Snowflake Data Engineering, Video Edition by Maja Ferle

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Free Download Snowflake Data Engineering, Video Edition by Maja Ferle
Released 12/2024
By Maja Ferle
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 10h 58m | Size: 1.65 GB

A practical introduction to data engineering on the powerful Snowflake cloud data platform.
Data engineers create the pipelines that ingest raw data, transform it, and funnel it to the analysts and professionals who need it. The Snowflake cloud data platform provides a suite of productivity-focused tools and features that simplify building and maintaining data pipelines. In Snowflake Data Engineering, Snowflake Data Superhero Maja Ferle shows you how to get started.
In Snowflake Data Engineering you will learn how to
Ingest data into Snowflake from both cloud and local file systems
Transform data using functions, stored procedures, and SQL
Orchestrate data pipelines with streams and tasks, and monitor their execution
Use Snowpark to run Python code in your pipelines
Deploy Snowflake objects and code using continuous integration principles
Optimize performance and costs when ingesting data into Snowflake
Snowflake Data Engineering reveals how Snowflake makes it easy to work with unstructured data, set up continuous ingestion with Snowpipe, and keep your data safe and secure with best-in-class data governance features. Along the way, you'll practice the most important data engineering tasks as you work through relevant hands-on examples. Throughout, author Maja Ferle shares design tips drawn from her years of experience to ensure your pipeline follows the best practices of software engineering, security, and data governance.
About the Technology
Pipelines that ingest and transform raw data are the lifeblood of business analytics, and data engineers rely on Snowflake to help them deliver those pipelines efficiently. Snowflake is a full-service cloud-based platform that handles everything from near-infinite storage, fast elastic compute services, inbuilt AI/ML capabilities like vector search, text-to-SQL, code generation, and more. This book gives you what you need to create effective data pipelines on the Snowflake platform.
About the Book
Snowflake Data Engineering guides you skill-by-skill through accomplishing on-the-job data engineering tasks using Snowflake. You'll start by building your first simple pipeline and then expand it by adding increasingly powerful features, including data governance and security, adding CI/CD into your pipelines, and even augmenting data with generative AI. You'll be amazed how far you can go in just a few short chapters!
What's Inside
Ingest data from the cloud, APIs, or Snowflake Marketplace
Orchestrate data pipelines with streams and tasks
Optimize performance and cost
About the Reader
For software developers and data analysts. Readers should know the basics of SQL and the Cloud.
About the Author
Maja Ferle is a Snowflake Subject Matter Expert and a Snowflake Data Superhero who holds the SnowPro Advanced Data Engineer and the SnowPro Advanced Data Analyst certifications.


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1.63 GB | 30min 1s | mp4 | 1280X720 | 16:9
Genre:eLearning |Language:English


Files Included :
FileName :001 Part 1 Introducing data engineering with Snowflake.mp4 | Size: (2.64 MB)
FileName :002 Chapter 1 Data engineering with Snowflake.mp4 | Size: (23.82 MB)
FileName :003 Chapter 1 Responsibilities of a Snowflake data engineer.mp4 | Size: (48.73 MB)
FileName :004 Chapter 1 Building data pipelines.mp4 | Size: (6.93 MB)
FileName :005 Chapter 1 Data engineering with Snowflake applications.mp4 | Size: (15.31 MB)
FileName :006 Chapter 1 Summary.mp4 | Size: (7.61 MB)
FileName :007 Chapter 2 Creating your first data pipeline.mp4 | Size: (18.13 MB)
FileName :008 Chapter 2 Staging a CSV file.mp4 | Size: (9.52 MB)
