Hamid Mahmood Qureshi is a Senior Cloud and Datawarehouse Professional with two decades of experience architecting, designing, and leading the deployment of many data warehouses and business intelligence solutions. He has substantial experience and qualifications in various data analytics systems, including Teradata, Oracle, Hadoop, and modern cloud-based tools like Snowflake. Having worked extensively with traditional technologies combined with his knowledge of modern platforms, he has accumulated substantial practical expertise in data warehousing and analytics on Snowflake, which he has captured in his publications.
Your comprehensive blueprint to preparing for the SnowPro Core Certification COF-C02 examSybex's Study Guide for Snowflake SnowPro Core Certification (COF-C02 EXAM) is your complete resource for authoritative coverage of the challenging SnowPro Core Certification COF-C02 exam. This Sybex Study Guide covers 100% of the exam's subject areas. Prepare for the test smarter and faster with Sybex thanks to efficient and accurate content, including expert study tools, real-world knowledge, key exam concepts, and topic reviews. Reinforce and retain what you've learned with the Sybex online learning environment and test bank, accessible across multiple devices. Prepare for the Snowflake SnowPro Core Certification exam with Sybex.Coverage of 100% of all exam objectives in this Study Guide means you'll develop an understanding of:* Snowflake Data Platform Features and Architecture* Account Access and Security* Performance Concepts* Data Loading and Unloading* Data Transformation* Data Protection and Data SharingABOUT THE SNOWPRO CORE CERTIFICATION PROGRAMThe SnowPro Core Certification demonstrates your ability to implement and migrate to Snowflake. The credential proves you have a thorough understanding of Snowflake as a cloud data warehouse and can design, develop, and manage secure and scalable Snowflake solutions.Interactive learning environmentTake your exam prep to the next level with Sybex's superior interactive online study tools. To access our learning environment, simply visit www.wiley.com/go/sybextestprep, register your book to receive your unique PIN, and instantly gain one year of FREE access after activation to:* Interactive test bank with 100 practice questions to help you identify areas where further review is needed. Get more than 90% of the answers correct, and you're ready to take the certification exam.* 200 electronic flashcards to reinforce learning and last-minute prep before the exam* Comprehensive glossary in PDF format gives you instant access to the key terms so you are fully prepared
Prepare smarter, faster, and better with the premier study guide for Snowflake SnowPro Core certificationSnowflake, a cloud-based data warehousing platform, has steadily gained popularity since its 2014 launch. Snowflake offers several certification exams, of which the SnowPro Core certification is the foundational exam. The SnowPro Core Certification validates an individual's grasp of Snowflake as a cloud data warehouse, its architectural fundamentals, and the ability to design, implement, and maintain secure, scalable Snowflake systems.Sybex's Study Guide for Snowflake SnowPro Certification delivers comprehensive coverage of every relevant exam topic on the Snowflake SnowPro Core Certification test. Prepare efficiently and effectively for the exam with online practice tests and flashcards, a digital glossary, and concise and easy-to-follow instruction from the subject-matter experts at Sybex. You'll gain the necessary knowledge to help you succeed in the exam and will be able to apply the acquired practical skills to real-world Snowflake solutions.This Study Guide includes:* Comprehensive understanding of Snowflake's unique shared data, multi-cluster architecture* Guidance on loading structured and semi-structured data into Snowflake* Utilizing data sharing, cloning, and time travel features* Managing performance through clustering keys, scaling compute up, down & across* Steps to account management and security configuration including RBAC & MFA* All the info you need to obtain a highly valued credential for a rapidly growing new database software solution* Access to the Sybex online learning center, with chapter review questions, full-length practice exams, hundreds of electronic flashcards, and a glossary of key termsPerfect for anyone considering a new career in cloud-based data warehouse solutions and related fields, Sybex's Study Guide for Snowflake SnowPro Certification is also a must-read for veteran database professionals seeking an understanding of one of the newest and fastest-growing niches in data.
