SlideShare a Scribd company logo
1 of 51
Data Integrity Demystified
Deborah Melkin
sheher
March 10, 2021
About Me
• 20 years as a DBA
• Mainly work with SQL Server
• Mainly work with OLTP but have worked with some data marts.
• NESQL Board Member
• SQL SaturdayUser Group Speaker
• IDERA ACE Class of 2020
• Speaker Idol Winner 2019
• Microsoft MVP – Data Platform
Random facts:
Agenda
• Setting the Foundation
• Designing for the Data
• Data Integrity & Performance
Let’s Define “Integrity”
“Integrity”
https://www.merriam-webster.com/dictionary/integrity
“Data Integrity”
…the maintenance of, and the assurance of, the
accuracy and consistency of data over its entire life-
cycle, and is a critical aspect to the design,
implementation and usage of any system which
stores, processes, or retrieves data.…
https://en.wikipedia.org/wiki/Data_integrity
What Does It Mean???
?
?
?
?
?
? ?
Why Does This Matter?
• “Garbage In – Garbage Out”
• Trust of data
• Not independent of other data
• Accessed by multiple sources
• Solve problems before they happen
Setting the Foundation…
Data Storage & Data Engines
• Relational Database
• NoSQL Database
• Data Lake
• Excel
• Text File
• etc….
Naming Conventions
• Capitalization and punctuation
• Character limits
• Singular or Plural table name
• TLA (three letter aliases) or other prefixes
• Schemas
Naming Convention Examples
Foundations Create Integrity By…
• Defining the structure of the data
• Understanding the type of data at the start
• Looking at names to easily understand what
the data represents by
• Creating consistency and a structure to the
definitions used in the database
Designing for the Data…
Different Types of Integrity
• Entity Integrity
– About the table (entity)
• Referential Integrity
– About the relationships between tablesentities
• Domain Integrity
– About the column (attribute)
Entity Integrity
Relational Database Design
• Normal Form vs. Star Schema
• Determines how to group the different
pieces of data in a logical way
• Provides additional meaning based on the
column’s “role” on the table
Primary Key Constraint
• Column or combination of columns that
define the uniqueness of each record of the
table
• All columns must be NOT NULL
• Only 1 primary key per table
• Logical vs Physical
Tip: Identify Primary Key Column(s)
Ask the following question:
What does this table hold using 1 or 2
sentences?
Surrogate Primary Key
https://www.merriam-webster.com/dictionary/surrogate
Do Surrogate PKs Create Integrity?
They Don’t!
Do Surrogate PKs Create Integrity?
“If you stand for nothing, you will fall for anything.”
If your surrogate primary key stands for
nothing,
your data integrity will “fall.”
Unique Key Constraint
• Column or combinations of columns that
create a unique set in addition to the Primary
Key.
• Not as strict as Primary Key – allows for NULL
columns.
• Can have multiple unique combinations.
Unique Key Constraint (cont’d)
• Difference between a Unique Key and a
Unique Index:
• Use of filtered indexes
• Use of included columns
What does Entity Integrity do?
• Defines the relationship between…
• the columns on the table
• the tables themselves
• Creates a clear definition of what each record
is about
What does Entity Integrity do?
• Creates all of the alternate primary key
combinations or the logical primary key in case
of a surrogate primary key
• Enforces additional business rules
Referential Integrity
Foreign Key Constraint
• Creates relationship between two tables
• Ensures that the value in the field exists in
the referenced table
• Can define actions that occur when the
referenced column is changed or the row is
removed
Foreign Key Example
Need to add a
“Discontinued”
column
What does Referential Integrity do?
• Ensures that data that is related to other
tables is valid
• Defines rules for handling changes with the
referenced column to maintain the data
integrity
Domain Integrity
Data Types
• Sets the type of data we are dealing with
• Creates constraints on the data goes inside
the attribute
• Can guarantee valid data
Data Types
NOT NULL
• NULL is the absence of a value
• Sets the requirement as to whether the
attribute must have a value
• ‘’ (empty string) <> NULL
NOT NULL
Default Constraint
• Set the value for a column if the value for the
column is not specified
• Ignored if the value is specified as NULL
• Applies to Inserts or Foreign Key with SET
DEFAULT
Check Constraint
• Creates restrictions on the data that goes in
the column
• Ensuring the data in the field matches a given
criteria
• Can be created on the column or table level
• Table level means that multiple columns can be
checked at once
What Does Domain Integrity Do?
• Defines the type of data expected for each
column
• Ensures the data in the column matches what
should be there
• Sets whether the field is required to have a
value
What Does Domain Integrity Do?
• Establishes the common known value for the
field when the record is first inserted
• Ensures that only the values that we expect
to find in the column (or table) are there
• Eliminates a way for bad data to get in our
tables
Data Integrity &
Performance
Clustered Index: Integrity or
Performance
Clustered index defines the order of how the
data in the table is physically stored.
Integrity Performanc
e
Integrity and the Query Optimizer
• NOT NULL
• Primary Key Constraints
• Unique Constraints
• Foreign Key Constraints
• Check Constraints
Data Types Performance
• Database size bloat
• Memory Grant
• Implicit Conversions
Demos!
Parting Thoughts…
Is Data Integrity 100% Achievable?
No!
• But it is worthwhile to figure out what is
needed to create true data integrity to better
understand and work with your data.
Remember this?
?
?
?
?
?
? ?
So What Did It Stand for?
References
• https://docs.microsoft.com/en-us/sql/relational-
databases/tables/unique-constraints-and-check-
constraints?view=sql-server-ver15
• https://littlekendra.com/2016/09/08/unique-constraints-
vs-unique-indexes/
References (cont’d)
• https://debthedba.wordpress.com/2018/10/31/how-i-
really-feel-about-surrogate-primary-keys/
• https://www.scarydba.com/2015/09/09/yes-foreign-
keys-help-performance/
• https://www.sqlservercentral.com/articles/trust-or-
verify-%E2%80%93-how-fks-can-or-cannot-help-
performance
Thank you for Coming!
Email: dgmelkin@gmail.com
Twitter: @dgmelkin
Blog: DebtheDBA.wordpress.com
GitHub: https://tinyurl.com/y5dpvue2

