Sorts
TOPCOUNT / HEAD, BOTTOMCOUNT
CURRENT MEMBER, EMPTY MEMBER
Filter Expressions with AND / OR
Filter with and LEFT / RIGHT Range
MDX Query Batches - GO Statement
Limitations @ WHERE, Tuple Inverse
ADOMD Client : MDX Query Processing

MDX Calculations - Creation and Scope
Calculations with MDX : Measure Level
Calculations with MDX : Attribute Level
Time Calculations with MDX Scripts
TIME DIMENSIONS - Purpose, Advantages
Time Attributes - Calendar / Fiscal
BI Enhancements : Advantage, Usage Scope
Time Enhancement Attributes, Hierarchies
MDX Functions: YoY, YTD, QTD, MTD,

Ch 4: CHARTS, DASHBOARDS, FITLERS

Chart Reports - Design, Properties
Series Values and Category Groups
Report Categories with Series Groups
Report Category Types and Differences
Visualizations: Trend, Discrete Chart
Clustered, Non Clustered Attributes
Series Labels: Properties, Formatting
Series Actions: Multi - Valued Parameters
Report Actions: URL, Report Filters

Dashboards : Creation and Real-time Use
Multiple Chart Areas, Legends in Charts
Dashboard Exports and Report Filters
Static and Parameterized Report Filters
Series, Markers Chart Areas, Limitations
3-Dimensional Report Properties, Visibility
Range Charts, Data Bars, Area Charts
Report Actions with Parameters, Joins
Dataset and Toolbox Filters, Bookmarks
Filters Vs Parameters - Difference
Filter Conditions in Dataset, Toolbox

Ch 5: EVENTS, LOOPS, EXPRESSIONS

SSIS Package Events, Validation, Execution
PreExecution, Progress, Cleanup Events
SSIS Events, Errors/Warnings/Information
Configuring sysssislog System Tables
Debugging : Data Viewers and Breakpoints
ForEach Loop Container. File Connections
Variables For Linking DFT, Control Flow
Dynamic Connections with Variables
Iterations, Fetch, Index Mapping

SSIS Expressions for ETL and DWH
FOR LOOP Expressions in SSIS
Init/EvalExpression, AssignExpression
SSIS Expressions, Functions, Values
Data Insertions, Data Serializations
Counter Values, Variables & Parameters
SSIS for OS Level Operations, Loops
Execute SQL Task : Return Values

Ch 5: PARTITIONS & AGGREGATIONS

Partitions : Architecture, Tuning
Storage, Slicing. Query Conditions
Query and Table Binding in Partition
Aggregations - Predefined Calculations
Full, Default, None and Unrestricted
Measure, Default Aggregations in OLAP
Linking Aggregations and Partitions
Additive & Semi-Additive Measures
Storage Modes : Multidimensional

Aggregation, Measure Group Storage
Automatic, Scheduled, Medium Latency
Low Latency and Custom Scheduling
Proactive Caching, Silence Interval
Cache Rebuild and Processing
Perspectives - Purpose, Scenarios
Dimension Usage for OLAP Relations
Translations : Creation, Real-time Use

Ch 5: EXPRESSIONS, SHARED DATASETS

Shared Data Sources, Shared DataSets
Date-Time Expressions with RDL Files
FORMAT Function in SSRS, Parameters
Data Type Conversions, Int / String Types
String Functions, Page Breaks in SSRS
LOOKUP Function, Dataset Joins in SSRS
Field Value Replacement with Datasets
Using LIST Item from SSRS Toolbox
Field Expressions and Field Properties

#VALX, #VALY, #PERCENT, #SERIES
#LABEL, #AXISLABEL, #LEGENDTEXT
3D Pie Charts, Funnel and Tree Map
3D Funnel, Sunburst, Shape Charts
Doughnut, Pyramid, 3D Pyramid Reports
Parameterized Gauge Reports - Filters
Indicators : Value, State Expressions
RDL Expressions, Custom Functions

Ch 6: SSIS with ETL, Warehouse (DWH)

OLTP Database : Historical Data Loads
Data Warehouse (DWH) Purpose, Usage
Dimensions, Attributes, Members Types
Dimension Tables, Fact Tables Design
TYPE1 and TYPE2 ETL Implementation
SCD Type1, Type 2 for DWH in Sales
Inferred Members and Legacy Loads
Initial Data Loads with Data Marts
Business Keys & non Identity Columns

Surrogate Keys, Alternate Business Keys
Cascading OLTP / Stage to DWH Rows
Fixed Attributes, Changing Attributes
Historical Attributes. Inferred Updates
ETL Date, Row Status Transformations
Attribute Key Types in SCD, Limitations
Historical Attributes and Data Delta
SSIS Connection Assistants - Reuse
SCD Transformations in Real-time

Ch 6: KPIs, OLAP CUBE DEPLOYMENTS

Key Performance Indicators (KPI) Design
MDX GOAL, VALUE, STATUS & TREND
Variance Computations. Format Options
KPI Organizer, MDX Expressions
FORMAT_STRING and MDX Operators
MEMBER, SOLVE_ORDER Expressions
Parent KPIs with MDX Hierarchies
KPI Browser and KPI Conditions
Drill-Up and Drill-Down in Excel

SSAS Deployment Build, Configuration
SSAS Deployment Options and Settings
Deployment Targets: Transaction Options
Deployment Wizard : Impersonation
Deployment Accounts, Password Security
OLAP Cube Security Roles, Partitions
Key Error Logs and Error Locations
Scripting Deployment. XMLA Scripts
Processing Options - Full, Default

Ch 6: REPORT BUILDER, GAUGES

Report Builder Installation & Usage
Differences with Report Designer Tool
Data Source Creation with Report Builder
Dataset Creation with Report Builder
Dataset Design with Parameters, Filters
Query Designer with Report Builder
Toolbox Items Insertion and Properties
Column Aggregates, Auto Group By Edits
Adhoc Reports with Column Groups

Dynamic Row Colors, Report Expression
Gauge Reports: End User Access
Report Types - Radial, Linear Gauges
Indicators, Pointers, Scale Ranges
Browser Compatibility, Offline Reports
Gauge, Gauge Panel Properties, Filters
Scale Properties, Values, Label Options
Ranges & Labels, Items, Needle Options
Parameterized Gauge Reports, Datasets

Ch 7: Checksum & DWH Design

Checksum Transformation in ETL Loads
Configuring Checksum: SSIS 2019, 2017
Transformation Logic, Parity Checks CRC
Checksum For Type I, Type II ETL DWH
DWH Dimension Tables With Checksum
Lookup Transformation, Row Redirection
OLE DB Command and Input Parameters
Parameter Mapping, Dynamic Updates

Cache Transformation CAW Memory Files
Memory Connection Lookup with Cache
Tuning Lookup: Caching, Index Options
Pre-ETL Activities, DB Recovery Models
FULL/ PARTIAL CACHE & NOCACHE
Performance Tuning and Pre-ETL Loads
Dependent Data Flow Tasks, Post ETL
Internal Parameters and Query Updates
Cache Allocation Options with ETL DWH

Ch 7: TABULAR CUBE DESIGN

SSAS Tabular Mode : Purpose, Usage
SSAS Tabular Mode Server Installation
Tabular Mode Server and DB Architecture
Tabular Mode Advantages with Data Sources
Tabular Mode : SSDT, Power Query, DAX
Power Query, DAX for OLAP Cube Design
In-Memory Vertipaq Storage - Performance
Source Data Access Flexibility with ROLAP

Business Intelligence Semantic Model
Tabular Mode : Developing Data Models
Workspace Server : Integrated, Dedicated
Workspace Server and Integrated Options
Compatibility Levels : Tabular Solutions
Cube Design with SQL Databases : Imports
Workflow with Tabular Mode Cube Design
Data Sources, SSDT, Tabular Mode Design
SSAS OLAP Environment, Cube Reports

Ch 7: REPORT BUILDER, MAP REPORTS

Map Reports - Map Layers and Map Items
Map Gallery - ESRI Share Files (Geo Data)
SQL Server Data Sources, Geo Spatial data
Business Analysis Dashboards For Maps
Polygon, Tile, Line and Point Map Layer
Map Visualization and Bubble Map Reports
Data Fields, Labels, Visualization Indicators
Fields to Visualize, Color Rules and Labels

Editing Report Builder Reports in Designer
SSRS Deployment: Report Designer Reports
SSRS Deployment: Report Builder Reports
Report Deployment - Builds, Config Files
Webservice URL, Webportal URL Access
Data Source, Data Set Folders, Report URL
Deployment of Shared Data Sources
Deployment of Shared Datasets, Reports
Report Manager Uploads for RDL Files

Ch 8: CDC Transformations for DWH

DML Audits with Change Data Capture
CDC Tables with SQL Server Connections
CDC Connections & ADO.NET Integration
CDC Control Flow and CDC State Values
INITIAL LOADS & PRCESSING RANGE
State Variables, Net Changes, Logging
Initial & Incremental Dimension Loads
Dynamic CDC Control, OLEDB Command
Internal Parameters and Usage Options

Parameter Mapping For ETL Type1, Type2
Integrating Control Flow for CDC @ ETL
CDC Splitter - Row Inserts, Updates
CDC Precautions, Input & Output Range
Derived Column Transformations with CDC
Limitations of ADO.NET Connections
Master Child Packages,Parameter Binding
Package Passwords, Project Parameters
Project Configuration Options(32,64 bit)

Ch 8: TABULAR MODE CUBES, DAX - 1

Cube Design with SQL Server Databases
Data Imports, Workspace Server Processing
Identifying Tables (Entities) and Dimensions
Attributes and Members and Relationships
Measure Groups and Aggregated Measures
Grid and Diagram Formats. Process Options
BUILD, DEPLOY with Integrated Workspace
Cube Browsing : "Analyze in Excel" Reports
Tabular Mode Cube Design and Hierarchies

