Curriculum For This Course

Intorduction

1Lectures

Time 00:09:22

Data Engineering Fundamentals

16Lectures

Time 01:23:51

Storage

31Lectures

Time 02:07:13

Database

42Lectures

Time 03:23:44

Migration and Transfer

8Lectures

Time 00:35:59

Compute

14Lectures

Time 00:57:13

Containers

8Lectures

Time 00:40:03

Amalytics

51Lectures

Time 04:51:44

Application Integration

14Lectures

Time 01:02:06

Security, Identity, and Compliance

24Lectures

Time 01:34:32

Networking and Content Delivery

12Lectures

Time 00:47:16

Management and Govermamce

19Lectures

Time 01:32:08

Machine Learning

5Lectures

Time 00:18:51

Developer Tools

14Lectures

Time 00:40:46

Everything Else

6Lectures

Time 00:28:08

Wrapping up

8Lectures

Time 00:28:50

Intorduction
	1. Course Overview - Services we will Cover	9:22

Data Engineering Fundamentals
	1. Intro: Data Engineering Fundamentals	1:13
	2. Types of Data (Structured, Unstructured, Semi-Structured)	5:16
	3. Properties of Data (Volume / Velocity / Variety)	4:18
	4. Data Warehouses vs. Data Lakes (and Lakehouses)	10:20
	5. What is a "Data Mesh"?	3:05
	6. Managing and Orchestrating ETL Pipelines	5:01
	7. Common Data Sources and Data Formats	8:52
	8. Quick Review of Data Modeling, Data Lineage, and Schema Evolution	6:03
	9. Database Performance Optimization	2:50
	10. Data Sampling Techniques	3:50
	11. Data Skew Mechanisms	4:14
	12. Data Validation and Profiling	3:28
	13. SQL Review: Aggregations, Grouping, Sorting, Pivoting	9:54
	14. SQL JOIN types	4:54
	15. SQL Regular Expressions (a quick intro)	4:22
	16. Git review: architecture and commands	6:11

Storage
	1. Intro: Storage	0:40
	2. Amazon S3	5:06
	3. Amazon S3 - Hands On	6:15
	4. Amazon S3 Security - Bucket Policy	5:03
	5. Amazon S3 Security - Bucket Policy - Hands On	3:23
	6. Amazon S3 - Versioning	1:13
	7. Amazon S3 - Versioning - Hands On	4:17
	8. Amazon S3 - Replication	1:25
	9. Amazon S3 - Replication - Notes	0:57
	10. Amazon S3 - Replication - Hands On	6:29
	11. Amazon S3 - Storage Classes	6:11
	12. Amazon S3 - Storage Classes - Hands On	3:23
	13. Amazon S3 - Lifecycle Rules	4:19
	14. Amazon S3 - Lifecycle Rules - Hands On	2:24
	15. Amazon S3 - Event Notifications	3:30
	16. Amazon S3 - Event Notifications - Hands On	5:41
	17. Amazon S3 - Performance	4:52
	18. Amazon S3 - Select & Glacier Select	1:17
	19. Amazon S3 - Encryption	7:31
	20. Amazon S3 - Encryption - Hands On	4:47
	21. Amazon S3 - Default Encryption	1:23
	22. Amazon S3 - Access Points	3:34
	23. Amazon S3 - Object Lambda	3:10
	24. Amazon EBS	4:57
	25. Amazon EBS - Hands On	5:34
	26. Amazon EBS Elastic Volumes	1:48
	27. Amazon EFS	5:17
	28. Amazon EFS - Hands On	13:04
	29. Amazon EFS vs. Amazon EBS	2:11
	30. AWS Backup	3:10
	31. AWS Backup - Hands On	4:22

