This study guide provides an overview of the SnowPro Core Certification exam to help candidates prepare. It outlines the six domains covered on the exam: Account and Security, Virtual Warehouses, Data Movement, Performance Management, Snowflake Overview & Architecture, and Storage and Protection. For each domain, it lists the objectives, provides hyperlinks to relevant documentation, and recommends additional resources like videos, documents, and exercises. It also includes sample exam questions and answers. The goal of the guide is to highlight important concepts for the exam in 8-12 hours of study.
Obtain all the training by our certified professionals which is having working experience from Top IT companies. The Snowflake Training in is every thing we explained based on real time scenarios, it works which we do in companies.
Los Angeles Chicago Houston Phoenix Philadelphia San Antonio San Diego Dallas Austin San Jose Fort Worth Jacksonville Columbus Charlotte Indianapolis San Francisco Seattle Denver Washington Boston El Paso Nashville Oklahoma City Las Vegas Detroit Portland Memphis Louisville Milwaukee Baltimore Albuquerque Tucson Mesa Fresno Sacramento Atlanta Kansas City Colorado Springs Raleigh Omaha Miami Long Beach Virginia Beach Oakland Minneapolis Tampa Tulsa Arlington Wichita Bakersfield Aurora New Orleans Cleveland Anaheim Henderson Honolulu Riverside Santa Ana Corpus Christi Lexington San Juan Stockton St. Paul Cincinnati Greensboro Pittsburgh Irvine St. Louis Lincoln Orlando Durham Plano Anchorage Newark Chula Vista Fort Wayne Chandler Toledon St. Petersburg Reno Laredo Scottsdale North Las Vegas Lubbock Madison Gilbert Jersey City Glendale Buffalo Winston-Salem Chesapeake Fremont Norfolk Irving Garland Paradise Arlington Richmond Hialeah Boise Spokane Frisco Moreno Valley Tacoma Fontana Modesto Baton Rouge Port St. Lucie San Bernardino McKinney Fayetteville Santa Clarita Des Moines Iowa Oxnard Birmingham Spring Valley Huntsville Rochester Cape Coral Tempe Grand Rapids Yonkers Overland Park Salt Lake City Amarillo Augusta Columbus Tallahassee Montgomery Huntington Beach Akron Little Rock Glendale Grand Prairie Aurora Sunrise Manor Ontario Sioux Falls Knoxville Vancouver Mobile Worcester Chattanooga Brownsville Peoria Fort Lauderdale Shreveport Newport News Providence Elk Grove Rancho Cucamonga Salem Pembroke Pines Santa Rosa Eugene Oceanside Cary Fort Collins Corona Enterprise Garden Grove Springfield Clarksville Bayamon Lakewood Alexandria Hayward Murfreesboro Hollywood Lancaster Salinas Jackson Midland Macon County Kansas City Palmdale Sunnyvale Springfield Escondido Pomona Bellevue Surprise Naperville Pasadena Denton Roseville Joliet Thornton McAllen Paterson Rockford Carrollton Bridgeport Miramar Round Rock Metairie Olathe Waco Texas Connecticut Florida Kansas California Illinois New Jersey Colorado Arizona California Washington Massachusetts Mississippi Louisiana Oregon Missouri Connecticut Virginia Wisconsin Tennessee Colorado New Jersey Puerto Rico Nevada Indiana North Carolina Ohio Rhode Island South Dakota Georgia New York Nebraska New Mexico Maryland District of Columbia Kentucky Michigan Oklahoma USA United States Canada Ottawa Alberta Edmonton British Columbia Victoria Manitoba Winnipeg New Brunswick Fredericton St. John’s Nova Scotia Halifax Ontario Toronto Prince Edward Island Charlottetown Quebec City Saskatchewan Regina Northwest Territories Yellowknife Nunavut Iqaluit Yukon Whitehorse Paris Spain France Greece Athens Brussels Barcelona Italy Romania Belgium Portugal Netherlands Sweden Madrid Dublin Berlin Ro
10 Reasons Snowflake Is Great for AnalyticsSenturus
Learn why Snowflake analytic data warehouse makes sense for BI including data loading flexibility and scalability, consumption-based storage and compute costs, Time Travel and data sharing features, support across a range of BI tools like Power BI and Tableau and ability to allocate compute costs. View this on-demand webinar: https://senturus.com/resources/10-reasons-snowflake-is-great-for-analytics/.
Senturus offers a full spectrum of services in business intelligence and training on Cognos, Tableau and Power BI. Our resource library has hundreds of free live and recorded webinars, blog posts, demos and unbiased product reviews available on our website at: http://www.senturus.com/senturus-resources/.
#Snowflake #Training from #SQLSchool Training #Institute.SequelGate
Complete Practical and #Real-time Training on Snowflake. Snowflake Training course from SQL School will make you master the fundamentals of #datawarehousing capabilities as well as dealing with #data and #analytics, Our best #Intructor LED LIVE #OnlineTraining #course teaches you all important concepts like snowflake objects, cloning, undrop, fail-safe and analytics solutions. At the end of this Snowflake #Certification Training program, you will work on useful real-time #projects.