DAX - User Interface and Data Types
DAX Usage : DAX Queries, Basic Examples
DAX Expressions and Real-time Usage
DAX Aggregated Measures in DAX, Syntax
Hierarchies and Levels in Cube Design
Relations : Active,Inactive Relations
Tabular Mode Cube : SSDT Imports
Model Options : Process, ReCalculate
Data Loads and Tabular Mode Explorer

Ch 8: REPORT MANAGEMENT

Data Source Management, Subscriptions
Dependant Items, Security Operations
Edit Shared Data Sources in Web Portal
Shared Data Source Enable and Hide
Connection Types, Edits and Security
Shared Dataset Operations: Report Edits
Data Preview, Downloads, Link Reports
Report Security: Browser Role, User Access
Content Management, My Reports, Publisher

Report Builder, Report Definitions, Uploads
Report Tuning: Caching, Rebuilds, Refresh
Report Tuning: Report Snapshot, Schedules
Subscriptions: Standard and Data Driven
Email and File share Subscriptions in SSRS
Schedules and Report Delivery Options
Report Server Settings, Shared Schedules
Report Timeout, Report Parts and Publish
Report Builder Sub Reports, Report Parts

Ch 9: Fact Table Design, DWH Loads

Fact Table - Design and ER Model
DWH : STAR & SNOWFLAKE Schemas
Time Dimensions and ETL Date / Time
Link Time Dimension to Facts, Lookups
Parent-Child Packages for Fact Loads
Inferred Members for NULL Dimensions
SCD Wizard for DWH Fact Table Design

Parameter Mapping for Incr Updates
ETL Load IDs - Dimension Attributes
Error Handling, Event Handling in SSIS
Text Qualifiers with Flat File Sources
Fact Load Design for Initial, Incr Loads
End-to-End DWH Design Implementation
Direct Data Loads and Staging Tables
Fact Table Staging and Incr Updates

Ch 9: TABULAR MODE - DAX LEVEL 2

KPIs (Key Performance Indicators) & Use
Partitions in Tabular Mode Cube Design
Using Power Query for Partition Design
Power Query Expressions and Data Filters
Import Data Options and ETL Operations
Defining Measures with DAX Expressions
Defining Perspectives for Cube Access

Data Expression Language (DAX) Basics
DAX Usage : Columns & Measures in SSAS
Auto-generated Expressions in DAX, Usage
Member Representations in DAX Queries
DAX Functions, Expressions, Real-time Use
Standard and Time Intelligence Functions
DAX FILTER(), CALCULATE() Operations
Time Dimension and YTD(), QTD(), MTD()

Ch 9: MOBILE, KPI, CUBE REPORTS

Mobile Reports : Creation & Usage
Excel and Report Server Sources
Working with Mobile Report Publisher
Elements Layout: Master, Tablet
Grids and Color Palette. Deployment
RSMobile Formats: Uploads, Downloads
Shared Dataset in Report Builder Tool

KPI Reports: Design from Web Portal
KPI: Value, Goal, Status, Trend
KPI Visuals: Bar, Line, Step, Area
Custom URLs and Mobile Reports
Cube Reports with SSAS MDX, DAX
SSRS Cube Reports with Parameters
MDX Default Parameters, Options
SSAS OLAP Cube Actions with SSRS

Ch 10: DWH MIGRATIONS, SCRIPT Task

DataWarehouse Migrations with SSIS
Using SSIS Containers, Db Integrity Task
Pre-Database Migration Task Precautions
Online and Offline DB Transfer Options
Copy / Move with DWH Migrations
SMTP : Simple Mail Transfer Protocol
SQL Server Agent and Package Events
Data Profiling with ADO.NET Connectors

XML Files & SSIS Data Profiler Tool
Script Task - Working in SSIS Control Flow
Script Task - VB.NET Program Compilations
Variables, Parameters with SSIS Script Task
Read Only, Read Write Variable Expressions
Expressions and Debugging, Break Points
Variables, Parameters Mapping Expressions
File System Tasks and Limitations
SQLDataAdapters & System.Data.SQLClient

Ch 10: OLAP DATABASE MANAGEMENT

OLAP Backups - Multidimensional, Tabular
OLAP Restores - Multidimensional, Tabular
Detach, Attach Operations with OLAP DBs
OLAP Database Processing, XMLA Scripts
Cube Processing Jobs with SQL Agent
OLAP DB Scripting with XMLA, Cloning
OLAP DB Security Roles - MDX, DAX
Partition Management - Split, Merge

Cube Audits, Usage Based Optimization
Cube Writebacks. Cube Updates with MDX
Tabular Mode Cube Processing Options
Direct Query and In Memory Processing
In-Memory with Direct Query Processing
Data Mining: Decision Trees, Clustering Alg
Training, Testing Sets. Lift Charts & DMX
Dimension Types: Role Playing, Degenerate
Multidimensional - Tabular Comparisons

Ch 10: PROJECT WORK in SSRS

SQL Server Data Sources and Datasets
Designing RDL [Paginated], Expressions
Chart Reports, Line Reports, Options
Dataset with Parameters and Filters
Trend Analysis, Continuous Data Reports
Data Bar Reports and Stacked Reports
Multi-series Charts, Dynamic Chart Size
Axis Display Control : Paginated Reports
Parameters and Filters - When to use which

Complete Project Solution & Explanation
Work Flow Operations and Report Types
Report Design, Builds, Report Deployment
Report Edits, Data Source Changes to Azure
Azure SQL Database for SSRS DB Source
Report Management, Security, Subscriptions
Report Tuning, Caching, Snapshot Options
Project FAQs and Explanations for Resume

Ch 11: SSIS DEPLOYMENTS, UPGRADES

SSISDB Catalog Deployments, ISPAC Files
Package Builds, Verification, Scripts
Project Deployment Wizard Targets, Logs
DB Catalog Folders & Projects Creation
Package Executions - Scripts, Reports
Package Validations, 32/64 bit Options
Configurations & Parameter Management
Package Jobs @ SQL Agent. Job Steps

Job Schedules and Notifications Event Logs
Package Security - SSISDB Logins, Users
Folder Level and Project Level Security
Project Migration Utilities, Upgrades
Package Imports, Exports with ISPAC Files
Command-Line Deployment,Execution Utility
Package Execution & Validation Reports
Package Versions and Restores, Rollbacks

Ch 11: Real-time Project for SSAS

Working with SQL Server Data Sources
Data Modeling and Relation Management
Creating Bridging Tables and References
Identifying Measures and Measure Groups
Identifyig Attributes and Dimensions
Adding Hierarchies and Attribute Relations
Time Intelligence and BI Enhancements
Cube Calculations with MDX / DAX

Defining KPIs, Perspectives, Roles
Cube Deployment Options with MS OLAP
Adding Hierarchies and Attribute Relations
Time Intelligence and BI Enhancements
Cube Calculations with MDX / DAX
Defining KPIs, Perspectives, Roles
Cube Deployment & End user Cube Access
DAX Queries in MS Excel (Excel Analyzer)

End to End Implementation (Real-time)

End to End MSBI Implementation Process
Project Requirements and SDLC Life Cycle
Database Design and Entity Selection
Understanding OLTP Databases, Relations
Design of DWH : Data Warehouse Database
SCD Techniques for ETL, Dimension Loads
Fact Loads, STAR / SNOWFLAKE Schemas
DWH Database Limitations for Analysis

OLAP Databases for Data Analysis
Cube Design and Operational Modes
Mode Selection and Capacity Planning
Tabular Mode OLAP Cube: Advantages
Excel Analysis and Reports with MDX
Using DAX for Modeling, Cube Reports
Paginated Reports with OLAP, DWH
MSBI Limitations, Need for Azure BI

Ch 12: Realtime Project for SSIS & DWH

Ch 12: Integration with Power BI [Plan C]