More Related Content

What's hot

SQL Server R Services: What Every SQL Professional Should Know
SQL Server R Services: What Every SQL Professional Should KnowSQL Server R Services: What Every SQL Professional Should Know
SQL Server R Services: What Every SQL Professional Should KnowBob Ward
 
Using extended events for troubleshooting sql server
Using extended events for troubleshooting sql serverUsing extended events for troubleshooting sql server
Using extended events for troubleshooting sql serverAntonios Chatzipavlis
 
Sql vs NO-SQL database differences explained
Sql vs NO-SQL database differences explainedSql vs NO-SQL database differences explained
Sql vs NO-SQL database differences explainedSatya Pal
 
Enhancements that will make your sql database roar sp1 edition sql bits 2017
Enhancements that will make your sql database roar sp1 edition sql bits 2017Enhancements that will make your sql database roar sp1 edition sql bits 2017
Enhancements that will make your sql database roar sp1 edition sql bits 2017Bob Ward
 
Scalable relational database with SQL Azure
Scalable relational database with SQL AzureScalable relational database with SQL Azure
Scalable relational database with SQL AzureShy Engelberg
 
Stretch Database
Stretch DatabaseStretch Database
Stretch DatabaseSolidQ
 
Brk3043 azure sql db intelligent cloud database for app developers - wash dc
Brk3043 azure sql db   intelligent cloud database for app developers - wash dcBrk3043 azure sql db   intelligent cloud database for app developers - wash dc
Brk3043 azure sql db intelligent cloud database for app developers - wash dcBob Ward
 
SQL Server 2017 Enhancements You Need To Know
SQL Server 2017 Enhancements You Need To KnowSQL Server 2017 Enhancements You Need To Know
SQL Server 2017 Enhancements You Need To KnowQuest
 
SQL Server 2016 New Features and Enhancements
SQL Server 2016 New Features and EnhancementsSQL Server 2016 New Features and Enhancements
SQL Server 2016 New Features and EnhancementsJohn Martin
 
SQL Server 2016 novelties
SQL Server 2016 noveltiesSQL Server 2016 novelties
SQL Server 2016 noveltiesMSDEVMTL
 
Application Development with Apache Cassandra as a Service
Application Development with Apache Cassandra as a ServiceApplication Development with Apache Cassandra as a Service
Application Development with Apache Cassandra as a ServiceWSO2
 
SQL Server 2016: Just a Few of Our DBA's Favorite Things
SQL Server 2016: Just a Few of Our DBA's Favorite ThingsSQL Server 2016: Just a Few of Our DBA's Favorite Things
SQL Server 2016: Just a Few of Our DBA's Favorite ThingsHostway|HOSTING
 