Database
	1. Intro: Database	0:50
	2. Amazon DynamoDB	7:47
	3. Amazon DynamoDB - Hands On	8:43
	4. Amazon DynamoDB in Big Data	1:25
	5. Amazon DynamoDB - Throughput (RCU & WCU)	11:05
	6. Amazon DynamoDB - Throughput (RCU & WCU) - Hands On	4:06
	7. Amazon DynamoDB - Basic APIs	7:54
	8. Amazon DynamoDB - Basic APIs - Hands On	3:10
	9. Amazon DynamoDB - Indexes (LSI & GSI)	4:09
	10. Amazon DynamoDB - Indexes (LSI & GSI) - Hands On	3:51
	11. Amazon DynamoDB - PartiQL	3:11
	12. Amazon DynamoDB Accelerator (DAX)	2:45
	13. Amazon DynamoDB Accelerator (DAX) - Hands On	4:08
	14. Amazon DynamoDB - Streams	4:26
	15. Amazon DynamoDB - Streams - Hands On	5:39
	16. Amazon DynamoDB - Time To Live (TTL)	5:20
	17. Amazon DynamoDB - Patterns with S3	2:46
	18. Amazon DynamoDB - Security	3:29
	19. Amazon RDS	5:23
	20. Shared and exclusive locks in RDS	3:35
	21. Amazon RDS Best Practices	6:03
	22. Amazon DocumentDB	1:15
	23. Amazon MemoryDB for Redis	1:18
	24. Amazon Keyspaces (for Apache Cassandra)	1:22
	25. Amazon Neptune	1:23
	26. Amazon Timestream	2:17
	27. Amazon Redshift Intro & Architecture	6:24
	28. Redshift Spectrum and Performance Tuning	4:45
	29. Redshift Durability and Scaling	3:32
	30. Redshift Distribution Styles	2:53
	31. Redshift Data Flows and the COPY command	7:33
	32. Redshift Integration / WLM / Vacuum	10:49
	33. Redshift Resizing	2:22
	34. RA3 Nodes, Cross-Region Data Sharing, Redshift ML	4:58
	35. Redshift Security	1:30
	36. Redshift Serverless	7:18
	37. Redshift Materialized Views	3:17
	38. Redshift Data Sharing / Data Shares	2:58
	39. Redshift Lambda UDF	4:02
	40. Redshift Federated Queries	4:14
	41. Redshift System Tables and System Views	2:23
	42. Redshift - Hands On	27:26

Migration and Transfer
	1. Intro: Migration and Transfer	0:32
	2. Application Discovery Service & Application Migration Service	3:03
	3. AWS Database Migration Service (AWS DMS)	5:14
	4. AWS Database Migration Service (AWS DMS) - Hands On	6:26
	5. AWS DataSync	4:45
	6. AWS Snow Family	10:47
	7. AWS Snow Family - Hands On	2:54
	8. AWS Transfer Family	2:18

Compute
	1. Intro: Compute	0:42
	2. EC2 in Big Data	2:04
	3. EC2 Graviton-based instances	1:22
	4. AWS Lambda	4:48
	5. Lambda Integration - Part 1	5:24
	6. Lambda Integration - Part 2	6:42
	7. AWS Lambda - File Systems Mounting	3:36
	8. AWS SAM	4:27
	9. AWS SAM - CLI Installation	1:04
	10. AWS SAM - Create Project	4:12
	11. AWS SAM - Deploy Project	6:05
	12. AWS SAM - with API Gateway	6:22
	13. AWS SAM - with DynamoDB	8:34
	14. AWS Batch	1:51

Containers
	1. Intro: Containers	0:36
	2. What is Docker?	5:10
	3. Amazon ECS	6:43
	4. Amazon ECS - Create Cluster - Hands On	5:02
	5. Amazon ECS - Create Service - Hands On	10:06
	6. Amazon ECR	1:38
	7. Amazon EKS	3:58
	8. Amazon EKS - Hands On	6:50