Course Details at https://sqlschool.com/Snowflake-Online-Training.html
Free Demo on Feb 19th at 8 PM India Time, Register at https://sqlschool.com/Register.html
Reach us (24x7)
Mail : contact@sqlschool.com
#India (+91) : 9666 44 0801
#USA (+1) : 956-825-0401
http://www.sqlschool.com
#Snowflake #Training from #SQLSchool Training #InstituteSequelGate
#Snowflake #Training from #SQLSchool Training #Institute.
Complete Practical and #Real-time Training on Snowflake. Snowflake Training course from SQL School will make you master the fundamentals of #datawarehousing capabilities as well as dealing with #data and #analytics, Our best #Intructor LED LIVE #OnlineTraining #course teaches you all important concepts like snowflake objects, cloning, undrop, fail-safe and analytics solutions. At the end of this Snowflake #Certification Training program, you will work on useful real-time #projects.
Course Details at https://sqlschool.com/Snowflake-Online-Training.html
Free Demo on Feb 19th at 8 PM India Time, Register at https://sqlschool.com/Register.html
Reach us (24x7)
Mail : contact@sqlschool.com
#India (+91) : 9666 44 0801
#USA (+1) : 956-825-0401
http://www.sqlschool.com
#etl #etltraining #snowflaketraining #videotraining #sqlschool #snowflake_onlinetraining #snowflake_sqlschool #SQLSchool_BestTraining #RealTime
Obtain all the training by our certified professionals which is having working experience from Top IT companies. The Snowflake Training in is every thing we explained based on real time scenarios, it works which we do in companies.
Los Angeles Chicago Houston Phoenix Philadelphia San Antonio San Diego Dallas Austin San Jose Fort Worth Jacksonville Columbus Charlotte Indianapolis San Francisco Seattle Denver Washington Boston El Paso Nashville Oklahoma City Las Vegas Detroit Portland Memphis Louisville Milwaukee Baltimore Albuquerque Tucson Mesa Fresno Sacramento Atlanta Kansas City Colorado Springs Raleigh Omaha Miami Long Beach Virginia Beach Oakland Minneapolis Tampa Tulsa Arlington Wichita Bakersfield Aurora New Orleans Cleveland Anaheim Henderson Honolulu Riverside Santa Ana Corpus Christi Lexington San Juan Stockton St. Paul Cincinnati Greensboro Pittsburgh Irvine St. Louis Lincoln Orlando Durham Plano Anchorage Newark Chula Vista Fort Wayne Chandler Toledon St. Petersburg Reno Laredo Scottsdale North Las Vegas Lubbock Madison Gilbert Jersey City Glendale Buffalo Winston-Salem Chesapeake Fremont Norfolk Irving Garland Paradise Arlington Richmond Hialeah Boise Spokane Frisco Moreno Valley Tacoma Fontana Modesto Baton Rouge Port St. Lucie San Bernardino McKinney Fayetteville Santa Clarita Des Moines Iowa Oxnard Birmingham Spring Valley Huntsville Rochester Cape Coral Tempe Grand Rapids Yonkers Overland Park Salt Lake City Amarillo Augusta Columbus Tallahassee Montgomery Huntington Beach Akron Little Rock Glendale Grand Prairie Aurora Sunrise Manor Ontario Sioux Falls Knoxville Vancouver Mobile Worcester Chattanooga Brownsville Peoria Fort Lauderdale Shreveport Newport News Providence Elk Grove Rancho Cucamonga Salem Pembroke Pines Santa Rosa Eugene Oceanside Cary Fort Collins Corona Enterprise Garden Grove Springfield Clarksville Bayamon Lakewood Alexandria Hayward Murfreesboro Hollywood Lancaster Salinas Jackson Midland Macon County Kansas City Palmdale Sunnyvale Springfield Escondido Pomona Bellevue Surprise Naperville Pasadena Denton Roseville Joliet Thornton McAllen Paterson Rockford Carrollton Bridgeport Miramar Round Rock Metairie Olathe Waco Texas Connecticut Florida Kansas California Illinois New Jersey Colorado Arizona California Washington Massachusetts Mississippi Louisiana Oregon Missouri Connecticut Virginia Wisconsin Tennessee Colorado New Jersey Puerto Rico Nevada Indiana North Carolina Ohio Rhode Island South Dakota Georgia New York Nebraska New Mexico Maryland District of Columbia Kentucky Michigan Oklahoma USA United States Canada Ottawa Alberta Edmonton British Columbia Victoria Manitoba Winnipeg New Brunswick Fredericton St. John’s Nova Scotia Halifax Ontario Toronto Prince Edward Island Charlottetown Quebec City Saskatchewan Regina Northwest Territories Yellowknife Nunavut Iqaluit Yukon Whitehorse Paris Spain France Greece Athens Brussels Barcelona Italy Romania Belgium Portugal Netherlands Sweden Madrid Dublin Berlin Ro
10 Reasons Snowflake Is Great for AnalyticsSenturus
Learn why Snowflake analytic data warehouse makes sense for BI including data loading flexibility and scalability, consumption-based storage and compute costs, Time Travel and data sharing features, support across a range of BI tools like Power BI and Tableau and ability to allocate compute costs. View this on-demand webinar: https://senturus.com/resources/10-reasons-snowflake-is-great-for-analytics/.