Prepare smarter, faster, and better with the premier study guide for Snowflake SnowPro Core certification
Snowflake, a cloud-based data warehousing platform, has steadily gained popularity since its 2014 launch. Snowflake offers several certification exams, of which the SnowPro Core certification is the foundational exam. The SnowPro Core Certification validates an individual's grasp of Snowflake as a cloud data warehouse, its architectural fundamentals, and the ability to design, implement, and maintain secure, scalable Snowflake systems.
Sybex's Study Guide for Snowflake SnowPro Certification delivers comprehensive coverage of every relevant exam topic on the Snowflake SnowPro Core Certification test. Prepare efficiently and effectively for the exam with online practice tests and flashcards, a digital glossary, and concise and easy-to-follow instruction from the subject-matter experts at Sybex. You'll gain the necessary knowledge to help you succeed in the exam and will be able to apply the acquired practical skills to real-world Snowflake solutions.
This Study Guide includes:
* Comprehensive understanding of Snowflake's unique shared data, multi-cluster architecture
* Guidance on loading structured and semi-structured data into Snowflake
* Utilizing data sharing, cloning, and time travel features
* Managing performance through clustering keys, scaling compute up, down & across
* Steps to account management and security configuration including RBAC & MFA
* All the info you need to obtain a highly valued credential for a rapidly growing new database software solution
* Access to the Sybex online learning center, with chapter review questions, full-length practice exams, hundreds of electronic flashcards, and a glossary of key terms
Perfect for anyone considering a new career in cloud-based data warehouse solutions and related fields, Sybex's Study Guide for Snowflake SnowPro Certification is also a must-read for veteran database professionals seeking an understanding of one of the newest and fastest-growing niches in data.
Introduction xxi
Assessment Test xxxiii
Answers to Assessment Test xxxviii
Chapter 1: Introduction and Overview 1
Introducing Snowflake 2
Snowflake Journey 3
Snowflake Certifications 3
Signing Up for a Snowflake Trial 5
Summary 13
Exam Essentials 14
Review Questions 15
Chapter 2: Snowflake Architecture 17
Traditional Database Architectures 18
Snowflake's Hybrid Architecture 19
The Three Layers of Snowflake Architecture 20
The Database Storage Layer: Micro-Partitions and Clustering 22
The Query Processing Layer: The Concept of a Virtual
Warehouse 26
Configuring a Virtual Warehouse 30
Summary 32
Exam Essentials 33
Review Questions 34
Chapter 3: Interfaces and Connectivity 39
Snowflake Web UI 40
Web Interface Components 41
Snowflake Partners 46
Snowflake Connectors and Drivers 46
User Defined Functions 47
SnowSQL 47
New Snowflake Web Interface 50
Summary 53
Exam Essentials 53
Review Questions 54
Chapter 4: Loading Data 57
Data Loading in Snowflake 59
Supported File Formats for Loading Data 60
Compression 60
Encryption 60
What Is a Stage? 61
External Stage 62
Internal Stages 62
Data Loading via Internal Stages 64
Loading On-premises Data via the Table Stage 64
Loading On-premises Data via the User Stage 67
Loading On-premises Data via the Named Internal Stage 70
Data Ingestion Using the Named External Stage 73
Loading Data from Cloud Storage via the External Stage 74
Loading Data via the Snowflake Web UI 75
Basic Data Transformations While Ingesting 77
External Tables 79
Semi-Structured Data 81
The VARIANT Data Type and Semi-Structured Data 81
Loading NDJSON Data 82
Loading JSON Data 85
Unloading Data from Snowflake 88
File Formats Supported for Unloading 89
Compression 89
Encryption 90
Unload Data to an On-premises System via an Internal Stage 90
Load Near-Real- Time Streaming Data 91
How Snowpipe Works 92
Optimizing Data Loading and Unloading 93
Bulk Load Optimization 93
Optimizing Snowpipe Loads 93
Optimizing Data Unloading 93
Summary 94
Exam Essentials 94
Review Questions 95
Chapter 5 Data Pipelines 99
Introducing Tasks 100
Scheduling a Task 100
Connecting Multiple Tasks in a Task Tree 104
User-Managed and Serverless Tasks 107
Introducing Streams 110
Capture Changes Using Streams 110
Summary 114
Exam Essentials 114
Review Questions 115
Chapter 6 Continuous Data Protection 117
Components of Continuous Data Protection 118
Data Encryption 118
Access Control 118
Network Policies 119
Time Travel 119
Fail-safe 119
Time Travel and Fail-safe 119
Time Travel in Action 122
Undrop Using Time Travel 127
Time Travel and Fail-Safe Storage Costs 128
Temporary Tables 129
Transient Tables 129
Summary 129
Exam Essentials 130
Review Questions 131
Chapter 7 Cloning and Data Sharing 133
Zero-Copy Cloning 134
How Zero-Copy C
Über den Autor
Hamid Mahmood Qureshi is a Senior Cloud and Datawarehouse Professional with two decades of experience architecting, designing, and leading the deployment of many data warehouses and business intelligence solutions. He has substantial experience and qualifications in various data analytics systems, including Teradata, Oracle, Hadoop, and modern cloud-based tools like Snowflake. Having worked extensively with traditional technologies combined with his knowledge of modern platforms, he has accumulated substantial practical expertise in data warehousing and analytics on Snowflake, which he has captured in his publications.