Amalytics
	1. Intro: Analytics	1:26
	2. AWS Glue	6:01
	3. Glue, Hive, and ETL	13:50
	4. Modifying the Glue Data Catalog from ETL Scripts	1:49
	5. Glue ETL: Developer Endpoints, Running ETL Jobs with Bookmarks	3:43
	6. Glue Costs and Anti-Patterns	3:02
	7. AWS Glue Studio	5:26
	8. AWS Glue Data Quality	2:58
	9. AWS Glue DataBrew	2:53
	10. AWS Glue DataBrew Demo	6:38
	11. Handling PII in DataBrew Transformations	1:59
	12. AWS Glue Workflows	3:00
	13. AWS Lake Formation	9:07
	14. AWS Lake Formation Data Filters	1:30
	15. Amazon Athena	4:19
	16. Athena and Glue, Costs, and Security	7:46
	17. Athena Performance	1:50
	18. Athena ACID Transactions	2:57
	19. Athena Fine-Grained Access to AWS Glue Data Catalog	2:09
	20. Apache Spark	8:53
	21. Athena, Glue, and S3 Data Lakes - Hands On	12:51
	22. Athena and CREATE TABLE AS SELECT (CTAS)	2:32
	23. Spark Integration with Kinesis and Redshift	3:45
	24. Spark Integration with Athena	2:50
	25. Amazon EMR	8:37
	26. EMR, AWS integration, and Storage	7:43
	27. EMR Promises; Intro to Hadoop	8:08
	28. EMR Serverless; EMR on EKS	11:56
	29. Amazon Kinesis Data Streams	5:55
	30. Amazon Kinesis Data Streams - Producers	11:11
	31. Amazon Kinesis Data Streams - Consumers	8:12
	32. Amazon Kinesis Data Streams - Hands On	9:38
	33. Amazon Kinesis Data Streams - Enhanced Fan Out	3:30
	34. Amazon Kinesis Data Streams - Scaling	7:36
	35. Amazon Kinesis Data Streams - Handling Duplicates	3:32
	36. Amazon Kinesis Data Streams - Security	1:14
	37. Amazon Kinesis Data Firehose	8:45
	38. Kinesis Data Stream Troubleshooting and Performance Tuning	6:58
	39. Kinesis Data Analytics / Amazon Managed Service for Apache Flink (MSAF)	5:28
	40. Kinesis Analytics Costs; RANDOM_CUT_FOREST	2:17
	41. Amazon MSK	6:43
	42. Amazon MSK - Connect	1:30
	43. Amazon MSK - Serverless	1:04
	44. Amazon Kinesis vs. Amazon MSK	2:03
	45. Amazon OpenSearch Service	11:25
	46. Amazon OpenSearch Service, Pt. 2	7:23
	47. OpenSearch Index Management and Designing for Stability	10:54
	48. Amazon OpenSearch Service Performance	1:30
	49. Amazon OpenSearch Serverless	2:00
	50. Amazon QuickSight	16:27
	51. QuickSight Pricing and Dashboards; ML Insights	6:51

Application Integration
	1. Intro: Application Integration	0:43
	2. Amazon SQS	6:59
	3. Amazon Kinesis Data Streams vs. Amazon SQS	4:42
	4. Amazon SQS - Dead Letter Queues	2:47
	5. Amazon SQS - Dead Letter Queues - Hands On	3:46
	6. Amazon SNS	4:18
	7. Amazon SNS - with SQS Fan Out	6:00
	8. AWS Step Functions	3:55
	9. AWS Step Functions: State Machines and States	3:19
	10. Amazon AppFlow	1:23
	11. Amazon EventBridge	6:59
	12. Amazon EventBridge - Hands On	7:11
	13. Amazon Managed Workflows for Apache Airflow (Amazon MWAA)	4:55
	14. Full Data Engineering Pipelines	5:09