Sql server hybrid what every sql professional should know
Sql server hybrid what every sql professional should knowSql server hybrid what every sql professional should know
Sql server hybrid what every sql professional should knowBob Ward
 
Getting started with postgresql
Getting started with postgresqlGetting started with postgresql
Getting started with postgresqlbotsplash.com
 
Cassandra Community Webinar: From Mongo to Cassandra, Architectural Lessons
Cassandra Community Webinar: From Mongo to Cassandra, Architectural LessonsCassandra Community Webinar: From Mongo to Cassandra, Architectural Lessons
Cassandra Community Webinar: From Mongo to Cassandra, Architectural LessonsDataStax
 

What's hot (20)

SQL Server R Services: What Every SQL Professional Should Know
SQL Server R Services: What Every SQL Professional Should KnowSQL Server R Services: What Every SQL Professional Should Know
SQL Server R Services: What Every SQL Professional Should Know
 
Using extended events for troubleshooting sql server
Using extended events for troubleshooting sql serverUsing extended events for troubleshooting sql server
Using extended events for troubleshooting sql server
 
Sql vs NO-SQL database differences explained
Sql vs NO-SQL database differences explainedSql vs NO-SQL database differences explained
Sql vs NO-SQL database differences explained
 
SQL & NoSQL
SQL & NoSQLSQL & NoSQL
SQL & NoSQL
 
Enhancements that will make your sql database roar sp1 edition sql bits 2017
Enhancements that will make your sql database roar sp1 edition sql bits 2017Enhancements that will make your sql database roar sp1 edition sql bits 2017
Enhancements that will make your sql database roar sp1 edition sql bits 2017
 
Scalable relational database with SQL Azure
Scalable relational database with SQL AzureScalable relational database with SQL Azure
Scalable relational database with SQL Azure
 
SQL vs. NoSQL
SQL vs. NoSQLSQL vs. NoSQL
SQL vs. NoSQL
 
Stretch Database
Stretch DatabaseStretch Database
Stretch Database
 
Brk3043 azure sql db intelligent cloud database for app developers - wash dc
Brk3043 azure sql db   intelligent cloud database for app developers - wash dcBrk3043 azure sql db   intelligent cloud database for app developers - wash dc
Brk3043 azure sql db intelligent cloud database for app developers - wash dc
 
SQL Server 2017 Enhancements You Need To Know
SQL Server 2017 Enhancements You Need To KnowSQL Server 2017 Enhancements You Need To Know
SQL Server 2017 Enhancements You Need To Know
 
Troubleshooting sql server
Troubleshooting sql serverTroubleshooting sql server
Troubleshooting sql server
 
SQL Server 2016 New Features and Enhancements
SQL Server 2016 New Features and EnhancementsSQL Server 2016 New Features and Enhancements
SQL Server 2016 New Features and Enhancements
 
SQL Server 2016 novelties
SQL Server 2016 noveltiesSQL Server 2016 novelties
SQL Server 2016 novelties
 
Application Development with Apache Cassandra as a Service
Application Development with Apache Cassandra as a ServiceApplication Development with Apache Cassandra as a Service
Application Development with Apache Cassandra as a Service
 
SQL Server 2016: Just a Few of Our DBA's Favorite Things
SQL Server 2016: Just a Few of Our DBA's Favorite ThingsSQL Server 2016: Just a Few of Our DBA's Favorite Things
SQL Server 2016: Just a Few of Our DBA's Favorite Things
 
Sql server hybrid what every sql professional should know
Sql server hybrid what every sql professional should knowSql server hybrid what every sql professional should know
Sql server hybrid what every sql professional should know
 
Getting started with postgresql
Getting started with postgresqlGetting started with postgresql
Getting started with postgresql
 
DAC 2012
DAC 2012DAC 2012
DAC 2012
 
Cassandra Community Webinar: From Mongo to Cassandra, Architectural Lessons
Cassandra Community Webinar: From Mongo to Cassandra, Architectural LessonsCassandra Community Webinar: From Mongo to Cassandra, Architectural Lessons
Cassandra Community Webinar: From Mongo to Cassandra, Architectural Lessons
 
A to z for sql azure databases
A to z for sql azure databasesA to z for sql azure databases
A to z for sql azure databases
 