Senturus offers a full spectrum of services in business intelligence and training on Cognos, Tableau and Power BI. Our resource library has hundreds of free live and recorded webinars, blog posts, demos and unbiased product reviews available on our website at: http://www.senturus.com/senturus-resources/.
#Snowflake #Training from #SQLSchool Training #Institute.SequelGate
Complete Practical and #Real-time Training on Snowflake. Snowflake Training course from SQL School will make you master the fundamentals of #datawarehousing capabilities as well as dealing with #data and #analytics, Our best #Intructor LED LIVE #OnlineTraining #course teaches you all important concepts like snowflake objects, cloning, undrop, fail-safe and analytics solutions. At the end of this Snowflake #Certification Training program, you will work on useful real-time #projects.
Course Details at https://sqlschool.com/Snowflake-Online-Training.html
Free Demo on Feb 19th at 8 PM India Time, Register at https://sqlschool.com/Register.html
Reach us (24x7)
Mail : contact@sqlschool.com
#India (+91) : 9666 44 0801
#USA (+1) : 956-825-0401
http://www.sqlschool.com
#Snowflake #Training from #SQLSchool Training #InstituteSequelGate
#Snowflake #Training from #SQLSchool Training #Institute.
Complete Practical and #Real-time Training on Snowflake. Snowflake Training course from SQL School will make you master the fundamentals of #datawarehousing capabilities as well as dealing with #data and #analytics, Our best #Intructor LED LIVE #OnlineTraining #course teaches you all important concepts like snowflake objects, cloning, undrop, fail-safe and analytics solutions. At the end of this Snowflake #Certification Training program, you will work on useful real-time #projects.
Course Details at https://sqlschool.com/Snowflake-Online-Training.html
Free Demo on Feb 19th at 8 PM India Time, Register at https://sqlschool.com/Register.html
Reach us (24x7)
Mail : contact@sqlschool.com
#India (+91) : 9666 44 0801
#USA (+1) : 956-825-0401
http://www.sqlschool.com
#etl #etltraining #snowflaketraining #videotraining #sqlschool #snowflake_onlinetraining #snowflake_sqlschool #SQLSchool_BestTraining #RealTime
Oracle Active Data Guard: Best Practices and New Features Deep Dive Glen Hawkins
Oracle Data Guard and Oracle Active Data Guard have long been the answer for the real-time protection, availability, and usability of Oracle data. This presentation provides an in-depth look at several key new features that will make your life easier and protect your data in new and more flexible ways. Learn how Oracle Active Data Guard 19c has been integrated with Oracle Database In-Memory and offers a faster application response after a role transition. See how DML can now be redirected from an Oracle Active Data Guard standby to its primary for more flexible data protection in today’s data centers or your data clouds. This technical deep dive on Active Data Guard is designed to give you a glimpse into upcoming new features brought to you by Oracle Development.
stackconf 2023 | Measuring Reliability in Production by Thomas Voss.pdfNETWAYS
Measuring Reliability in Production uses an example application to describe how to define SLIs and SLOs. It includes an overview of application architecture, a how-to for developing SLOs, and suggestions for implementing SLOs in Cloud Operations. There’s also a focus on how to identify CUJs (Critical User Journeys) and recommendations for implementing metrics to use as SLI and SLO targets.
At the highest level, our mission continues to be about keeping our customers (companies and governments) safe from ever-evolving digital threats, so they are confident to move business forward. Our strategy to accomplish this mission centers around four key pillars: Advanced Threat Protection, Information Protection for On Premise and Cloud, Security as a Service -- all anchored by a Unified Security Analytics Platform. Symantec Data Loss Prevention is a foundational product in the Information Protection for On Premise and Cloud pillar.
Everyone knows that storing and accessing data and applications in the cloud and on mobile devices provides makes work much easier and productive by allowing employees to work everywhere they need to.
It allows for great business agility – applications are always up to date, new functionality and processes can be deployed and activated quickly and organizations can adjust things on the fly if they need to.
It also brings the convenience factor – all employees to work in the way that they need to, collaboration and sharing is made vastly easier with cloud applications and storage.
But it brings with it all the challenges of securing devices and applications that your don’t own, and whilst saying NO might be the right thing for security, end users will find a way around it. Right now, close to 30% of employees use their personal devices for work. And that number is on the rise, potentially turning BYOD into Bring Your Own Disaster.
ITARC15 Workshop - Architecting a Large Software Project - Lessons LearnedJoão Pedro Martins
Improving on a previous version of this session delivered in Lisbon, this deck describes the real experiences in architecting and developing a large software project that took 3 years to go live. It was presented at a 3,5hr ITARC2015 workshop in Stockholm, Sweden.
Oracle Log Analytics Cloud Services solution monitors, aggregates, indexes, and analyzes all log data from your applications and infrastructure (running on-premises or in the cloud). It enables users to search, explore, and correlate this data to troubleshoot problems faster and derive operational insight to make better decisions.