MSBI Resume Guidance, Interview FAQs

Module 3: Power BI Training Content

Part 1: Power BI Report Design	Part 2: ETL, Data Modeling, DAX	Part 3: Power BI Cloud, Admin
Ch 1 : POWER BI BASICS Power BI Job Roles in Real-time Power BI Data Analyst Job Roles Business Analyst - Job Roles Power BI Developer - Job Roles Power BI for Data Scientists Comparing MSBI and Power BI Comparing Tableau and Power BI MCSA 70-778, MCSA 70-779 Exam Types of Reports in Real-World Interactive & Paginated Reports Analytical & Mobile Reports Data Sources Types in Power BI Power BI Licensing Plans - Types Power BI Training : Lab Plan Power BI Dev & Prod Environments	Ch 7 : POWER QUERY LEVEL 1 Power Query M Language Purpose Power Query Architecture and ETL Data Types, Literals and Values Power Query Transformation Types Table & Column Transformations Text & Number Transformations Date, Time and Structured Data List, Record and Table Structures let, source, in statements @ M Lang Power Query Functions, Parameters Invoke Functions, Execution Results Get Data, Table Creations and Edit Merge and Append Transformations Join Kinds, Advanced Editor, Apply ETL Operations with Power Query	Ch 13 : POWER BI CLOUD - 1 Power BI Service Architecture Power BI Cloud Components, Use App Workspaces, Report Publish Reports & Related Datasets Cloud Creating New Reports in Cloud Report Publish and Report Uploads Dashboards Creation and Usage Adding Tiles to Dashboards Pining Visuals and Report Pages Visual Pin Actions in Dashboards LIVE Page Interaction in Dashboard Adding Media: Images, Custom Links Adding Chs and Embed Links API Data Sources, Streaming Data Streaming Dataset Tiles (REST API)
Ch 2: BASIC REPORT DESIGN Power BI Desktop Installation Data Sources & Visual Types Canvas, Visualizations and Fields Get Data and Memory Tables In-Memory xvelocity Database Table and Tree Map Visuals Format Button and Data Labels Legend, Category and Grid PBIX and PBIT File Formats Visual Interaction, Data Points Disabling Visual Interactions Edit Interactions - Format Options SPOTLIGHT & FOCUSMODE CSV and PDF Exports. Tooltips Power BI EcoSystem, Architecture	Ch 8 : POWER QUERY LEVEL 2 Query Duplicate, Query Reference Group By and Advanced Options Aggregations with Power Query Transpose, Header Row Promotion Reverse Rows and Row Count Data Type Changes & Detection Replace Columns: Text, NonText Replace Nulls: Fill Up, Fill Down PIVOT, UNPIVOT Transformations Move Column and Split Column Extract, Format and Numbers Date & Time Transformations Deriving Year, Quarter, Month, Day Add Column : Query Expressions Query Step Inserts and Step Edits	Ch 14 : POWER BI CLOUD - 2 Dashboards Actions,Report Actions DataSet Actions: Create Report Share, Metrics and Exports Mobile View & Dashboard Themes Q & A [Cortana] and Pin Visuals Export, Subscribe, Subscribe Favorite, Insights, Embed Code Featured Dashboards and Refresh Gateways Configuration, PBI Service Gateway Types, Cloud Connections Gateway Clusters, Add Data Sources Data Refresh : Manual, Automatic PBIEngw Service, ODG Logs, Audits DataFlows, Power Query Expressions Adding Entities and JSON Files
Ch 3 : Visual Sync, Grouping Slicer Visual : Real-time Usage Orientation, Selection Properties Single & Multi Select, CTRL Options Slicer : Number, Text and Date Data Slicer List and Slicer Dropdowns Visual Sync Limitations with Slicer Disabling Slicers,Clear Selections Grouping : Real-time Use, Examples List Grouping and Binning Options Grouping Static / Fixed Data Values Grouping Dynamic / Changing Data Bin Size and Bin Limits (Max, Min) Bin Count and Grouping Options Grouping Binned Data, Classification	Ch 9 : POWER QUERY LEVEL 3 Creating Parameters in Power Query Parameter Data Types, Default Lists Static/Dynamic Lists For Parameters Removing Columns and Duplicates Convert Tables to List Queries Linking Parameters to Queries Testing Parameters and PBI Canvas Multi-Valued Parameter Lists Creating Lists in Power Query Converting Lists to Table Data Advanced Edits and Parameters Data Type Conversions, Expressions Columns From Examples, Indexes Conditional Columns, Expressions	Ch 15 : EXCEL & RLS Import and Upload Options in Excel Excel Workbooks and Dashboards Datasets in Excel and Dashboards Using Excel Analyzer in Power BI Using Excel Publisher in PBI Cloud Excel Workbooks, PINS in Power BI Excel ODC Connections, Power Pivot Row Level Security (RLS) with DAX Need for RLS in Power BI Cloud Data Modeling in Power BI Desktop DAX Roles Creation and Testing Adding Power BI Users to Roles Custom Visualizations in Cloud Histogram,Gantt Chart,Infographics
Ch 4 : Hierarchies, Filters Creating Hierarchies in Power BI Independent Drill-Down Options Dependant Drill-Down Options Conditional Drilldowns, Data Points Drill Up Buttons and Operations Expand & Show Next Level Options Dynamic Data Drills Limitations Show Data and See Records Filters : Types and Usage in Real-time Visual Filter, Page Filter, Report Filter Basic, Advanced and TOP N Filters Category and Summary Level Filters DrillThru Filters, Drill Thru Reports Keep All Filters" Options in DrillThru CrossReport Filters, Include, Exclude	Ch 10 : DAX Functions - Level 1 DAX : Importance in Real-time Real-world usage of Excel, DAX DAX Architecture, Entity Sets DAX Data Types, Syntax Rules DAX Measures and Calculations ROW Context and Filter Context DAX Operators, Special Characters DAX Functions, Types in Real-time Vertipaq Engine, DAX Cheat Sheet Creating, Using Measures with DAX Creating, Using Columns with DAX Quick Measures and Summaries Validation Errors, Runtime Errors SUM, AVERAGEX, KEEPFILTERS Dynamic Expressions, IF in DAX	Ch 16 : Report Server, RDL Need for Report Server in PROD Install, Configure Report Server Report Server DB, Temp Database Webservice URL, Webportal URL Creating Hybrid Cloud with Power BI Using Power BI DesktopRS Uploading Interactive Reports Report Builder For Report Server Report Builder For Power BI Cloud Designing Paginated Reports (RDL) Deploy to Power BI Report Server Data Source Connections, Report Power BI Report Server to Cloud Tenant IDs Generation and Use Mobile Report Publisher, Usage
Ch 5 : Bookmarks, Azure, Modeling Drill-thru Filters, Page Navigations Bookmarks : Real-time Usage Bookmarks for Visual Filters Bookmarks for Page Navigations Selection Pane with Bookmarks Buttons, Images with Actions Buttons, Actions and Text URLs Bookmarks View & Selection Pane OLTP Databases, Big Data Sources Azure Database Access, Reports Import & Direct Query with Power BI SQL Queries and Enter Data Data Modeling : Currency, Relations Summary, Format, Synonyms Web View & Mobile View in PBI	Ch 11 : DAX Functions - Level 2 Data Modeling Options in DAX Detecting Relations for DAX Using Calculated Columns in DAX Using Aggregated Measures in DAX Working with Facts & Measures Modeling : Missing Relations Modeling : Relation Management CALCULATE Function Conditions CALCULATE & ALL Member Scope RELATED & COUNTROWS in DAX Entity Sets and Slicing in DAX Dynamic Expressions, RETURN Date, Time and Text Functions Logical, Mathematical Functions Running Total & EARLIER Function	Ch 17: MSBI Integrations Power BI with SQL Server Source Power BI with SQL Data Warehouse Power BI with SSAS OLAP Server Power BI with Azure SQL DB Source Power BI with Azure SQL Warehouse Power BI with Azure Analysis Server Power BI with SSRS (RDL) Reports Power BI Report Builder Tool Installation & Configuration Paginated Reports Design, Use Data Sources, Datasets, RDL Report Publish (RDL) to Cloud Report Verifications, Data Sync Interactive Vs Paginated Reports Creating, Managing Alerts in Cloud
Ch 6 : Visualization Properties Stacked Charts and Clustered Charts Line Charts, Area Charts, Bar Charts 100% Stacked Bar & Column Charts Map Visuals: Tree, Filled, Bubble Cards, Funnel, Table, Matrix Scatter Chart : Play Axis, Labels Series Clusters & Selections Waterfall Chart and ArcGIS Maps Infographics, Icons and Labels Color Saturation, Sentiment Colors Column Series, Column Axis in Lines Join Types : Round, Bevel, Miter Shapes, Markers, Axis, Plot Area Display Units,Data Colors,Shapes Series, Custom Series and Legends	Ch 12 : DAX FUNCTIONS Level 3 1:1, 1:M and M:1 Relations Connection with CSV, MS Access AVERAGEX and AVERAGE in DAX KEEPFILTERS and CALCUALTE COUNTROWS, RELATED, DIVIDE PARALLELPERIOD, DATEDADD CALCULATE & PREVIOUSMONTH USERELATIONSHIP, DAX Variables TOTALYTD , TOTALQTD DIVIDE, CALCULATE, Conditions IF..ELSE..THEN Statement SELECTEDVALUE, FORMAT SUM, DATEDIFF Examples in DAX TODAY, DATE, DAY with DAX Time Intelligence Functions - DAX	Ch 18 : REAL-TIME PROJECT Project Requirement Analysis Implementing SDLC Phases Requirement Gathering, FSA Phase 1: PBIX Report Design Visualizations, Properties Analytics and Formating Phase 2: Data Modeling, Power Query Dynamic Connections, Azure DB Parameters and M Lang Scripts Phase 3: DAX Requriements, Analysis Cloud and Report Server Project FAQs and Solutions

Part 1: Power BI Report Design

Part 2: ETL, Data Modeling, DAX

Part 3: Power BI Cloud, Admin

Ch 1 : POWER BI BASICS

Power BI Job Roles in Real-time
Power BI Data Analyst Job Roles
Business Analyst - Job Roles
Power BI Developer - Job Roles
Power BI for Data Scientists
Comparing MSBI and Power BI
Comparing Tableau and Power BI
MCSA 70-778, MCSA 70-779 Exam

Types of Reports in Real-World
Interactive & Paginated Reports
Analytical & Mobile Reports
Data Sources Types in Power BI
Power BI Licensing Plans - Types
Power BI Training : Lab Plan
Power BI Dev & Prod Environments

Ch 7 : POWER QUERY LEVEL 1

Power Query M Language Purpose
Power Query Architecture and ETL
Data Types, Literals and Values
Power Query Transformation Types
Table & Column Transformations
Text & Number Transformations
Date, Time and Structured Data
List, Record and Table Structures

let, source, in statements @ M Lang
Power Query Functions, Parameters
Invoke Functions, Execution Results
Get Data, Table Creations and Edit
Merge and Append Transformations
Join Kinds, Advanced Editor, Apply
ETL Operations with Power Query

Ch 13 : POWER BI CLOUD - 1

Power BI Service Architecture
Power BI Cloud Components, Use
App Workspaces, Report Publish
Reports & Related Datasets Cloud
Creating New Reports in Cloud
Report Publish and Report Uploads
Dashboards Creation and Usage
Adding Tiles to Dashboards

Pining Visuals and Report Pages
Visual Pin Actions in Dashboards
LIVE Page Interaction in Dashboard
Adding Media: Images, Custom Links
Adding Chs and Embed Links
API Data Sources, Streaming Data
Streaming Dataset Tiles (REST API)

Ch 2: BASIC REPORT DESIGN

Power BI Desktop Installation
Data Sources & Visual Types
Canvas, Visualizations and Fields
Get Data and Memory Tables
In-Memory xvelocity Database
Table and Tree Map Visuals
Format Button and Data Labels
Legend, Category and Grid

PBIX and PBIT File Formats
Visual Interaction, Data Points
Disabling Visual Interactions
Edit Interactions - Format Options
SPOTLIGHT & FOCUSMODE
CSV and PDF Exports. Tooltips
Power BI EcoSystem, Architecture

Ch 8 : POWER QUERY LEVEL 2

Query Duplicate, Query Reference
Group By and Advanced Options
Aggregations with Power Query
Transpose, Header Row Promotion
Reverse Rows and Row Count
Data Type Changes & Detection
Replace Columns: Text, NonText
Replace Nulls: Fill Up, Fill Down