Similar to Geek Sync | Data Integrity Demystified - Deborah Melkin | IDERA

Geek Sync | Looking "Normal" and Seeing "Stars": Table Designs Working Together
Geek Sync | Looking "Normal" and Seeing "Stars": Table Designs Working TogetherGeek Sync | Looking "Normal" and Seeing "Stars": Table Designs Working Together
Geek Sync | Looking "Normal" and Seeing "Stars": Table Designs Working TogetherIDERA Software
 
Build a modern data platform.pptx
Build a modern data platform.pptxBuild a modern data platform.pptx
Build a modern data platform.pptxIke Ellis
 
Database Indexes
Database IndexesDatabase Indexes
Database IndexesSperasoft
 
Lecture 2 sql {basics date type, constrains , integrity types etc.}
Lecture 2 sql {basics  date type, constrains , integrity types etc.}Lecture 2 sql {basics  date type, constrains , integrity types etc.}
Lecture 2 sql {basics date type, constrains , integrity types etc.}Shubham Shukla
 
Reviewing basic concepts of relational database
Reviewing basic concepts of relational databaseReviewing basic concepts of relational database
Reviewing basic concepts of relational databaseHitesh Mohapatra
 
Schema less table & dynamic schema
Schema less table & dynamic schemaSchema less table & dynamic schema
Schema less table & dynamic schemaDavide Mauri
 
Database Engineering: Part one
Database Engineering: Part oneDatabase Engineering: Part one
Database Engineering: Part oneChristoph Becher
 
Building better SQL Server Databases
Building better SQL Server DatabasesBuilding better SQL Server Databases
Building better SQL Server DatabasesColdFusionConference
 
db design and maintenance part 1.pptx
db design and maintenance part 1.pptxdb design and maintenance part 1.pptx
db design and maintenance part 1.pptxahmadfaisal744721
 
Data Never Lies Presentation for beginners in data field.pptx
Data Never Lies Presentation for beginners in data field.pptxData Never Lies Presentation for beginners in data field.pptx
Data Never Lies Presentation for beginners in data field.pptxTusharAgarwal49094
 
Dev traning 2016 databases
Dev traning 2016   databasesDev traning 2016   databases
Dev traning 2016 databasesSacheen Dhanjie
 

Similar to Geek Sync | Data Integrity Demystified - Deborah Melkin | IDERA (20)

demo2.ppt
demo2.pptdemo2.ppt
demo2.ppt
 
Database intro
Database introDatabase intro
Database intro
 
0929 databases
0929 databases0929 databases
0929 databases
 
DBMS:Relational Modal
DBMS:Relational ModalDBMS:Relational Modal
DBMS:Relational Modal
 
Database Constraints.ppt
Database Constraints.pptDatabase Constraints.ppt
Database Constraints.ppt
 
Geek Sync | Looking "Normal" and Seeing "Stars": Table Designs Working Together
Geek Sync | Looking "Normal" and Seeing "Stars": Table Designs Working TogetherGeek Sync | Looking "Normal" and Seeing "Stars": Table Designs Working Together
Geek Sync | Looking "Normal" and Seeing "Stars": Table Designs Working Together
 
Build a modern data platform.pptx
Build a modern data platform.pptxBuild a modern data platform.pptx
Build a modern data platform.pptx
 
Access 05
Access 05Access 05
Access 05
 
Database Indexes
Database IndexesDatabase Indexes
Database Indexes
 
Lecture 2 sql {basics date type, constrains , integrity types etc.}
Lecture 2 sql {basics  date type, constrains , integrity types etc.}Lecture 2 sql {basics  date type, constrains , integrity types etc.}
Lecture 2 sql {basics date type, constrains , integrity types etc.}
 
Reviewing basic concepts of relational database
Reviewing basic concepts of relational databaseReviewing basic concepts of relational database
Reviewing basic concepts of relational database
 
Schema less table & dynamic schema
Schema less table & dynamic schemaSchema less table & dynamic schema
Schema less table & dynamic schema
 
RDBMS Model
RDBMS ModelRDBMS Model
RDBMS Model
 
Database Engineering: Part one
Database Engineering: Part oneDatabase Engineering: Part one
Database Engineering: Part one
 
Relational Data Model.pptx
Relational Data Model.pptxRelational Data Model.pptx
Relational Data Model.pptx
 
Building better SQL Server Databases
Building better SQL Server DatabasesBuilding better SQL Server Databases
Building better SQL Server Databases
 
db design and maintenance part 1.pptx
db design and maintenance part 1.pptxdb design and maintenance part 1.pptx
db design and maintenance part 1.pptx
 