Oracle Log Analytics Cloud Services solution monitors, aggregates, indexes, and analyzes all log data from your applications and infrastructure (running on-premises or in the cloud). It enables users to search, explore, and correlate this data to troubleshoot problems faster and derive operational insight to make better decisions.
Safalta Digital marketing institute in Noida, provide complete applications that encompass a huge range of virtual advertising and marketing additives, which includes search engine optimization, virtual communication advertising, pay-per-click on marketing, content material advertising, internet analytics, and greater. These university courses are designed for students who possess a comprehensive understanding of virtual marketing strategies and attributes.Safalta Digital Marketing Institute in Noida is a first choice for young individuals or students who are looking to start their careers in the field of digital advertising. The institute gives specialized courses designed and certification.
for beginners, providing thorough training in areas such as SEO, digital communication marketing, and PPC training in Noida. After finishing the program, students receive the certifications recognised by top different universitie, setting a strong foundation for a successful career in digital marketing.
Oracle Active Data Guard: Best Practices and New Features Deep Dive Glen Hawkins
Oracle Data Guard and Oracle Active Data Guard have long been the answer for the real-time protection, availability, and usability of Oracle data. This presentation provides an in-depth look at several key new features that will make your life easier and protect your data in new and more flexible ways. Learn how Oracle Active Data Guard 19c has been integrated with Oracle Database In-Memory and offers a faster application response after a role transition. See how DML can now be redirected from an Oracle Active Data Guard standby to its primary for more flexible data protection in today’s data centers or your data clouds. This technical deep dive on Active Data Guard is designed to give you a glimpse into upcoming new features brought to you by Oracle Development.
stackconf 2023 | Measuring Reliability in Production by Thomas Voss.pdfNETWAYS
Measuring Reliability in Production uses an example application to describe how to define SLIs and SLOs. It includes an overview of application architecture, a how-to for developing SLOs, and suggestions for implementing SLOs in Cloud Operations. There’s also a focus on how to identify CUJs (Critical User Journeys) and recommendations for implementing metrics to use as SLI and SLO targets.
At the highest level, our mission continues to be about keeping our customers (companies and governments) safe from ever-evolving digital threats, so they are confident to move business forward. Our strategy to accomplish this mission centers around four key pillars: Advanced Threat Protection, Information Protection for On Premise and Cloud, Security as a Service -- all anchored by a Unified Security Analytics Platform. Symantec Data Loss Prevention is a foundational product in the Information Protection for On Premise and Cloud pillar.
Everyone knows that storing and accessing data and applications in the cloud and on mobile devices provides makes work much easier and productive by allowing employees to work everywhere they need to.
It allows for great business agility – applications are always up to date, new functionality and processes can be deployed and activated quickly and organizations can adjust things on the fly if they need to.
It also brings the convenience factor – all employees to work in the way that they need to, collaboration and sharing is made vastly easier with cloud applications and storage.
But it brings with it all the challenges of securing devices and applications that your don’t own, and whilst saying NO might be the right thing for security, end users will find a way around it. Right now, close to 30% of employees use their personal devices for work. And that number is on the rise, potentially turning BYOD into Bring Your Own Disaster.
ITARC15 Workshop - Architecting a Large Software Project - Lessons LearnedJoão Pedro Martins
Improving on a previous version of this session delivered in Lisbon, this deck describes the real experiences in architecting and developing a large software project that took 3 years to go live. It was presented at a 3,5hr ITARC2015 workshop in Stockholm, Sweden.
Oracle Log Analytics Cloud Services solution monitors, aggregates, indexes, and analyzes all log data from your applications and infrastructure (running on-premises or in the cloud). It enables users to search, explore, and correlate this data to troubleshoot problems faster and derive operational insight to make better decisions.
Oracle Log Analytics Cloud Services solution monitors, aggregates, indexes, and analyzes all log data from your applications and infrastructure (running on-premises or in the cloud). It enables users to search, explore, and correlate this data to troubleshoot problems faster and derive operational insight to make better decisions.
Safalta Digital marketing institute in Noida, provide complete applications that encompass a huge range of virtual advertising and marketing additives, which includes search engine optimization, virtual communication advertising, pay-per-click on marketing, content material advertising, internet analytics, and greater. These university courses are designed for students who possess a comprehensive understanding of virtual marketing strategies and attributes.Safalta Digital Marketing Institute in Noida is a first choice for young individuals or students who are looking to start their careers in the field of digital advertising. The institute gives specialized courses designed and certification.
for beginners, providing thorough training in areas such as SEO, digital communication marketing, and PPC training in Noida. After finishing the program, students receive the certifications recognised by top different universitie, setting a strong foundation for a successful career in digital marketing.
2024.06.01 Introducing a competency framework for languag learning materials ...Sandy Millin
http://sandymillin.wordpress.com/iateflwebinar2024
Published classroom materials form the basis of syllabuses, drive teacher professional development, and have a potentially huge influence on learners, teachers and education systems. All teachers also create their own materials, whether a few sentences on a blackboard, a highly-structured fully-realised online course, or anything in between. Despite this, the knowledge and skills needed to create effective language learning materials are rarely part of teacher training, and are mostly learnt by trial and error.