FileName :009 Chapter 2 Loading data from a staged file into a target table.mp4 | Size: (28.22 MB)
FileName :010 Chapter 2 Transforming data with SQL commands.mp4 | Size: (6.77 MB)
FileName :011 Chapter 2 Automating the process with tasks.mp4 | Size: (19.52 MB)
FileName :012 Chapter 2 Summary.mp4 | Size: (6.47 MB)
FileName :013 Part 2 Ingesting, transforming, and storing data.mp4 | Size: (4.59 MB)
FileName :014 Chapter 3 Best practices for data staging.mp4 | Size: (75.28 MB)
FileName :015 Chapter 3 Viewing stage metadata with directory tables.mp4 | Size: (4.88 MB)
FileName :016 Chapter 3 Preparing data files for efficient ingestion.mp4 | Size: (14.4 MB)
FileName :017 Chapter 3 Building pipelines with external tables.mp4 | Size: (17.11 MB)
FileName :018 Chapter 3 Summary.mp4 | Size: (13.49 MB)
FileName :019 Chapter 4 Transforming data.mp4 | Size: (39.87 MB)
FileName :020 Chapter 4 Flattening semistructured data into relational tables.mp4 | Size: (19.04 MB)
FileName :021 Chapter 4 Encapsulating transformations with stored procedures.mp4 | Size: (25.91 MB)
FileName :022 Chapter 4 Adding logging to stored procedures.mp4 | Size: (13.59 MB)
FileName :023 Chapter 4 Building robust data pipelines.mp4 | Size: (12.12 MB)
FileName :024 Chapter 4 Summary.mp4 | Size: (13.12 MB)
FileName :025 Chapter 5 Continuous data ingestion.mp4 | Size: (18.78 MB)
FileName :026 Chapter 5 Preparing files in cloud storage.mp4 | Size: (17.61 MB)
FileName :027 Chapter 5 Configuring Snowpipe with cloud messaging.mp4 | Size: (49.38 MB)
FileName :028 Chapter 5 Transforming data with dynamic tables.mp4 | Size: (15.73 MB)
FileName :029 Chapter 5 Summary.mp4 | Size: (14.33 MB)
FileName :030 Chapter 6 Executing code natively with Snowpark.mp4 | Size: (20.9 MB)
FileName :031 Chapter 6 Creating a Snowpark procedure in a worksheet.mp4 | Size: (22.12 MB)
FileName :032 Chapter 6 Using the SQL API from a local development environment.mp4 | Size: (17.6 MB)
FileName :033 Chapter 6 Generating a date dimension in Snowpark Python.mp4 | Size: (11.35 MB)
FileName :034 Chapter 6 Working with data frames.mp4 | Size: (15.72 MB)
FileName :035 Chapter 6 Ingesting data from a CSV file into a Snowflake table.mp4 | Size: (14.15 MB)
FileName :036 Chapter 6 Transforming data with data frames.mp4 | Size: (7.17 MB)
FileName :037 Chapter 6 Summary.mp4 | Size: (10.76 MB)
FileName :038 Chapter 7 Augmenting data with outputs from large language models.mp4 | Size: (30.91 MB)
FileName :039 Chapter 7 Calling an API endpoint from a Snowpark function.mp4 | Size: (24.04 MB)
FileName :040 Chapter 7 Deriving customer review sentiments.mp4 | Size: (11.48 MB)
FileName :041 Chapter 7 Interpreting order emails using LLMs to save time.mp4 | Size: (25.42 MB)
FileName :042 Chapter 7 Summary.mp4 | Size: (12.66 MB)
FileName :043 Chapter 8 Optimizing query performance.mp4 | Size: (20.13 MB)
FileName :044 Chapter 8 Performing analysis of geographical data.mp4 | Size: (24.17 MB)
FileName :045 Chapter 8 Understanding Snowflake micro-partitions.mp4 | Size: (19.03 MB)
FileName :046 Chapter 8 Optimizing storage with clustering.mp4 | Size: (27.19 MB)
FileName :047 Chapter 8 Improving query performance with search optimization.mp4 | Size: (17.04 MB)
FileName :048 Chapter 8 General tips for improving query performance.mp4 | Size: (11.57 MB)
FileName :049 Chapter 8 Summary.mp4 | Size: (13.32 MB)
FileName :050 Chapter 9 Controlling costs.mp4 | Size: (30.42 MB)
FileName :051 Chapter 9 Sizing virtual warehouses.mp4 | Size: (44.28 MB)
FileName :052 Chapter 9 Optimizing performance with data caching.mp4 | Size: (12.65 MB)
FileName :053 Chapter 9 Reducing query queuing.mp4 | Size: (13.65 MB)
FileName :054 Chapter 9 Monitoring compute consumption.mp4 | Size: (6.06 MB)
FileName :055 Chapter 9 Summary.mp4 | Size: (12.33 MB)
FileName :056 Chapter 10 Data governance and access control.mp4 | Size: (42.72 MB)