Data Never Lies Presentation for beginners in data field.pptx
Data Never Lies Presentation for beginners in data field.pptxData Never Lies Presentation for beginners in data field.pptx
Data Never Lies Presentation for beginners in data field.pptx
 
Day 4 - Models
Day 4 - ModelsDay 4 - Models
Day 4 - Models
 
Dev traning 2016 databases
Dev traning 2016   databasesDev traning 2016   databases
Dev traning 2016 databases
 

More from IDERA Software

The role of the database administrator (DBA) in 2020: Changes, challenges, an...
The role of the database administrator (DBA) in 2020: Changes, challenges, an...The role of the database administrator (DBA) in 2020: Changes, challenges, an...
The role of the database administrator (DBA) in 2020: Changes, challenges, an...IDERA Software
 
Problems and solutions for migrating databases to the cloud
Problems and solutions for migrating databases to the cloudProblems and solutions for migrating databases to the cloud
Problems and solutions for migrating databases to the cloudIDERA Software
 
Public cloud uses and limitations
Public cloud uses and limitationsPublic cloud uses and limitations
Public cloud uses and limitationsIDERA Software
 
Optimize the performance, cost, and value of databases.pptx
Optimize the performance, cost, and value of databases.pptxOptimize the performance, cost, and value of databases.pptx
Optimize the performance, cost, and value of databases.pptxIDERA Software
 
Monitor cloud database with SQL Diagnostic Manager for SQL Server
Monitor cloud database with SQL Diagnostic Manager for SQL ServerMonitor cloud database with SQL Diagnostic Manager for SQL Server
Monitor cloud database with SQL Diagnostic Manager for SQL ServerIDERA Software
 
Database administrators (dbas) face increasing pressure to monitor databases
Database administrators (dbas) face increasing pressure to monitor databasesDatabase administrators (dbas) face increasing pressure to monitor databases
Database administrators (dbas) face increasing pressure to monitor databasesIDERA Software
 
Six tips for cutting sql server licensing costs
Six tips for cutting sql server licensing costsSix tips for cutting sql server licensing costs
Six tips for cutting sql server licensing costsIDERA Software
 
Idera live 2021: The Power of Abstraction by Steve Hoberman
Idera live 2021:  The Power of Abstraction by Steve HobermanIdera live 2021:  The Power of Abstraction by Steve Hoberman
Idera live 2021: The Power of Abstraction by Steve HobermanIDERA Software
 
Idera live 2021: Why Data Lakes are Critical for AI, ML, and IoT By Brian Flug
Idera live 2021:  Why Data Lakes are Critical for AI, ML, and IoT  By Brian FlugIdera live 2021:  Why Data Lakes are Critical for AI, ML, and IoT  By Brian Flug
Idera live 2021: Why Data Lakes are Critical for AI, ML, and IoT By Brian FlugIDERA Software
 
Idera live 2021: Will Data Vault add Value to Your Data Warehouse? 3 Signs th...
Idera live 2021: Will Data Vault add Value to Your Data Warehouse? 3 Signs th...Idera live 2021: Will Data Vault add Value to Your Data Warehouse? 3 Signs th...
Idera live 2021: Will Data Vault add Value to Your Data Warehouse? 3 Signs th...IDERA Software
 
Idera live 2021: Managing Digital Transformation on a Budget by Bert Scalzo
Idera live 2021:  Managing Digital Transformation on a Budget by Bert ScalzoIdera live 2021:  Managing Digital Transformation on a Budget by Bert Scalzo
Idera live 2021: Managing Digital Transformation on a Budget by Bert ScalzoIDERA Software
 
Idera live 2021: Keynote Presentation The Future of Data is The Data Cloud b...
Idera live 2021:  Keynote Presentation The Future of Data is The Data Cloud b...Idera live 2021:  Keynote Presentation The Future of Data is The Data Cloud b...
Idera live 2021: Keynote Presentation The Future of Data is The Data Cloud b...IDERA Software
 
Idera live 2021: Managing Databases in the Cloud - the First Step, a Succes...
Idera live 2021:   Managing Databases in the Cloud - the First Step, a Succes...Idera live 2021:   Managing Databases in the Cloud - the First Step, a Succes...
Idera live 2021: Managing Databases in the Cloud - the First Step, a Succes...IDERA Software
 