Knowledge and skills frameworks, generally called competency frameworks, for ELT teachers, trainers and managers have existed for a few years now. However, until I created one for my MA dissertation, there wasn’t one drawing together what we need to know and do to be able to effectively produce language learning materials.
This webinar will introduce you to my framework, highlighting the key competencies I identified from my research. It will also show how anybody involved in language teaching (any language, not just English!), teacher training, managing schools or developing language learning materials can benefit from using the framework.
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdfTechSoup
In this webinar you will learn how your organization can access TechSoup's wide variety of product discount and donation programs. From hardware to software, we'll give you a tour of the tools available to help your nonprofit with productivity, collaboration, financial management, donor tracking, security, and more.
Model Attribute Check Company Auto PropertyCeline George
In Odoo, the multi-company feature allows you to manage multiple companies within a single Odoo database instance. Each company can have its own configurations while still sharing common resources such as products, customers, and suppliers.
Acetabularia Information For Class 9 .docxvaibhavrinwa19
Acetabularia acetabulum is a single-celled green alga that in its vegetative state is morphologically differentiated into a basal rhizoid and an axially elongated stalk, which bears whorls of branching hairs. The single diploid nucleus resides in the rhizoid.
Read| The latest issue of The Challenger is here! We are thrilled to announce that our school paper has qualified for the NATIONAL SCHOOLS PRESS CONFERENCE (NSPC) 2024. Thank you for your unwavering support and trust. Dive into the stories that made us stand out!
Normal Labour/ Stages of Labour/ Mechanism of LabourWasim Ak
Normal labor is also termed spontaneous labor, defined as the natural physiological process through which the fetus, placenta, and membranes are expelled from the uterus through the birth canal at term (37 to 42 weeks
Operation “Blue Star” is the only event in the history of Independent India where the state went into war with its own people. Even after about 40 years it is not clear if it was culmination of states anger over people of the region, a political game of power or start of dictatorial chapter in the democratic setup.
The people of Punjab felt alienated from main stream due to denial of their just demands during a long democratic struggle since independence. As it happen all over the word, it led to militant struggle with great loss of lives of military, police and civilian personnel. Killing of Indira Gandhi and massacre of innocent Sikhs in Delhi and other India cities was also associated with this movement.
2. SNOWPRO™ STUDY GUIDE OVERVIEW
This is a self-learning study guide which highlights concepts that may be covered on
Snowflake’s SnowPro™ Core Certification exams.
This study guide does not guarantee certification success.
For an overview and more information on the SnowPro™ Core Certification exam, please
navigate here.
TABLE OF CONTENTS
SNOWPRO™ CORE CERTIFICATION OVERVIEW 2
SNOWPRO™ CORE SUBJECT AREA BREAKDOWN 2
CORE PREREQUISITE KNOWLEDGE 3
RECOMMENDATIONS FOR USING THIS GUIDE 4
SNOWFLAKE OVERVIEW 5
SNOWPRO CORE DOMAINS & OBJECTIVES 6
Domain: Account and Security 6
Account and Security Study Resources: 6
Domain: Virtual Warehouses 7
Virtual Warehouse Study Resources: 8
Domain: Data Movement 8
Data Movement Study Resources: 9
Domain: Performance Management 10
Performance Management Study Resources: 10
Domain: Snowflake Overview & Architecture 11
Snowflake Overview & Architecture Study Resources: 12
Domain: Storage and Protection 13
Storage and Protection Study Resources: 13
SNOWPRO CORE CERTIFICATION SAMPLE QUESTIONS 14
Page 1
3. SNOWPRO™ CORE CERTIFICATION OVERVIEW
This exam will validate knowledge to apply specific core expertise implementing and migrating
to Snowflake. This certification validates a candidate’s understanding of Snowflake as a Data
Cloud and how Snowflake can be used to drive business objectives.
This certification will test the ability to:
● Load and transform Data in Snowflake
● Scale Virtual Warehouses for Performance and Concurrency
● Utilize Data Sharing
● Query Constructs and DDL & DML Operations
● Manage and Monitor Snowflake Accounts
● Work with Semi-Structured Data
● Utilize Snowflake's method for Continuous Data Protection
Target Audience:
Individuals have at least 6 months of knowledge using Snowflake prior to attempting this exam.
● Solution Architects
● Data Engineers
● Database Administrators
● Data Scientists
● Data Analysts
SNOWPRO™ CORE SUBJECT AREA BREAKDOWN
This exam guide includes test domains, weightings, and objectives. It is not a comprehensive
listing of all the content that will be presented on this examination. The table below lists the main
content domains and their weighting ranges.
Domain Estimated Percentage Range
Domain 1: Account and Security 10 - 15%
Domain 2: Virtual Warehouses 15 - 20%
Domain 3: Data Movement 11 - 20%
Domain 4: Performance Management 5 - 10%
Domain 5: Snowflake Overview and
Architecture 25 - 30%
Page 2
4. Domain 6: Storage and Protection 10 - 15%
CORE PREREQUISITE KNOWLEDGE
The exam does not cover cloud fundamentals or basics of SQL syntax, but some questions on the
exam assume knowledge of these concepts. If you need assistance learning these concepts, we
recommend you review some computer science textbooks or internet searches.