PIVOT, UNPIVOT Transformations
Move Column and Split Column
Extract, Format and Numbers
Date & Time Transformations
Deriving Year, Quarter, Month, Day
Add Column : Query Expressions
Query Step Inserts and Step Edits

Ch 14 : POWER BI CLOUD - 2

Dashboards Actions,Report Actions
DataSet Actions: Create Report
Share, Metrics and Exports
Mobile View & Dashboard Themes
Q & A [Cortana] and Pin Visuals
Export, Subscribe, Subscribe
Favorite, Insights, Embed Code
Featured Dashboards and Refresh

Gateways Configuration, PBI Service
Gateway Types, Cloud Connections
Gateway Clusters, Add Data Sources
Data Refresh : Manual, Automatic
PBIEngw Service, ODG Logs, Audits
DataFlows, Power Query Expressions
Adding Entities and JSON Files

Ch 3 : Visual Sync, Grouping

Slicer Visual : Real-time Usage
Orientation, Selection Properties
Single & Multi Select, CTRL Options
Slicer : Number, Text and Date Data
Slicer List and Slicer Dropdowns
Visual Sync Limitations with Slicer
Disabling Slicers,Clear Selections

Grouping : Real-time Use, Examples
List Grouping and Binning Options
Grouping Static / Fixed Data Values
Grouping Dynamic / Changing Data
Bin Size and Bin Limits (Max, Min)
Bin Count and Grouping Options
Grouping Binned Data, Classification

Ch 9 : POWER QUERY LEVEL 3

Creating Parameters in Power Query
Parameter Data Types, Default Lists
Static/Dynamic Lists For Parameters
Removing Columns and Duplicates
Convert Tables to List Queries
Linking Parameters to Queries
Testing Parameters and PBI Canvas

Multi-Valued Parameter Lists
Creating Lists in Power Query
Converting Lists to Table Data
Advanced Edits and Parameters
Data Type Conversions, Expressions
Columns From Examples, Indexes
Conditional Columns, Expressions

Ch 15 : EXCEL & RLS

Import and Upload Options in Excel
Excel Workbooks and Dashboards
Datasets in Excel and Dashboards
Using Excel Analyzer in Power BI
Using Excel Publisher in PBI Cloud
Excel Workbooks, PINS in Power BI
Excel ODC Connections, Power Pivot

Row Level Security (RLS) with DAX
Need for RLS in Power BI Cloud
Data Modeling in Power BI Desktop
DAX Roles Creation and Testing
Adding Power BI Users to Roles
Custom Visualizations in Cloud
Histogram,Gantt Chart,Infographics

Ch 4 : Hierarchies, Filters

Creating Hierarchies in Power BI
Independent Drill-Down Options
Dependant Drill-Down Options
Conditional Drilldowns, Data Points
Drill Up Buttons and Operations
Expand & Show Next Level Options
Dynamic Data Drills Limitations
Show Data and See Records

Filters : Types and Usage in Real-time
Visual Filter, Page Filter, Report Filter
Basic, Advanced and TOP N Filters
Category and Summary Level Filters
DrillThru Filters, Drill Thru Reports
Keep All Filters" Options in DrillThru
CrossReport Filters, Include, Exclude

Ch 10 : DAX Functions - Level 1

DAX : Importance in Real-time
Real-world usage of Excel, DAX
DAX Architecture, Entity Sets
DAX Data Types, Syntax Rules
DAX Measures and Calculations
ROW Context and Filter Context
DAX Operators, Special Characters
DAX Functions, Types in Real-time

Vertipaq Engine, DAX Cheat Sheet
Creating, Using Measures with DAX
Creating, Using Columns with DAX
Quick Measures and Summaries
Validation Errors, Runtime Errors
SUM, AVERAGEX, KEEPFILTERS
Dynamic Expressions, IF in DAX

Ch 16 : Report Server, RDL

Need for Report Server in PROD
Install, Configure Report Server
Report Server DB, Temp Database
Webservice URL, Webportal URL
Creating Hybrid Cloud with Power BI
Using Power BI DesktopRS
Uploading Interactive Reports

Report Builder For Report Server
Report Builder For Power BI Cloud
Designing Paginated Reports (RDL)
Deploy to Power BI Report Server
Data Source Connections, Report
Power BI Report Server to Cloud
Tenant IDs Generation and Use
Mobile Report Publisher, Usage

Ch 5 : Bookmarks, Azure, Modeling

Drill-thru Filters, Page Navigations
Bookmarks : Real-time Usage
Bookmarks for Visual Filters
Bookmarks for Page Navigations
Selection Pane with Bookmarks
Buttons, Images with Actions
Buttons, Actions and Text URLs
Bookmarks View & Selection Pane

OLTP Databases, Big Data Sources
Azure Database Access, Reports
Import & Direct Query with Power BI
SQL Queries and Enter Data
Data Modeling : Currency, Relations
Summary, Format, Synonyms
Web View & Mobile View in PBI

Ch 11 : DAX Functions - Level 2

Data Modeling Options in DAX
Detecting Relations for DAX
Using Calculated Columns in DAX
Using Aggregated Measures in DAX
Working with Facts & Measures
Modeling : Missing Relations
Modeling : Relation Management

CALCULATE Function Conditions
CALCULATE & ALL Member Scope
RELATED & COUNTROWS in DAX
Entity Sets and Slicing in DAX
Dynamic Expressions, RETURN
Date, Time and Text Functions
Logical, Mathematical Functions
Running Total & EARLIER Function

Ch 17: MSBI Integrations

Power BI with SQL Server Source
Power BI with SQL Data Warehouse
Power BI with SSAS OLAP Server
Power BI with Azure SQL DB Source
Power BI with Azure SQL Warehouse
Power BI with Azure Analysis Server
Power BI with SSRS (RDL) Reports

Power BI Report Builder Tool
Installation & Configuration
Paginated Reports Design, Use
Data Sources, Datasets, RDL
Report Publish (RDL) to Cloud
Report Verifications, Data Sync
Interactive Vs Paginated Reports
Creating, Managing Alerts in Cloud

Ch 6 : Visualization Properties

Stacked Charts and Clustered Charts
Line Charts, Area Charts, Bar Charts
100% Stacked Bar & Column Charts
Map Visuals: Tree, Filled, Bubble
Cards, Funnel, Table, Matrix
Scatter Chart : Play Axis, Labels
Series Clusters & Selections

Waterfall Chart and ArcGIS Maps
Infographics, Icons and Labels
Color Saturation, Sentiment Colors
Column Series, Column Axis in Lines
Join Types : Round, Bevel, Miter
Shapes, Markers, Axis, Plot Area
Display Units,Data Colors,Shapes
Series, Custom Series and Legends

Ch 12 : DAX FUNCTIONS Level 3

1:1, 1:M and M:1 Relations
Connection with CSV, MS Access
AVERAGEX and AVERAGE in DAX
KEEPFILTERS and CALCUALTE
COUNTROWS, RELATED, DIVIDE
PARALLELPERIOD, DATEDADD
CALCULATE & PREVIOUSMONTH

USERELATIONSHIP, DAX Variables
TOTALYTD , TOTALQTD
DIVIDE, CALCULATE, Conditions
IF..ELSE..THEN Statement
SELECTEDVALUE, FORMAT
SUM, DATEDIFF Examples in DAX
TODAY, DATE, DAY with DAX
Time Intelligence Functions - DAX

Ch 18 : REAL-TIME PROJECT

Project Requirement Analysis
Implementing SDLC Phases
Requirement Gathering, FSA

Phase 1:

PBIX Report Design
Visualizations, Properties
Analytics and Formating

Phase 2:

Data Modeling, Power Query
Dynamic Connections, Azure DB
Parameters and M Lang Scripts

Phase 3:

DAX Requriements, Analysis
Cloud and Report Server
Project FAQs and Solutions

Module 4: Azure Data Engineer Training Content

1. Azure Fundamentals: What is Cloud? Advantages of Azure Cloud? IaaS, SaaS & PaaS. Azure Data Engineer Technologies, Job Roles. DP 200, 201 Exams Azure Account Registration and Free Trail Activation; Understanding Azure Resources and Resource Types; Creating Resource Groups in Azure Portal;
2. Azure SQL Server: Azure Resources; Resource Groups; Azure SQL Server [Logical Server] Creation; Server Name Format and Firewall Rules; Azure Services Access with Firewall; Test Connections with SSMS Tool and Azure Data Studio Tool; Creating Azure SQL Databases in Portal, T-SQL; Tables, Data Inserts;
3. Azure SQL DB Migrations: Azure SQL DB Migrations from OnPremise; Using Data Migration Assistant Tool; Migration Assessments; Deploy Schema & Migrate Data Options; Onpremise Versus Azure SQL DB Differences; Generating bacpac Files From SSMS Tool; Azure SQL DB Exports & Imports;