Idera live 2021: Database Auditing - on-Premises and in the Cloud by Craig M...
Idera live 2021:  Database Auditing - on-Premises and in the Cloud by Craig M...Idera live 2021:  Database Auditing - on-Premises and in the Cloud by Craig M...
Idera live 2021: Database Auditing - on-Premises and in the Cloud by Craig M...IDERA Software
 
Idera live 2021: Performance Tuning Azure SQL Database by Monica Rathbun
Idera live 2021:  Performance Tuning Azure SQL Database by Monica RathbunIdera live 2021:  Performance Tuning Azure SQL Database by Monica Rathbun
Idera live 2021: Performance Tuning Azure SQL Database by Monica RathbunIDERA Software
 
How Users of a Performance Monitoring Tool Can Benefit from an Inventory Mana...
How Users of a Performance Monitoring Tool Can Benefit from an Inventory Mana...How Users of a Performance Monitoring Tool Can Benefit from an Inventory Mana...
How Users of a Performance Monitoring Tool Can Benefit from an Inventory Mana...IDERA Software
 
Benefits of Third Party Tools for MySQL | IDERA
Benefits of Third Party Tools for MySQL | IDERABenefits of Third Party Tools for MySQL | IDERA
Benefits of Third Party Tools for MySQL | IDERAIDERA Software
 
Achieve More with Less Resources | IDERA
Achieve More with Less Resources | IDERAAchieve More with Less Resources | IDERA
Achieve More with Less Resources | IDERAIDERA Software
 
Benefits of SQL Server 2017 and 2019 | IDERA
Benefits of SQL Server 2017 and 2019 | IDERABenefits of SQL Server 2017 and 2019 | IDERA
Benefits of SQL Server 2017 and 2019 | IDERAIDERA Software
 
Advanced SQL Server Performance Tuning | IDERA
Advanced SQL Server Performance Tuning | IDERAAdvanced SQL Server Performance Tuning | IDERA
Advanced SQL Server Performance Tuning | IDERAIDERA Software
 

More from IDERA Software (20)

The role of the database administrator (DBA) in 2020: Changes, challenges, an...
The role of the database administrator (DBA) in 2020: Changes, challenges, an...The role of the database administrator (DBA) in 2020: Changes, challenges, an...
The role of the database administrator (DBA) in 2020: Changes, challenges, an...
 
Problems and solutions for migrating databases to the cloud
Problems and solutions for migrating databases to the cloudProblems and solutions for migrating databases to the cloud
Problems and solutions for migrating databases to the cloud
 
Public cloud uses and limitations
Public cloud uses and limitationsPublic cloud uses and limitations
Public cloud uses and limitations
 
Optimize the performance, cost, and value of databases.pptx
Optimize the performance, cost, and value of databases.pptxOptimize the performance, cost, and value of databases.pptx
Optimize the performance, cost, and value of databases.pptx
 
Monitor cloud database with SQL Diagnostic Manager for SQL Server
Monitor cloud database with SQL Diagnostic Manager for SQL ServerMonitor cloud database with SQL Diagnostic Manager for SQL Server
Monitor cloud database with SQL Diagnostic Manager for SQL Server
 
Database administrators (dbas) face increasing pressure to monitor databases
Database administrators (dbas) face increasing pressure to monitor databasesDatabase administrators (dbas) face increasing pressure to monitor databases
Database administrators (dbas) face increasing pressure to monitor databases
 
Six tips for cutting sql server licensing costs
Six tips for cutting sql server licensing costsSix tips for cutting sql server licensing costs
Six tips for cutting sql server licensing costs
 
Idera live 2021: The Power of Abstraction by Steve Hoberman
Idera live 2021:  The Power of Abstraction by Steve HobermanIdera live 2021:  The Power of Abstraction by Steve Hoberman
Idera live 2021: The Power of Abstraction by Steve Hoberman
 
Idera live 2021: Why Data Lakes are Critical for AI, ML, and IoT By Brian Flug
Idera live 2021:  Why Data Lakes are Critical for AI, ML, and IoT  By Brian FlugIdera live 2021:  Why Data Lakes are Critical for AI, ML, and IoT  By Brian Flug
Idera live 2021: Why Data Lakes are Critical for AI, ML, and IoT By Brian Flug
 
Idera live 2021: Will Data Vault add Value to Your Data Warehouse? 3 Signs th...
Idera live 2021: Will Data Vault add Value to Your Data Warehouse? 3 Signs th...Idera live 2021: Will Data Vault add Value to Your Data Warehouse? 3 Signs th...
Idera live 2021: Will Data Vault add Value to Your Data Warehouse? 3 Signs th...
 