Database Basic Concepts
Basic Terminology Related to Databases and SQL
Tables and Data Types
Selecting and Manipulating Data
Views, Store Procedures, Functions
Security (Authentication & Authorization)
Basics of Cloud Fundamentals
Types of Cloud Computing and Benefits
Types of Cloud Services
Cloud Computing Architecture (Storage & Compute)
Page 3
5. RECOMMENDATIONS FOR USING THIS GUIDE
This guide will show the Snowflake topics covered on the exam, each topic will be hyperlinked
to their location in the Snowflake Documentation where you can review the topic in more depth.
Following the topics will be additional resources consisting of videos, documents, blogs or
exercises to help you understand Snowflake.
Estimated length of study guide: 8 – 12 hours
Some links may have more value than others, depending on your experience, the same amount of
time should not be spent on each link.
Prior to reviewing the study guide, please make sure you complete the following configurations:
o Snowflake University (using your Community log in)
o Snowflake 30-day free trial Account for Hands-On Lab
o Getting Started with Snowflake - Zero to Snowflake
Page 4
6. SNOWFLAKE OVERVIEW
Below is a list of various documents, videos and training videos about Snowflake:
Snowflake Company Overview
o Snowflake Website
o About Snowflake
o Data Cloud Overview: Frank Slootman (Video)
o What is Snowflake? 8 Minute Demo (Video)
o Getting Started with Snowflake – Key Concepts (Video)
o Introduction to Snowflake - Key Concepts & Architecture
o Snowflake Getting Started Documentation
o Getting Started with Snowflake – Key Concepts (Video)
o Before You Begin
o See Snowflake in 8 Minutes (Video)
o The Little Book Of Big Success with Snowflake (eBook)
Page 5
7. SNOWPRO CORE DOMAINS & OBJECTIVES
This exam outline includes test domains, weightings, and objectives. It is not a comprehensive
listing of all the content that will be presented on the examination.
1.0 Domain: Account and Security
1.1. Explain how to manage Snowflake accounts.
● Account usage
● Account access
● Account views
● Information schema
1.2. Outline security principles.
● Multi-factor Authentication (MFA)
● Data Encryption
● Network Security and Policies
● Access Control
● Federated Authentication
● Single Sign-On (SSO)
1.3. Define the entities and roles that are used in Snowflake.
● Outline how privileges can be granted and revoked
● Explain Role Hierarchy and Privilege Inheritance
1.4. Explain the security capabilities associated with each Snowflake edition.
● Column-level security
1.5. Outline data governance capabilities in Snowflake
● Data masking
● Account usage views
● External tokenization
● Secure views
Account and Security Study Resources:
Getting Started With Snowflake
Module 9: Working with Roles, Account Admin & Account Usage
Reading/Video Assets
Quickly Visualize Snowflake’s Roles, Grants and Privileges (blog)
Snowflake Security Overview (Video)
Page 6
8. Data Protection with Time Travel in Snowflake (Video)
Crucial Security Controls for Your Cloud Data Warehouse (Video)
Snowflake Documentation
Account Usage (documentation)
Overview of Access Control (documentation)
Information Schema (documentation)
SHOW GRANTS (documentation)
SQL Function Reference (documentation)
Managing your Snowflake Account (documentation)
Managing Security in Snowflake (documentation)
GRANT ROLE (documentation)
GRANT <privileges> … TO ROLE (documentation)
Role Hierarchy and Privilege Inheritance (documentation)
SQL Command Reference (documentation)
Understanding Caller’s Rights and Owner’s Rights Stored Procedures (documentation)
Understanding Dynamic Data Masking (documentation)
Understanding Column-level security (documentation)
Snowflake Editions (documentation)
Cloning Considerations (documentation)
Understanding Row Access Policies (documentation)
Using the Search Optimization Service (documentation)
Access History (documentation)
External Tokenization (documentation)
Working with Secure Views (documentation)
2.0 Domain: Virtual Warehouses
2.1. Outline compute principles.
● Credit usage and billing
● Concurrency
● Caching
● Virtual warehouse characteristics and parameters
● Query profiler
2.2. Explain Virtual Warehouse best practices.
● Scale up compared to scale out
● Types of virtual warehouses
● Management/monitoring
Page 7
9. Virtual Warehouse Study Resources:
Snowflake University On Demand
Snowflake University, LevelUp: Query & Result (OnDemand Training)
Snowflake University, LevelUp: Context (OnDemand Training)
Snowflake University: LevelUp: Resource Monitoring (OnDemand Training)
Snowflake University, Essentials - Data Warehousing Workshop
Reading/Video Assets
Tackling High Concurrency with Multi-Cluster Warehouses (Video)
Snowflake Workloads Explained: Data Warehouse (Video)
Accelerating BI Queries with Caching in Snowflake (Video)
Managing Snowflake’s Compute Resources (Blog)
Caching in Snowflake Data Warehouse (blog)
Performance Impact from Local and Remote Disk Spilling (blog)
Snowflake Documentation
Understanding Billing for Severless Features (documentation)
Virtual Warehouses (documentation)
Analyzing Queries Using Query Profile (documentation)
Understanding Snowflake Virtual Warehouses, Storage, and Cloud Services Usage
(documentation)
Parameters (documentation)