FileName :057 Chapter 10 Securing data with row access policies.mp4 | Size: (16.52 MB)
FileName :058 Chapter 10 Protecting sensitive data with masking policies.mp4 | Size: (10.91 MB)
FileName :059 Chapter 10 Summary.mp4 | Size: (8.34 MB)
FileName :060 Part 3 Building data pipelines.mp4 | Size: (3.52 MB)
FileName :061 Chapter 11 Designing data pipelines.mp4 | Size: (50.92 MB)
FileName :062 Chapter 11 Building a sample data pipeline.mp4 | Size: (24.52 MB)
FileName :063 Chapter 11 Summary.mp4 | Size: (8.03 MB)
FileName :064 Chapter 12 Ingesting data incrementally.mp4 | Size: (20.79 MB)
FileName :065 Chapter 12 Preserving history with slowly changing dimensions.mp4 | Size: (16.49 MB)
FileName :066 Chapter 12 Detecting changes with Snowflake streams.mp4 | Size: (40.6 MB)
FileName :067 Chapter 12 Maintaining data with dynamic tables.mp4 | Size: (22.39 MB)
FileName :068 Chapter 12 Summary.mp4 | Size: (10.19 MB)
FileName :069 Chapter 13 Orchestrating data pipelines.mp4 | Size: (44.02 MB)
FileName :070 Chapter 13 Sending email notifications.mp4 | Size: (4.48 MB)
FileName :071 Chapter 13 Orchestrating with task graphs.mp4 | Size: (22.92 MB)
FileName :072 Chapter 13 Monitoring data pipeline execution.mp4 | Size: (16.35 MB)
FileName :073 Chapter 13 Troubleshooting data pipeline failures.mp4 | Size: (8.2 MB)
FileName :074 Chapter 13 Summary.mp4 | Size: (10.91 MB)
FileName :075 Chapter 14 Testing for data integrity and completeness.mp4 | Size: (24.87 MB)
FileName :076 Chapter 14 Incorporating data testing steps in the pipeline.mp4 | Size: (27.19 MB)
FileName :077 Chapter 14 Applying the Snowflake data metric functions.mp4 | Size: (18.26 MB)
FileName :078 Chapter 14 Alerting users when data metrics exceed thresholds.mp4 | Size: (8.89 MB)
FileName :079 Chapter 14 Detecting data volume anomalies.mp4 | Size: (24.24 MB)
FileName :080 Chapter 14 Summary.mp4 | Size: (11.59 MB)
FileName :081 Chapter 15 Data pipeline continuous integration.mp4 | Size: (20.43 MB)
FileName :082 Chapter 15 Database change management.mp4 | Size: (20.14 MB)
FileName :083 Chapter 15 Configuring Snowflake to use Git.mp4 | Size: (19.74 MB)
FileName :084 Chapter 15 Using the Snowflake CLI command line interface.mp4 | Size: (21.22 MB)
FileName :085 Chapter 15 Connecting to Snowflake securely.mp4 | Size: (10.62 MB)
FileName :086 Chapter 15 Applying what we learned in real-world scenarios.mp4 | Size: (3.18 MB)
FileName :087 Chapter 15 Summary.mp4 | Size: (8.02 MB)
FileName :088 Appendix A Configuring your Snowflake environment.mp4 | Size: (14.92 MB)
FileName :089 Appendix A Installing and configuring Snowflake CLI.mp4 | Size: (3.91 MB)
FileName :090 Appendix B Snowflake objects used in the examples.mp4 | Size: (4.16 MB)
FileName :091 Appendix B Ingesting data from a cloud storage provider (chapter 3).mp4 | Size: (3.3 MB)
FileName :092 Appendix B Ingesting and flattening semi-structured data (chapter 4).mp4 | Size: (4.21 MB)
FileName :093 Appendix B Continuous data ingestion and dynamic tables (chapter 5).mp4 | Size: (2.66 MB)
FileName :094 Appendix B Executing code natively with Snowpark (chapter 6).mp4 | Size: (2.08 MB)
FileName :095 Appendix B Calling API endpoints and LLM functions (chapter 7).mp4 | Size: (2.42 MB)
FileName :096 Appendix B Optimizing query performance and controlling cost (chapters 8 and 9).mp4 | Size: (1.5 MB)
FileName :097 Appendix B Data governance and access control (chapter 10).mp4 | Size: (1.88 MB)
FileName :098 Appendix B Designing data pipelines (chapter 11).mp4 | Size: (2.11 MB)
FileName :099 Appendix B Ingesting data incrementally (chapter 12).mp4 | Size: (2.1 MB)
FileName :100 Appendix B Orchestrating data pipelines (chapter 13).mp4 | Size: (2.22 MB)
FileName :101 Appendix B Testing for data integrity and completeness (chapter 14).mp4 | Size: (2.93 MB)
FileName :102 Appendix B Data pipeline continuous integration (chapter 15).mp4 | Size: (1.02 MB)
]
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