Idera live 2021: Managing Digital Transformation on a Budget by Bert Scalzo
Idera live 2021:  Managing Digital Transformation on a Budget by Bert ScalzoIdera live 2021:  Managing Digital Transformation on a Budget by Bert Scalzo
Idera live 2021: Managing Digital Transformation on a Budget by Bert Scalzo
 
Idera live 2021: Keynote Presentation The Future of Data is The Data Cloud b...
Idera live 2021:  Keynote Presentation The Future of Data is The Data Cloud b...Idera live 2021:  Keynote Presentation The Future of Data is The Data Cloud b...
Idera live 2021: Keynote Presentation The Future of Data is The Data Cloud b...
 
Idera live 2021: Managing Databases in the Cloud - the First Step, a Succes...
Idera live 2021:   Managing Databases in the Cloud - the First Step, a Succes...Idera live 2021:   Managing Databases in the Cloud - the First Step, a Succes...
Idera live 2021: Managing Databases in the Cloud - the First Step, a Succes...
 
Idera live 2021: Database Auditing - on-Premises and in the Cloud by Craig M...
Idera live 2021:  Database Auditing - on-Premises and in the Cloud by Craig M...Idera live 2021:  Database Auditing - on-Premises and in the Cloud by Craig M...
Idera live 2021: Database Auditing - on-Premises and in the Cloud by Craig M...
 
Idera live 2021: Performance Tuning Azure SQL Database by Monica Rathbun
Idera live 2021:  Performance Tuning Azure SQL Database by Monica RathbunIdera live 2021:  Performance Tuning Azure SQL Database by Monica Rathbun
Idera live 2021: Performance Tuning Azure SQL Database by Monica Rathbun
 
How Users of a Performance Monitoring Tool Can Benefit from an Inventory Mana...
How Users of a Performance Monitoring Tool Can Benefit from an Inventory Mana...How Users of a Performance Monitoring Tool Can Benefit from an Inventory Mana...
How Users of a Performance Monitoring Tool Can Benefit from an Inventory Mana...
 
Benefits of Third Party Tools for MySQL | IDERA
Benefits of Third Party Tools for MySQL | IDERABenefits of Third Party Tools for MySQL | IDERA
Benefits of Third Party Tools for MySQL | IDERA
 
Achieve More with Less Resources | IDERA
Achieve More with Less Resources | IDERAAchieve More with Less Resources | IDERA
Achieve More with Less Resources | IDERA
 
Benefits of SQL Server 2017 and 2019 | IDERA
Benefits of SQL Server 2017 and 2019 | IDERABenefits of SQL Server 2017 and 2019 | IDERA
Benefits of SQL Server 2017 and 2019 | IDERA
 
Advanced SQL Server Performance Tuning | IDERA
Advanced SQL Server Performance Tuning | IDERAAdvanced SQL Server Performance Tuning | IDERA
Advanced SQL Server Performance Tuning | IDERA
 

Recently uploaded

DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDropbox
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businesspanagenda
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdflior mazor
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024The Digital Insurer
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherRemote DBA Services
 
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...Zilliz
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)wesley chun
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...DianaGray10
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
Navi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Navi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot ModelNavi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Navi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot ModelDeepika Singh
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?Igalia
 
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...apidays
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesrafiqahmad00786416
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 
Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024The Digital Insurer
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsNanddeep Nachan
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMESafe Software
 
A Beginners Guide to Building a RAG App Using Open Source Milvus
A Beginners Guide to Building a RAG App Using Open Source MilvusA Beginners Guide to Building a RAG App Using Open Source Milvus
A Beginners Guide to Building a RAG App Using Open Source MilvusZilliz
 

Recently uploaded (20)

DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor Presentation
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire business
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdf
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a Fresher
 
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
Navi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Navi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot ModelNavi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Navi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot Model
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
 
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challenges
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectors
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
A Beginners Guide to Building a RAG App Using Open Source Milvus
A Beginners Guide to Building a RAG App Using Open Source MilvusA Beginners Guide to Building a RAG App Using Open Source Milvus
A Beginners Guide to Building a RAG App Using Open Source Milvus
 

Geek Sync | Data Integrity Demystified - Deborah Melkin | IDERA