Mod 1: Azure Data Factory, Azure Synapse, Azure Data Share, Azure Key Vaults	Mod 2: Azure Storage, Azure Data Lake Storage, Azure Data Lake Analytics, U-SQL	Mod 3: Azure Databricks, Azure Cosmos DB, Azure Stream Analytics, NoSQL
Ch 1: Azure Data Factory, Synapse Intro Azure Data Factory (ADF) Operations Hybrid Data Ingestion, Orchestration Data Processing & Movement in ADF Data Pipelines, Flows & Wrangling Data Mashup and ETL in Azure Azure Synapse (Data Warehouse) Enterprise Warehouse with Synapse Azure Synapse (SQL Pools) Creation DWUs: Data Warehouse Units Usage Big Data Storage and Data Analytics Column Store Data in Azure Synapse Automated Tuning and Security Access, Pause/Resume with Synapse SSMS & ADS Tools Connections	Ch 11: Azure Storage Concepts Azure Storage Managed Service & Use Azure Storage Services and Types High Availability, Durability, Scalability Blob: Binary Large Object Storage General Purpose : Gen 1 and Gen 2 Blobs, File Share, Queues and Tables Data Lake Gen 2 with Azure Storage Blob - File System and Object Storage Queues: Message Store, Secured Access File Share - SMB [Server Message Block] Azure Tables - Unstructured Data Store Block Blob, Append Blob and Page Blobs HTTP & HTTPS Access to Azure Services Azure Storage Containers, End Points	Ch 21: Azure Databricks Configurations Azure Databricks: Spark Based Analytics ADB Workspace, Data Science Analytics Workspace Options, Databricks Runtime Serverless Storage, ETL and Analytics Databricks File System (DBFS) Store Notebooks: SQL, Spark, Python, Scala Apache Spark Eco System & Integrations Azure Databricks Deployment Options Databricks Units (DBU) & Workspace Network Security Group and Storage Databricks Clusters: Architecture Standard & High Concurrency Clusters Databricks Pools, Capacity: CPU, Memory Autopilot Options; Worker & Driver Nodes
Ch 2: Azure Synapse Architecture MPP - Massively Parallel Processsing Control Node and Compute Nodes Azure Storage, DMS and DWUs Round Robin, Replicate, Hash Tables Service Level Objective, Sharding Resource Classes; Gen 1 and Gen 2; Table Creation, Storage, Distribution CTAS: Create Table As Select. Indexes Distribution Types, Time Partitions Logins and Users in SQL Server Users and Roles in Synapse SQL DW Resource Classes; Blob Data Import COPY INTO Statement in T-SQL Data Monitoring Scripts with T-SQL	Ch 12: Azure Tables & Azure BLOB Azure Tables - Real-time Use, NoSQL Schema-less Design and Access Options Structured and Realtional Data Storage Tables, Entities and Properties Concepts Azure Storage Account for Table Store Azure Tables in Portal - GUI, Data Types Azure Tables using Storage Explorer Tool Query Azure Tables @ Query Builder Data Imports From Excel, CSV Files BLOB Data Imports @ T-SQL Queries SAS: Shared Access Signature CSV Uploads, Downloads, Edits, Keys Master Key Credentials, External Sources BULK INSERT Statement, Data Imports	Ch 22: Databricks Notebooks, Spark Jobs Databricks Workspace and Spark Clusters FileStore and Tables. Notebook Options Data File Uploads an Tables to DBFS Notebook Creation, Cells, Cmd Executions Python Notebooks, ETL, Data Access Data Frames Creation, Access, Analytics Reports, Graphs, Plot and Custom UI Spark Jobs with Azure Open Datasets Notebooks For Azure BLOB Data Access Remote Data @ Spark Jobs in Notebooks Parquet Files and Data Frames with Spark Select Queries on Temporary Data Views Bar Chart and Custom Reports, Analytics ADB Plots: Aggregation and Display Type
Ch 3: Azure Data Factory Architecture ADF Pipeline Design, Publish, Trigger ADF Architecture, Pipelines & ETL DIU : Data Integration Units; Concurrency Linked Service, Dataset & Activities Staging Data - Advantages and Pricing Polybase Indexes, Compression Options Mapping Data Flow, Wrangling Data Flow Pipeline Creation using Copy Data Tool Azure BLOB Storage to Synapse DB Linked Service and Datasets. Mapping Polybase; Staging, Bulk Import Options Validate, Publish Pipelines to ADF Store Pipeline Execution (Triggers), Monitoring Auto Resolving Integration Runtime (IR)	Ch 13: Azure Files, Queues & Security Azure Files - SMB Protocol, Creation Shared Access, Fully Managed, Resilency Performance, Size Requirements for Shares Azure Storage Explorer Tool for File Access Azure Queues and Message Queues Adding Messages, Queing and De-Queing Clear Queue and Messages from Explorer Azure Storage Security - Storage Keys Shared Access - Primary, Secondary Keys SAS: Shared Access Signature Generation Encryption and Data Security at REST CORS (Cross Origin Resource Sharing) Auditing Access, Network Access Rules Firewall, Advanced Threat Protection	Ch 23: Python Notebooks & Operations Databricks Notebooks, Cells and Usage Execution & Idle Contexts and Evictions Azure Databricks Notebooks Tasks Cluster Configuration Metadata Reads Notebook Schedules, Cloning, URL Path Notebook Exports and Imports; Re-use Cluster Configurations with Notebooks Python Notebooks and Magic Commands CSV Files to DBFS. Access using Python JDBC Hosts, Connection String, Access SQL Contexts & SQL DB Connections Data Imports with pyspark Assemblies Pandas Data frames in Python Notebooks Tables and Data Imports using Notebooks
Ch 4: Azure Data Lake with ADF Creating Azure Data Lake Storage Data Lake Gen 2 Hierarchial Namespace Excel Upload to Container, Data Preview Pipeline Parameters, Variables, OUT Copy Data Tool: Timeout and Schedule Secured Pipelines and Linked Services Sink Options; Colum Mapping, Triggers Azure SQL Database Loads to Synapse Azure SQL Database Tables Data Loads For Each Loops with ADF Pipelines Copy Data Tool, Pipeline Edits in ADF Task Schedules and Tumbling Window Pipeline Execution & Runs; Monitor	Ch 14: Azure Monitor, KQL, Power Shell Azure Monitor Components for Storage Metrics and Logs with Azure Storage Monitoring the Azure Storage Namespaces Adding KQL Metrics; Account, Blob and File Ingress & Egress Chart; Average Latency Request Breakdowns, Signal Logic Options Alerts, Conditions, Notifications and Emails Power Shell Commands for Azure Storage PowerShell Remoting: Scripts and cmdlets Background Jobs, Transactions & Eventing Network Transfer & Power Shell Types $ # Prefix, Resource Groups in Power Shell Creating Storage Account, Context & Files	Ch 24: Scala Notebooks, SQL Notebooks Scala Notebooks and Big Data Loads CSV Files from Databricks File System Data Source Connections with Spark Driver Classes and SQL Server Drivers Data Frames in Spark, Reading Data Display, Transformations with Spark Data Loads to Azure SQL Synapse SQL Notebooks & Data Frame, Access Python Magic Comands for Data Access Data Frame View, Testing data.take(n) SQL Context for Data Representations SQL in Notebooks: SELECT, WHERE ORDER BY, GROUP BY, TOP, LIMIT
Ch 5: On-Premise Data to Azure On-Premise Data Sources with Azure Install Self Hosted Integration Runtime Access Keys & Use. Configuration Tools Remote Linked Services in ADF & SH IR Authentication with Integration Runtime Sourc, Sink Linked Service Connections Incompatable Rows Skip, Fault Tolerance Table Mapping, Column Mapping, Errors Synapse Pool Connection with Onpremise Staged Data Copy & ETL Performance Azure Blob for Staging. Polybase Connections Management - Preview Pipeline Exectution, Run IDs, Errors	Ch 15: Azure Stream Analytics, Event Hubs Azure Stream Analytics Pattern, Realations Ingest & Analyse; Stream Analytics Jobs IoT Hub, IoT Devices; Transformations IoT, Stream Analytics Jobs Monitoring Stream Analytics Jobs: Edits, Security Streaming Units, Error Handling Test Result, Output Schema in Hubs IoT Hubs, IoT Events: Azure SQL DB Azure Stream Analytics Integration Event Hub Policies, Consumer Groups Power BI Reports from Azure Storage Shared Access Signature with Power BI Data Visualizations with Azure Storage	Ch 25: Databricks Jobs & Power BI Databricks Jobs: Creation and Usage Job, Workspace & Concurrency Limits Notebooks with and without Parameters Jobs with Default Parameter Execution Interactive and Automated Clusters Job Schedules & Manual Executions Active Jobs and Monitoring with ADB Databricks with Power BI Desktop Spark Connectors in Power BI Access Token from Azure Databricks Spark Cluster Connection: Nodes, Pools Server Host Name, Ports and HTTP Power BI Reports with Databricks
Ch 6: Incremental Loads with ADF - 1 ADF Pipelines with Stored Procedures Watermark Tables and Timestamp Columns Incremental Data Loads to Azure DW New Rows and Old Rows Indentifications Storing High Water Mark Data Stored Procedures for Timestamp Updates Azure Storage Container Incremental Loads Lookup in ADF Portal & ModifiedDate Expressions in ADF Portal for Lookup Expressions in ADF Portal for Source @activity with output Data Pipelines SQL Queries for Dataset Creation Concat Function, Run IDs For File Names ADF Pipeline Validation and Triggers	Ch 16: Azure Data Lake Storage (ADLS) Azure Data Lake Storage - Data Store LIVE Edits, Permissions & Sharing Hadoop based on Apache YARN HDFS File System , Map Reduce Authentication & Access Control Azure Data Lake Gen 1 - Deployment Encryption with Service Master Key ADLS - Pricing and Instance Details Data Explorer Tool in Azure Portal Azure Strorage Explorer Tool File Preview and Header Row Promotion Download / Rename / Access Properties Folder Upload & Download; Quick Access Cached File Access, Folder Statistics	Ch 26: Azure Cosmos DB - Architecture Azure Cosmos DB: Gloabally Distributed Multi Model Support for Big Data Turnkey Global Distribution in Cosmos Always-On, Elastic Scalability, Low Pricing SQL API, Mongo DB, Cassandra, Gremlin Table API: Real-time Applicative Uses Azure Cosmos DB and Database Concept Containers - Collection, Table & Graph Items - Document, Rows, Node and Edge Azure Cosmos DB Accounts in Portal Azure Cosmos DB with Data Explorer Creating Containers & JSON Documents Data Store and Data Access (Querying) Scaling Options for Cosmos DB & Cautions
Ch 7: Incremental Loads with ADF - 2 Incremental Load Pipeline Design in ADF Working with Azure Storage Containers Pipeline Executions, Incremental Schedules Regular Schedules & Tumbiling Windows Binay Copy, Last Modified Date in Blob Pipeline Trigger Schedules, Modifications Incompatable Rows Skips, Fault Tolerance Incremental Loads with Mutliple Tables Stored Procedures, Loops in ADF Pipelines Configure ETL Sources, Pre-Copy Scripts Using @{item() with Dyanamic Connections Table_Schema for Column Mapping Writing Expressions For Dynamic Loads Staging and Performance for ADF Loads	Ch 17: ADLS Monitoring, Alerts Azure Data Lake Monitoring and Alerts ADL Metrics, Storage Utilization Reports Reads & Writes Metrics; Charts, Metrics Data Reads, Writes, Requests - Storage Report Shares, Download to Excel, Alerts Scope, Conditions and Action Groups Email Notifications and Scope Options ADLS - Security Management and Levels ADLS Resource Levels, Folder / File Leve IP Address; Role Based Access (RBAC) Access Control Lists (ACL), IAM AD Roles POSIX - Access ACLs and Default ACLs ACL Permissions; Read, Write,; Execute Super User, RWX, Owning Users, Groups	Ch 27: Azure Cosmos DB Queries Level 1 Hierarchial JSON Documents in Cosmos Embrace SQL, Extend SQL with NoSQL Writing, Adding and Importing JSON NoSQL Query Concepts and Executions SELECT Format and Query Items Request Charge, Results and IO Reads Writes, Index, Lokup and Roundtrip JSON Document & Key Value Pairs Data Storage, Query: WHERE, SET FROM, Aliases, Geo Spatial Queries JSON Scripts to Access Sub Documents Hierarchial Data, Parent-Child Relations NoSQL: Unary and Binary Operators SELECT with IN, BETWEEN, TOP, JOIN
Ch 8: Mapping Data Flow in ADF Data Flow Task Creation in ADF Pipelines Transformation Editor and Parameters Comparing ADF Pipelines and Data Flow Debugging: ADF Managed Executions Apache Spark Clusters @ ADF Debugging Authoring Data Flow, Graph, Configuration Transformation Setting, Optimize, Inspect Conditional Split Transformation in ADF Pivot Transformation in Mapping Data Flow Pivot Column & Aggregation Functions Pivot Transformation, Pivot Settings Pivot Key Value, Enabling Null Values Pivoted Columns, Pattern, Optimize Column Prefix, Help Graphic, Metadata	Ch 18: Azure Key Vaults & ADL Analytics Azure Passwords, Keys and Certificates Azure Key Vaults - Name and Vault URI Inbuilt Managed Key, Azure Key Vault Standard & Premium Azure Key Vaults Identify Vault Name, URI: Access Points Secret Page, Key Backups & Restores Adding Keys to Azure Vaults, Types Azure Data Lake Analytics Creation Dynamic Scaling, U-SQL Implementation Azure Data Lake Storage for Data Lake Jobs Creation, Execution Environment Distibuted Runtime Environment in ADLA ADLA - On-demand Job Service in Azure Exabyte Scale and Data Lake in USQL	Ch 28: Azure Cosmos DB Queries Level 2 Data Import Tool: Installation, Usage JSON Data Imports to Azure Cosmos DB Azure Cosmos Endpoints, Access Keys NoSQL Queries on JSON Documents Writing Stored Procedures & Functions ACID Properties : Atomocity, Consistency Isolation, Durability with Procedures SP Coding, Execution with Parameter Stored Procedures for Document Uploads Procedures with Variables, getResponse() Procedure Advantages, Execution Option User Defined Functions (UDF) in Cosmos UDF Execution using Cosmos DB Scripts Dynamic Calculation & Reporting Options
Ch 9: Wrangling Data Flow in ADF Wrangling Data Flow in ADF : Advantages Power Query Online Editor for Mashup Spark Code for Cloud Scale Executions Wrangling Data For Less Formal Analytics Sources and Sinks with Wrangling DF Github Integration with ADF Repository User Defined Data Stores in GitHub Transformations in Data Wrangling Group By, Aggregate, Reordering Pivot, Aggregations in Power Query ADF Data Types & ADF Pipeline Store Heterogenous Sources in Power Query ADF Publish, GitHub Store Differences	Ch 19: Data Lake Analytics, U-SQL 1 Azure Data Lake Analytics : Advantages USQL - Big Data Processing Language Azure Portal and Visual Studio Access Aggregate, Analytical, Ranking Functions U-SQL Catalog : Databases and Objects Rowsets, Types and USQL Expressions Azure U-SQL Jobs For Data Insertions U-SQL Jobs for Storage, Retreival SELECT, EXTRACT & OUTPUT Clauses USING, Outputters, Extractors Classes Script Execution, Job Graph, Diagnosis AU Allocation, Analysis for Job Execution Script Reuse. CSC, User & System Errors	Ch 29: Azure Notebooks, Azure Functions Azure Notebooks, Serverles Deployment Azure Cosmos Notebooks, Advantages Jupyter Notebook: Implementation, Usage Pandas DataFrame with Python Scripts Understanding Notebook and Cells Python Script for Azure Cosmos DB Python Script for Data Import & Report Azure Functions: Creation and Apps Azure Functions @ Cosmos DB Triggers Azure Function App Service Plans Serverless Components, Azure Insight Azure Cosmos DB Monitoring, Logs Azure Monitor Workbooks, Timelines
Ch 10: ADF : End to End Implementation Azure Data Share: Configuration & Use Azure Data Share: PaaS for ADF Shares Importing BACPAC Files into Azure Azure SQL DB: Data Lake Storage Gen 2 Data Filters, Aggregations, Joins in ADF Spark Clusters for DataFlow Debugging Multi Leve Data Flows in ADF Pipeline Data Loads to Azure Synapse from ADLS Data Load Settings and Optimization ADF Pipeline Debugging, Publish in ADF Data Shares with Azure Synapse Tables Data Ingestion, Consumption with Synapse Recipients and Azure AD Users, Accounts Run IDs, Monitoring, Cost Analysis, Metrics	Ch 20: Data Lake Analytics, U-SQL 2 U - SQL Operations with Visual Studio Script.usql, Executions & Job Graphs ADLA Account & Local Job Executions Metadata, State History & AU Analysis Working with TSV Data Sources in ADLS Extract, Format, Data Loads with U-SQL Adding New Columns to Files with U-SQL ADLA Jobs For Create Databases, Tables ADLA Managed Tables & External Tables Create Tables from Query Rowset Option Clone & Copy Tables using U-SQL Jobs Hash Distributed Tables, Clustered Index TVF - Table Valued Functions, Retreival SELECT, TOP, FETCH & ROW_NUMBER	Ch 30: Azure Cosmos Admin, Power BI Azure Cosmos DB: Conistency Levels Bounded Staleness and Consistent Prefix Eventual & Synchronizations with Cosmos Azure Cosmos: Backup Retention, Restores IAM: Identity Access Management, Azure AD Owner Role, Contributor & Reader Roles Cosmos Backup Operator, Account Reader Global Distribution Strategies, BCDR Data Replication and High Availability Multi Region Writes and Data Access Azure Cosmos Database Cost Calculations Availability Zones, Automated Failvoer Azure Cosmos Database Management Workloads and Multi Region Writes
Real-time Project @ Ecommerce Domain: Includes On-Premise Migrations with bac Files, Azure Storage Compoments, Azure Data Ingestions using Azure Data Factory; Big Data Storage with Azure Synapse and Azure Cosmos Database; Big Data Analytics using Azure Databricks and Azure Stream Analytics. This Real-time Project also includes End User Reporting with Power BI. Additionally includes Resume Support and DP 200, DP 201 Certification Guidance.