3.0 Domain: Data Movement
3.1. Outline different commands used to load data and when they should be used.
● COPY
● INSERT
● PUT
● GET
● VALIDATE
● SNOWPIPE
● COPY INTO
3.2. Define bulk as compared to continuous data loading methods.
● COPY
● Snowpipe
● Parameters types
3.3. Define best practices that should be considered when loading data.
● File size
● File Formats
● Folders
Page 8
10. 3.4. Outline how data can be unloaded from Snowflake to either local storage or cloud
storage locations.
● Define formats supported for unloading data from Snowflake
● Define commands that help when unloading data
● Define best practices that should be considered when unloading data
3.5. Explain how to work and load semi-structured data.
● Supported file formats , data types, and sizes
● VARIANT column
● Flattening the nested structure
Data Movement Study Resources:
Snowflake University On Demand
Snowflake University, Level Up: Data Loading (OnDemand Training)
Getting Started With Snowflake
Module 4: Preparing to Load Data
Module 5: Loading Data
Module 7: Working with Semi-Structured Data, Views & Joins
Reading/Video Assets
Getting Started - Introduction to Databases and Querying (Video)
How to Load Terabytes into Snowflake - Speeds, Feeds and Techniques (Blog)
Building and Deploying Continuous Data Pipelines (Video)
Best Practices for Using Tableau with Snowflake (White Paper, requires email for access)
Easily Loading and Analyzing Semi-Structured Data in Snowflake (Video)
Best Practices for Data Unloading (blog)
Snowflake Documentation
Loading Data into Snowflake(documentation)
COPY INTO <table> (documentation)
PUT (documentation)
GET (documentation)
SNOWPIPE (documentation)
Introduction to Data Pipelines (documentation)
Create Pipe (documentation)
Introduction to Snowpipe (documentation)
Introduction to Tasks (documentation)
Preparing Your Data Files (documentation)
Unloading Data from Snowflake (documentation)
Summary of Data Unloading Features (documentation)
Semi-structured Data (documentation)
Page 9
11. 4.0 Domain: Performance Management
4.1. Outline best practices for Snowflake performance management on storage.
● Clustering
● Materialized views
● Search Optimization Service
4.2. Outline best practices for Snowflake performance management on virtual
warehouses.
● Query performance and analysis
● Query profiles
● Query history and activity
● SQL optimization
● Caching
Performance Management Study Resources:
Snowflake University On Demand
Snowflake University, Level Up: Query History & Caching (OnDemand Training)
Reading/Video Assets
Tuning Snowflake (blog)
Using Materialized Views to Solve Multi-Clustering Performance Problems (blog)
Snowflake Materialized Views: A Fast, Zero-Maintenance Accurate Solution (blog)
Snowflake Documentation
Overview of Views (documentation)
Benefits of Defining Clustering Keys (documentation)
Using the Search Optimization Service (documentation)
Clustering Keys & Clustered Tables (documentation)
Working with Materialized Views (documentation)
Resuming Automatic Clustering for a Table (documentation)
Using Persisted Query Results (documentation)
Queries Too Large to Fit in Memory (documentation)
QUERY_HISTORY (documentation)
QUERY_HISTORY View (documentation)
Using Persisted Query Results (documentation)
Inefficient Pruning (documentation)
CREATE MATERIALIZED VIEW (documentation)
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12. 5.0 Domain: Snowflake Overview & Architecture
5.1. Outline key components of Snowflake’s Cloud data platform.
● Data types
● Optimizer
● Continuous data protection
● Cloning
● Types of Caching
● User-defined Functions (UDFs)
● Web Interface (UI)
● Data Cloud/Data Sharing/ Data Marketplace/ Data Exchange
5.2. Outline Snowflake data sharing capabilities.
● Account types
● Data Marketplace and Exchange
● Access control options
● Shares
5.3. Explain how Snowflake is different compared to legacy warehouse solutions.
● Elastic Storage
● Elastic Compute
● Account Management
5.4. Outline the different editions that are available, and the functionality associated
with each edition.