Inhaltsverzeichnis
Introduction xxi
Assessment Test xxxiii
Answers to Assessment Test xxxviii
Chapter 1: Introduction and Overview 1
Introducing Snowflake 2
Snowflake Journey 3
Snowflake Certifications 3
Signing Up for a Snowflake Trial 5
Summary 13
Exam Essentials 14
Review Questions 15
Chapter 2: Snowflake Architecture 17
Traditional Database Architectures 18
Snowflake's Hybrid Architecture 19
The Three Layers of Snowflake Architecture 20
The Database Storage Layer: Micro-Partitions and Clustering 22
The Query Processing Layer: The Concept of a Virtual
Warehouse 26
Configuring a Virtual Warehouse 30
Summary 32
Exam Essentials 33
Review Questions 34
Chapter 3: Interfaces and Connectivity 39
Snowflake Web UI 40
Web Interface Components 41
Snowflake Partners 46
Snowflake Connectors and Drivers 46
User Defined Functions 47
SnowSQL 47
New Snowflake Web Interface 50
Summary 53
Exam Essentials 53
Review Questions 54
Chapter 4: Loading Data 57
Data Loading in Snowflake 59
Supported File Formats for Loading Data 60
Compression 60
Encryption 60
What Is a Stage? 61
External Stage 62
Internal Stages 62
Data Loading via Internal Stages 64
Loading On-premises Data via the Table Stage 64
Loading On-premises Data via the User Stage 67
Loading On-premises Data via the Named Internal Stage 70
Data Ingestion Using the Named External Stage 73
Loading Data from Cloud Storage via the External Stage 74
Loading Data via the Snowflake Web UI 75
Basic Data Transformations While Ingesting 77
External Tables 79
Semi-Structured Data 81
The VARIANT Data Type and Semi-Structured Data 81
Loading NDJSON Data 82
Loading JSON Data 85
Unloading Data from Snowflake 88
File Formats Supported for Unloading 89
Compression 89
Encryption 90
Unload Data to an On-premises System via an Internal Stage 90
Load Near-Real- Time Streaming Data 91
How Snowpipe Works 92
Optimizing Data Loading and Unloading 93
Bulk Load Optimization 93
Optimizing Snowpipe Loads 93
Optimizing Data Unloading 93
Summary 94
Exam Essentials 94
Review Questions 95
Chapter 5 Data Pipelines 99
Introducing Tasks 100
Scheduling a Task 100
Connecting Multiple Tasks in a Task Tree 104
User-Managed and Serverless Tasks 107
Introducing Streams 110
Capture Changes Using Streams 110
Summary 114
Exam Essentials 114
Review Questions 115
Chapter 6 Continuous Data Protection 117
Components of Continuous Data Protection 118
Data Encryption 118
Access Control 118
Network Policies 119
Time Travel 119
Fail-safe 119
Time Travel and Fail-safe 119
Time Travel in Action 122
Undrop Using Time Travel 127
Time Travel and Fail-Safe Storage Costs 128
Temporary Tables 129
Transient Tables 129
Summary 129
Exam Essentials 130
Review Questions 131
Chapter 7 Cloning and Data Sharing 133
Zero-Copy Cloning 134
How Zero-Copy Cloning Works 135
Database, Schema, and Table Cloning 138
Cloning with Time Travel 142
Secure Data Sharing in Snowflake 143
Direct Sharing 144
Snowflake Data Marketplace 150
Data Exchange 151
Summary 152
Exam Essentials 152
Review Questions 154
Chapter 8 Performance 157
Snowflake Performance Considerations 158
Virtual Warehouse Configuration 160
Virtual Warehouse Scaling Up and Down 160
Scaling Out Using Multi-cluster Virtual Warehouses 161
Caching in Snowflake 164
Metadata Cache 165
Query Result Cache 166
Virtual Warehouse Cache 167
Micro-partition Pruning 168
Micro-partitions and Data Clustering 169
What Happens Behind the Scenes 169
Clustering Keys 170
Search Optimization 171
Materialized Views 171