Mod 1: Azure Data Factory, Azure Synapse, Azure Data Share, Azure Key Vaults

Mod 2: Azure Storage, Azure Data Lake Storage, Azure Data Lake Analytics, U-SQL

Mod 3: Azure Databricks, Azure Cosmos DB, Azure Stream Analytics, NoSQL

Ch 1: Azure Data Factory, Synapse Intro

Azure Data Factory (ADF) Operations
Hybrid Data Ingestion, Orchestration
Data Processing & Movement in ADF
Data Pipelines, Flows & Wrangling
Data Mashup and ETL in Azure
Azure Synapse (Data Warehouse)
Enterprise Warehouse with Synapse

Azure Synapse (SQL Pools) Creation
DWUs: Data Warehouse Units Usage
Big Data Storage and Data Analytics
Column Store Data in Azure Synapse
Automated Tuning and Security
Access, Pause/Resume with Synapse
SSMS & ADS Tools Connections

Ch 11: Azure Storage Concepts

Azure Storage Managed Service & Use
Azure Storage Services and Types
High Availability, Durability, Scalability
Blob: Binary Large Object Storage
General Purpose : Gen 1 and Gen 2
Blobs, File Share, Queues and Tables
Data Lake Gen 2 with Azure Storage

Blob - File System and Object Storage
Queues: Message Store, Secured Access
File Share - SMB [Server Message Block]
Azure Tables - Unstructured Data Store
Block Blob, Append Blob and Page Blobs
HTTP & HTTPS Access to Azure Services
Azure Storage Containers, End Points

Ch 21: Azure Databricks Configurations

Azure Databricks: Spark Based Analytics
ADB Workspace, Data Science Analytics
Workspace Options, Databricks Runtime
Serverless Storage, ETL and Analytics
Databricks File System (DBFS) Store
Notebooks: SQL, Spark, Python, Scala
Apache Spark Eco System & Integrations

Azure Databricks Deployment Options
Databricks Units (DBU) & Workspace
Network Security Group and Storage
Databricks Clusters: Architecture
Standard & High Concurrency Clusters
Databricks Pools, Capacity: CPU, Memory
Autopilot Options; Worker & Driver Nodes

Ch 2: Azure Synapse Architecture

MPP - Massively Parallel Processsing
Control Node and Compute Nodes
Azure Storage, DMS and DWUs
Round Robin, Replicate, Hash Tables
Service Level Objective, Sharding
Resource Classes; Gen 1 and Gen 2;
Table Creation, Storage, Distribution

CTAS: Create Table As Select. Indexes
Distribution Types, Time Partitions
Logins and Users in SQL Server
Users and Roles in Synapse SQL DW
Resource Classes; Blob Data Import
COPY INTO Statement in T-SQL
Data Monitoring Scripts with T-SQL