● Pricing
● Features
5.5. Identify Snowflake’s Partner Ecosystem
● Cloud Partners
● Connectors
5.6. Outline and define the purpose of Snowflake’s three distinct layers.
● Storage Layer
● Compute Layer
● Cloud Services Layer
5.7. Outline Snowflake’s catalog and objects.
● Accounts
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13. ● Database
● Schema
● Tables Types
● View Types
● Data Types
● External Functions
● Stored Procedures
Snowflake Overview & Architecture Study Resources:
Snowflake University On Demand
Snowflake University, LevelUp: Snowflake’s Key Concepts (OnDemand Training)
Snowflake University, LevelUp: Accounts & Assurances (OnDemand Training)
Snowflake University, Level Up: Snowflake Ecosystem (OnDemand Training)
Snowflake University, Essentials - Sharing, Marketplace & Exchanged Workshop
(OnDemand Training)
Snowflake University, Essentials - Data Applications Builders Workshop (OnDemand
Training)
Getting Started With Snowflake
Module 2: Prepare your Lab Environment
Module 3: The Snowflake User Interface & Lab Story
Module 10: Data Sharing
Reading/Video Assets
Quick Tour of the Web Interface (Document + Video)
User Interface Quick Tour (Video)
Getting Started on Snowflake with Partner Connect (Video)
Data Sharing for Dummies (eBook)
Stephanie Stillman Data Sharing (Video)
New and Improved Snowflake Data Sharing (Video)
Snowflake for Data Lakes (Video)
Search Optimization: When & How to Use (blog)
How to: Understand Result Caching (blog)
Snowflake Documentation
Key Concepts & Architecture (documentation)
Sharing Data Securely in Snowflake (documentation)
Temporary and Transient Tables (documentation)
Data Types for Text Strings (documentation)
Third-Party Accounts (documentation)
Sharing Data with Data Consumers in a Different Region and Cloud Platform
(documentation)
How do I access the Snowflake Data Marketplace to Browse Listings? (documentation)
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14. Data Transfer Billing Use Cases (documentation)
CREATE SHARE (documentation)
Benefits of Automatic Clustering (documentation)
Reclustering (documentation)
Setting the Scaling Policy for a Multi-cluster Warehouse (documentation)
Snowflake Partner Connect (documentation)
Supported Cloud Platforms (documentation)
SnowCD (documentation)
Snowflake Ecosystem (documentation)
Cloud Services (documentation)
Query Processing (documentation)
Database Replication Considerations (documentation)
6.0 Domain: Storage and Protection
6.1. Outline Snowflake Storage concepts.
● Micro partitions
● Metadata Types
● Clustering
● Data Storage
● Stage Types
● File Formats
● Storage Monitoring
6.2. Outline Continuous Data Protection with Snowflake.
● Time Travel
● Fail Safe
● Data Encryption
● Cloning
● Replication
● Master keys
Storage and Protection Study Resources:
Snowflake University On Demand
Snowflake University, Level Up: Container Hierarchy (OnDemand Training)
Snowflake University, Level Up: Backup and Recovery (OnDemand Training)
Getting Started With Snowflake
Module 8: Using Time Travel
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15. Reading/Video Assets
Meta Data Archiving with Snowflake (Blog)
Top 10 Cool Snowflake Features, #7: Snowflake Fast Clone (Blog + video)
Snowflake Continuous Data Protection (White Paper)
How to Make Data Protection and High Availability for Analytics Fast and Easy (Blog)
Snowflake Documentation
DROP STAGE (documentation)
CREATE STAGE (documentation)
CREATE TABLE (documentation)
Data Encryption (documentation)
Automatic Clustering (documentation)
Clustering Keys & Clustered Tables (documentation)
Overview of Constraints (documentation)
Choosing a stage for Local Files (documentation)
Data Loading/Unloading DDL (documentation)
Continuous Data Protection (documentation)
Storage Costs for Time Travel and Fail-Safe (documentation)
CREATE <object> … CLONE (documentation)
Cloning of Historical Objects (documentation)
Understanding & Using Time Travel (documentation)
Make sure you stay up-to-date on product releases.
SNOWPRO CORE CERTIFICATION SAMPLE QUESTIONS
1. Which type of Data Integration tools leverage Snowflake's scalable compute for data
transformation?
A. Database Replication
B. ELT
C. ETL
D. Streaming
2. What is the maximum number of consumer accounts that can be added to a Share
object?
A. One
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16. B. Unlimited
C. 10
D. 100
3. What technique does Snowflake use to limit the number of micro-partitions scanned by
each query?
A. Pruning
B. Indexing
C. Map Reduce
D. B-Tree
4. Which of the following are options when creating a Virtual Warehouse?
Choose 2 correct answers:
A. Auto-suspend
B. Storage size
C. Auto-resume
D. Cache size
E. Default role
5. Which role in Snowflake allows a user to administer users and manage all database
objects?
A. SYSADMIN
B. SECURITYADMIN
C. ACCOUNTADMIN
D. ROOT
Key to sample questions
1: b, 2: b, 3: a, 4: a & c, 5: c
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17. Ready to sign up for an exam? Navigate here to get started.
The information provided in this guide is provided for your internal purposes only and may not
be provided to third parties.
IN ADDITION, THIS STUDY GUIDE IS PROVIDED “AS IS”. NEITHER SNOWFLAKE
NOR ITS SUPPLIERS MAKES ANY OTHER WARRANTIES, EXPRESS OR IMPLIED,
STATUTORY OR OTHERWISE, INCLUDING BUT NOT LIMITED TO WARRANTIES OF
MERCHANTABILITY, TITLE, FITNESS FOR A PARTICULAR PURPOSE OR
NONINFRINGEMENT.
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