Summary 172
Exam Essentials 173
Review Questions 175
Chapter 9 Security 179
Data Encryption at Rest 180
Key Rotation and Rekeying 181
Tri-Secret Secure 181
Authentication 181
Multifactor Authentication (MFA) 181
Key Pair Authentication 183
SSO via SAML 2.0 Federated Authentication 183
Password Policies 183
User Provisioning Through SCIM 184
Authorization 184
Access Control in Snowflake 185
Column-Level Security 188
Row-Level Security 188
Secure Views and Secure UDFs 189
User Access Audit Log 189
Network 189
Network Policies 189
Support for Private Connectivity 190
Encryption for All Communication 190
Compliance with Standards 190
Summary 191
Exam Essentials 192
Review Questions 194
Chapter 10 Account and Resource Management 197
Resource Monitors 198
System Usage and Billing 205
The ACCOUNT_USAGE Schema 206
The INFORMATION_SCHEMA Schema 209
Snowflake Releases 214
Phased Release Process for Full Releases 214
Summary 214
Exam Essentials 215
Review Questions 216
Appendix Answers to the Review Questions 219
Chapter 1: Introduction and Overview 220
Chapter 2: Snowflake Architecture 220
Chapter 3: Interfaces and Connectivity 222
Chapter 4: Loading Data 224
Chapter 5: Data Pipelines 226
Chapter 6: Continuous Data Protection 226
Chapter 7: Cloning and Data Sharing 227
Chapter 8: Performance 229
Chapter 9: Security 231
Chapter 10: Account and Resource Management 232
Index 235
Klappentext
Prepare smarter, faster, and better with the premier study guide for Snowflake SnowPro Core certification
Snowflake, a cloud-based data warehousing platform, has steadily gained popularity since its 2014 launch. Snowflake offers several certification exams, of which the SnowPro Core certification is the foundational exam. The SnowPro Core Certification validates an individual's grasp of Snowflake as a cloud data warehouse, its architectural fundamentals, and the ability to design, implement, and maintain secure, scalable Snowflake systems.
Sybex's Study Guide for Snowflake SnowPro Certification delivers comprehensive coverage of every relevant exam topic on the Snowflake SnowPro Core Certification test. Prepare efficiently and effectively for the exam with online practice tests and flashcards, a digital glossary, and concise and easy-to-follow instruction from the subject-matter experts at Sybex. You'll gain the necessary knowledge to help you succeed in the exam and will be able to apply the acquired practical skills to real-world Snowflake solutions.
This Study Guide includes:
* Comprehensive understanding of Snowflake's unique shared data, multi-cluster architecture
* Guidance on loading structured and semi-structured data into Snowflake
* Utilizing data sharing, cloning, and time travel features
* Managing performance through clustering keys, scaling compute up, down & across
* Steps to account management and security configuration including RBAC & MFA
* All the info you need to obtain a highly valued credential for a rapidly growing new database software solution
* Access to the Sybex online learning center, with chapter review questions, full-length practice exams, hundreds of electronic flashcards, and a glossary of key terms
Perfect for anyone considering a new career in cloud-based data warehouse solutions and related fields, Sybex's Study Guide for Snowflake SnowPro Certification is also a must-read for veteran database professionals seeking an understanding of one of the newest and fastest-growing niches in data.