Ch 12: Azure Tables & Azure BLOB

Azure Tables - Real-time Use, NoSQL
Schema-less Design and Access Options
Structured and Realtional Data Storage
Tables, Entities and Properties Concepts
Azure Storage Account for Table Store
Azure Tables in Portal - GUI, Data Types
Azure Tables using Storage Explorer Tool

Query Azure Tables @ Query Builder
Data Imports From Excel, CSV Files
BLOB Data Imports @ T-SQL Queries
SAS: Shared Access Signature
CSV Uploads, Downloads, Edits, Keys
Master Key Credentials, External Sources
BULK INSERT Statement, Data Imports

Ch 22: Databricks Notebooks, Spark Jobs

Databricks Workspace and Spark Clusters
FileStore and Tables. Notebook Options
Data File Uploads an Tables to DBFS
Notebook Creation, Cells, Cmd Executions
Python Notebooks, ETL, Data Access
Data Frames Creation, Access, Analytics
Reports, Graphs, Plot and Custom UI

Spark Jobs with Azure Open Datasets
Notebooks For Azure BLOB Data Access
Remote Data @ Spark Jobs in Notebooks
Parquet Files and Data Frames with Spark
Select Queries on Temporary Data Views
Bar Chart and Custom Reports, Analytics
ADB Plots: Aggregation and Display Type

Ch 3: Azure Data Factory Architecture

ADF Pipeline Design, Publish, Trigger
ADF Architecture, Pipelines & ETL
DIU : Data Integration Units; Concurrency
Linked Service, Dataset & Activities
Staging Data - Advantages and Pricing
Polybase Indexes, Compression Options
Mapping Data Flow, Wrangling Data Flow

Pipeline Creation using Copy Data Tool
Azure BLOB Storage to Synapse DB
Linked Service and Datasets. Mapping
Polybase; Staging, Bulk Import Options
Validate, Publish Pipelines to ADF Store
Pipeline Execution (Triggers), Monitoring
Auto Resolving Integration Runtime (IR)

Ch 13: Azure Files, Queues & Security

Azure Files - SMB Protocol, Creation
Shared Access, Fully Managed, Resilency
Performance, Size Requirements for Shares
Azure Storage Explorer Tool for File Access
Azure Queues and Message Queues
Adding Messages, Queing and De-Queing
Clear Queue and Messages from Explorer

Azure Storage Security - Storage Keys
Shared Access - Primary, Secondary Keys
SAS: Shared Access Signature Generation
Encryption and Data Security at REST
CORS (Cross Origin Resource Sharing)
Auditing Access, Network Access Rules
Firewall, Advanced Threat Protection

Ch 23: Python Notebooks & Operations

Databricks Notebooks, Cells and Usage
Execution & Idle Contexts and Evictions
Azure Databricks Notebooks Tasks
Cluster Configuration Metadata Reads
Notebook Schedules, Cloning, URL Path
Notebook Exports and Imports; Re-use
Cluster Configurations with Notebooks

Python Notebooks and Magic Commands
CSV Files to DBFS. Access using Python
JDBC Hosts, Connection String, Access
SQL Contexts & SQL DB Connections
Data Imports with pyspark Assemblies
Pandas Data frames in Python Notebooks
Tables and Data Imports using Notebooks

Ch 4: Azure Data Lake with ADF

Creating Azure Data Lake Storage
Data Lake Gen 2 Hierarchial Namespace
Excel Upload to Container, Data Preview
Pipeline Parameters, Variables, OUT
Copy Data Tool: Timeout and Schedule
Secured Pipelines and Linked Services
Sink Options; Colum Mapping, Triggers

Azure SQL Database Loads to Synapse
Azure SQL Database Tables Data Loads
For Each Loops with ADF Pipelines
Copy Data Tool, Pipeline Edits in ADF
Task Schedules and Tumbling Window
Pipeline Execution & Runs; Monitor

Ch 14: Azure Monitor, KQL, Power Shell

Azure Monitor Components for Storage
Metrics and Logs with Azure Storage
Monitoring the Azure Storage Namespaces
Adding KQL Metrics; Account, Blob and File
Ingress & Egress Chart; Average Latency
Request Breakdowns, Signal Logic Options
Alerts, Conditions, Notifications and Emails

Power Shell Commands for Azure Storage
PowerShell Remoting: Scripts and cmdlets
Background Jobs, Transactions & Eventing
Network Transfer & Power Shell Types
$ # Prefix, Resource Groups in Power Shell
Creating Storage Account, Context & Files

Ch 24: Scala Notebooks, SQL Notebooks

Scala Notebooks and Big Data Loads
CSV Files from Databricks File System
Data Source Connections with Spark
Driver Classes and SQL Server Drivers
Data Frames in Spark, Reading Data
Display, Transformations with Spark
Data Loads to Azure SQL Synapse

SQL Notebooks & Data Frame, Access
Python Magic Comands for Data Access
Data Frame View, Testing data.take(n)
SQL Context for Data Representations
SQL in Notebooks: SELECT, WHERE
ORDER BY, GROUP BY, TOP, LIMIT

Ch 5: On-Premise Data to Azure

On-Premise Data Sources with Azure
Install Self Hosted Integration Runtime
Access Keys & Use. Configuration Tools
Remote Linked Services in ADF & SH IR
Authentication with Integration Runtime
Sourc, Sink Linked Service Connections
Incompatable Rows Skip, Fault Tolerance

Table Mapping, Column Mapping, Errors
Synapse Pool Connection with Onpremise
Staged Data Copy & ETL Performance
Azure Blob for Staging. Polybase
Connections Management - Preview
Pipeline Exectution, Run IDs, Errors

Ch 15: Azure Stream Analytics, Event Hubs

Azure Stream Analytics Pattern, Realations
Ingest & Analyse; Stream Analytics Jobs
IoT Hub, IoT Devices; Transformations
IoT, Stream Analytics Jobs Monitoring
Stream Analytics Jobs: Edits, Security
Streaming Units, Error Handling
Test Result, Output Schema in Hubs

IoT Hubs, IoT Events: Azure SQL DB
Azure Stream Analytics Integration
Event Hub Policies, Consumer Groups
Power BI Reports from Azure Storage
Shared Access Signature with Power BI
Data Visualizations with Azure Storage

Ch 25: Databricks Jobs & Power BI

Databricks Jobs: Creation and Usage
Job, Workspace & Concurrency Limits
Notebooks with and without Parameters
Jobs with Default Parameter Execution
Interactive and Automated Clusters
Job Schedules & Manual Executions
Active Jobs and Monitoring with ADB

Databricks with Power BI Desktop
Spark Connectors in Power BI
Access Token from Azure Databricks
Spark Cluster Connection: Nodes, Pools
Server Host Name, Ports and HTTP
Power BI Reports with Databricks

Ch 6: Incremental Loads with ADF - 1

ADF Pipelines with Stored Procedures
Watermark Tables and Timestamp Columns
Incremental Data Loads to Azure DW
New Rows and Old Rows Indentifications
Storing High Water Mark Data
Stored Procedures for Timestamp Updates
Azure Storage Container Incremental Loads

Lookup in ADF Portal & ModifiedDate
Expressions in ADF Portal for Lookup
Expressions in ADF Portal for Source
@activity with output Data Pipelines
SQL Queries for Dataset Creation
Concat Function, Run IDs For File Names
ADF Pipeline Validation and Triggers

Ch 16: Azure Data Lake Storage (ADLS)

Azure Data Lake Storage - Data Store
LIVE Edits, Permissions & Sharing
Hadoop based on Apache YARN
HDFS File System , Map Reduce
Authentication & Access Control
Azure Data Lake Gen 1 - Deployment
Encryption with Service Master Key

ADLS - Pricing and Instance Details
Data Explorer Tool in Azure Portal
Azure Strorage Explorer Tool
File Preview and Header Row Promotion
Download / Rename / Access Properties
Folder Upload & Download; Quick Access
Cached File Access, Folder Statistics

Ch 26: Azure Cosmos DB - Architecture

Azure Cosmos DB: Gloabally Distributed
Multi Model Support for Big Data
Turnkey Global Distribution in Cosmos
Always-On, Elastic Scalability, Low Pricing
SQL API, Mongo DB, Cassandra, Gremlin
Table API: Real-time Applicative Uses
Azure Cosmos DB and Database Concept

Containers - Collection, Table & Graph
Items - Document, Rows, Node and Edge
Azure Cosmos DB Accounts in Portal
Azure Cosmos DB with Data Explorer
Creating Containers & JSON Documents
Data Store and Data Access (Querying)
Scaling Options for Cosmos DB & Cautions

Ch 7: Incremental Loads with ADF - 2

Incremental Load Pipeline Design in ADF
Working with Azure Storage Containers
Pipeline Executions, Incremental Schedules
Regular Schedules & Tumbiling Windows
Binay Copy, Last Modified Date in Blob
Pipeline Trigger Schedules, Modifications
Incompatable Rows Skips, Fault Tolerance

Incremental Loads with Mutliple Tables
Stored Procedures, Loops in ADF Pipelines
Configure ETL Sources, Pre-Copy Scripts
Using @{item() with Dyanamic Connections
Table_Schema for Column Mapping
Writing Expressions For Dynamic Loads
Staging and Performance for ADF Loads

Ch 17: ADLS Monitoring, Alerts

Azure Data Lake Monitoring and Alerts
ADL Metrics, Storage Utilization Reports
Reads & Writes Metrics; Charts, Metrics
Data Reads, Writes, Requests - Storage
Report Shares, Download to Excel, Alerts
Scope, Conditions and Action Groups
Email Notifications and Scope Options

ADLS - Security Management and Levels
ADLS Resource Levels, Folder / File Leve
IP Address; Role Based Access (RBAC)
Access Control Lists (ACL), IAM AD Roles
POSIX - Access ACLs and Default ACLs
ACL Permissions; Read, Write,; Execute
Super User, RWX, Owning Users, Groups

Ch 27: Azure Cosmos DB Queries Level 1

Hierarchial JSON Documents in Cosmos
Embrace SQL, Extend SQL with NoSQL
Writing, Adding and Importing JSON
NoSQL Query Concepts and Executions
SELECT Format and Query Items
Request Charge, Results and IO Reads
Writes, Index, Lokup and Roundtrip

JSON Document & Key Value Pairs
Data Storage, Query: WHERE, SET
FROM, Aliases, Geo Spatial Queries
JSON Scripts to Access Sub Documents
Hierarchial Data, Parent-Child Relations
NoSQL: Unary and Binary Operators
SELECT with IN, BETWEEN, TOP, JOIN

Ch 8: Mapping Data Flow in ADF

Data Flow Task Creation in ADF Pipelines
Transformation Editor and Parameters
Comparing ADF Pipelines and Data Flow
Debugging: ADF Managed Executions
Apache Spark Clusters @ ADF Debugging
Authoring Data Flow, Graph, Configuration
Transformation Setting, Optimize, Inspect

Conditional Split Transformation in ADF
Pivot Transformation in Mapping Data Flow
Pivot Column & Aggregation Functions
Pivot Transformation, Pivot Settings
Pivot Key Value, Enabling Null Values
Pivoted Columns, Pattern, Optimize
Column Prefix, Help Graphic, Metadata

Ch 18: Azure Key Vaults & ADL Analytics

Azure Passwords, Keys and Certificates
Azure Key Vaults - Name and Vault URI
Inbuilt Managed Key, Azure Key Vault
Standard & Premium Azure Key Vaults
Identify Vault Name, URI: Access Points
Secret Page, Key Backups & Restores
Adding Keys to Azure Vaults, Types

Azure Data Lake Analytics Creation
Dynamic Scaling, U-SQL Implementation
Azure Data Lake Storage for Data Lake
Jobs Creation, Execution Environment
Distibuted Runtime Environment in ADLA
ADLA - On-demand Job Service in Azure
Exabyte Scale and Data Lake in USQL

Ch 28: Azure Cosmos DB Queries Level 2

Data Import Tool: Installation, Usage
JSON Data Imports to Azure Cosmos DB
Azure Cosmos Endpoints, Access Keys
NoSQL Queries on JSON Documents
Writing Stored Procedures & Functions
ACID Properties : Atomocity, Consistency
Isolation, Durability with Procedures

SP Coding, Execution with Parameter
Stored Procedures for Document Uploads
Procedures with Variables, getResponse()
Procedure Advantages, Execution Option
User Defined Functions (UDF) in Cosmos
UDF Execution using Cosmos DB Scripts
Dynamic Calculation & Reporting Options

Ch 9: Wrangling Data Flow in ADF

Wrangling Data Flow in ADF : Advantages
Power Query Online Editor for Mashup
Spark Code for Cloud Scale Executions
Wrangling Data For Less Formal Analytics
Sources and Sinks with Wrangling DF
Github Integration with ADF Repository
User Defined Data Stores in GitHub

Transformations in Data Wrangling
Group By, Aggregate, Reordering
Pivot, Aggregations in Power Query
ADF Data Types & ADF Pipeline Store
Heterogenous Sources in Power Query
ADF Publish, GitHub Store Differences

Ch 19: Data Lake Analytics, U-SQL 1

Azure Data Lake Analytics : Advantages
USQL - Big Data Processing Language
Azure Portal and Visual Studio Access
Aggregate, Analytical, Ranking Functions
U-SQL Catalog : Databases and Objects
Rowsets, Types and USQL Expressions
Azure U-SQL Jobs For Data Insertions

U-SQL Jobs for Storage, Retreival
SELECT, EXTRACT & OUTPUT Clauses
USING, Outputters, Extractors Classes
Script Execution, Job Graph, Diagnosis
AU Allocation, Analysis for Job Execution
Script Reuse. CSC, User & System Errors

Ch 29: Azure Notebooks, Azure Functions

Azure Notebooks, Serverles Deployment
Azure Cosmos Notebooks, Advantages
Jupyter Notebook: Implementation, Usage
Pandas DataFrame with Python Scripts
Understanding Notebook and Cells
Python Script for Azure Cosmos DB
Python Script for Data Import & Report

Azure Functions: Creation and Apps
Azure Functions @ Cosmos DB Triggers
Azure Function App Service Plans
Serverless Components, Azure Insight
Azure Cosmos DB Monitoring, Logs
Azure Monitor Workbooks, Timelines

Ch 10: ADF : End to End Implementation

Azure Data Share: Configuration & Use
Azure Data Share: PaaS for ADF Shares
Importing BACPAC Files into Azure
Azure SQL DB: Data Lake Storage Gen 2
Data Filters, Aggregations, Joins in ADF
Spark Clusters for DataFlow Debugging
Multi Leve Data Flows in ADF Pipeline

Data Loads to Azure Synapse from ADLS
Data Load Settings and Optimization
ADF Pipeline Debugging, Publish in ADF
Data Shares with Azure Synapse Tables
Data Ingestion, Consumption with Synapse
Recipients and Azure AD Users, Accounts
Run IDs, Monitoring, Cost Analysis, Metrics

Ch 20: Data Lake Analytics, U-SQL 2

U - SQL Operations with Visual Studio
Script.usql, Executions & Job Graphs
ADLA Account & Local Job Executions
Metadata, State History & AU Analysis
Working with TSV Data Sources in ADLS
Extract, Format, Data Loads with U-SQL
Adding New Columns to Files with U-SQL

ADLA Jobs For Create Databases, Tables
ADLA Managed Tables & External Tables
Create Tables from Query Rowset Option
Clone & Copy Tables using U-SQL Jobs
Hash Distributed Tables, Clustered Index
TVF - Table Valued Functions, Retreival
SELECT, TOP, FETCH & ROW_NUMBER

Ch 30: Azure Cosmos Admin, Power BI

Azure Cosmos DB: Conistency Levels
Bounded Staleness and Consistent Prefix
Eventual & Synchronizations with Cosmos
Azure Cosmos: Backup Retention, Restores
IAM: Identity Access Management, Azure AD
Owner Role, Contributor & Reader Roles
Cosmos Backup Operator, Account Reader

Global Distribution Strategies, BCDR
Data Replication and High Availability
Multi Region Writes and Data Access
Azure Cosmos Database Cost Calculations
Availability Zones, Automated Failvoer
Azure Cosmos Database Management
Workloads and Multi Region Writes

Real-time Project @ Ecommerce Domain: Includes On-Premise Migrations with bac Files, Azure Storage Compoments, Azure Data Ingestions using Azure Data Factory; Big Data Storage with Azure Synapse and Azure Cosmos Database; Big Data Analytics using Azure Databricks and Azure Stream Analytics. This Real-time Project also includes End User Reporting with Power BI. Additionally includes Resume Support and DP 200, DP 201 Certification Guidance.

Module 5: BI Implementations in Azure

Azure SSIS	Azure Analysis Services	Power BI Embedded
SSIS Package Executions in Azure with ADF Azure SSIS and Catalog Database with ADF SSIS Feature Pack for Azure in SSDT Using Azure Blob & Data Lake Storage in SSIS Using Azure SQL Database, Synapse in SSIS Azure Synapse Connections for Incremental Loads Provision Azure SSIS IR in Data Factory File System Deployments with Data Factory Using Azure SSIS Component with SSDT SSIS Packages Migrations to Azure SSISDB File System Deployments with Data Factory Project Deployments, Package Deployments ISPAC Files with Azure SSISDB; Security Deploy to Azure SSISDB; Lift & Shift of SSISDB Fast Loads, Rows Per batch Calculations Deploy to Azure SSISDB, Execution Tests Managing SSIS Packages in Azure, ADF Monitoring Azure Cosmos and Data Lake Storage in ADF Azure Synapse Connections for Incremental Loads Provision Azure SSIS IR in Data Factory Project Deployments, Package Deployments	Azure Analysis Services (PaaS) Configurations AS Azure Analysis Vs On-Premise SSAS Azure Blob Server Side Encryptions Azure Analysis Services Data Models Developer, Basic and Standard Tiers Compatibility Levels & Version Support Active Directory - Universal with MFA In-Memory Vertipaq Databases Usage End to End Implementation of AAS Tabular Mode Deployments with AAS MDX Queries and Cube Browser in SSMS Cube Design (Tabular) in On-Premise; SQL Server Analysis Services Models On-Premise Deployments to MSBI - SSAS Cube Connections and Tests from SSMS Importing Data Models in SSDT Tool Model and Process All Options in SSDT Deployment from SSDT to Azure AS ADAL Caching Options from SSDT On-Premise SSAS, Azure Analysis Migration Enabling Backup Options in Azure AS Creating and Storage Containers On-Premise Data Backups into ABF Upload ABF Files to Azure Restoring ABF Files From Azure AS Azure Analysis Backups and Restores Azure SQL Daabase Sources for Azure Analysis Azure Synapse Sources for Azure Analysis	Need for Power BI Embedded and Azure Platform Independent Software Vendors (ISV) PaaS Solution for Power BI in Azure, Configuration SaaS Solution for Power BI with Premium Account Pay as you Go versus Monthly Subscriptions Using Azure Portal and Power BI Desktop UI Creating Power BI Embedded Capacities Azure Configuraton, Access Options. Visualizations Capacity Administrators and Pricing Tiers Power BI Embedded in Azure and Office Azure Active Directory Tenant Setup, Power BI Pro Embedded Development Analysitcs Environment Azure Active Directory (AAD) : App Registration Native Apps and Server Side Web Applications Workspace Creation and Realt-time Usage Server Principal and Security Settings, URL Access Create & Publish Reports in Power BI Embedded Power BI Embeeding within Applications (.NET) Microsoft Rest Token Credentials and Use Creating Dedicated Capacities and Nodes Development Testing Options with Embedded Workspace Assisgnment to Capacities Organizational Embeds and Secure Tenants End to End Implementation with Power BI Firewall Settings, Power BI Access Metrics : Memory & CPU Usage Reports Azure Security Management Options Owner, Contributor, RBAC in Azure AD