Security, Identity, and Compliance
	1. Intro: Security, Identity, and Compliance	0:58
	2. Principle of Least Privilege	2:07
	3. Data Masking and Anonymization	2:33
	4. Key Salting	2:24
	5. Preventing Backups or Replication to Disallowed AWS Regions	2:18
	6. IAM Introduction: Users, Groups, Policies	3:22
	7. IAM Users & Groups Hands On	6:23
	8. IAM Policies	2:50
	9. IAM Policies - Hands On	8:02
	10. IAM MFA	4:09
	11. IAM MFA - Hands On -DELETE!!!	2:58
	12. IAM Roles	1:39
	13. IAM Roles - Hands On	2:05
	14. Encryption 101	3:59
	15. AWS KMS	7:28
	16. AWS KMS - Hands On	9:13
	17. Amazon Macie	1:02
	18. AWS Secrets Manager	2:10
	19. AWS Secrets Manager - Hands On	4:00
	20. AWS WAF	3:01
	21. AWS Shield	2:04
	22. AWS Services Security Deep Dive - Part 1	5:55
	23. AWS Services Security Deep Dive - Part 2	5:09
	24. AWS Services Security Deep Dive - Part 3	8:43

Networking and Content Delivery
	1. Intro: Networking and Content Delivery	0:35
	2. VPC, Subnets, Internet Gateway, NAT Gateway	5:23
	3. NACL, Security Groups, VPC Flow Logs	4:39
	4. VPC Peering, Endpoints, VPN, Direct Connect	5:29
	5. VPC Cheat Sheet & Closing Comments	2:34
	6. AWS PrivateLink	2:04
	7. What is DNS?	6:24
	8. Amazon Route 53	6:13
	9. Amazon CloudFront	5:11
	10. Amazon CloudFront - S3 as Origin - Hands On	4:30
	11. Amazon CloudFront - ALB as Origin	1:34
	12. Amazon CloudFront - Cache Invalidation	2:40

Management and Govermamce
	1. Intro: Management and Governance	0:25
	2. Amazon CloudWatch - Metrics	4:08
	3. Amazon CloudWatch - Logs	6:02
	4. Amazon CloudWatch - Logs - Hands On	5:09
	5. Amazon CloudWatch - Logs Unified Agent	3:16
	6. Amazon CloudWatch - Alarms	4:01
	7. Amazon CloudWatch - Alarms - Hands On	4:38
	8. Amazon CloudTrail	5:42
	9. Amazon CloudTrail - Hands On	1:30
	10. AWS CloudTrail Lake	5:22
	11. AWS Config	4:45
	12. AWS Config - Hands On	9:44
	13. CloudWatch vs. CloudTrail vs. Config	1:52
	14. AWS CloudFormation	3:53
	15. AWS CloudFormation - Hands On	8:58
	16. SSM Parameter Store	3:57
	17. SSM Parameter Store - Lambda Integration	9:50
	18. AWS Well-Architected Framework & Tool	6:07
	19. Amazon Managed Grafana	2:49

Machine Learning
	1. Intro: Machine Learning	0:58
	2. Amazon SageMaker	3:29
	3. SageMaker Feature Store	4:00
	4. SageMaker ML Lineage Tracking	3:29
	5. SageMaker Data Wrangler	6:55

Developer Tools
	1. Intro: Developer Tools	0:50
	2. AWS Access Keys, CLI & SDK	4:03
	3. AWS CLI Setup on Windows	1:45
	4. AWS CLI Setup on Mac OS X	1:28
	5. AWS CLI Setup on Linux	1:30
	6. AWS CLI Hands On	3:50
	7. AWS Cloud9	1:22
	8. AWS Cloud9 - Hands On	4:09
	9. AWS CDK	4:51
	10. AWS CDK - Hands On	11:32
	11. AWS CodeDeploy	1:40
	12. AWS CodeCommit	1:03
	13. AWS CodeBuild	1:07
	14. AWS CodePipeline	1:36

Everything Else
	1. Intro: Everything Else	0:42
	2. AWS Budgets	1:06
	3. AWS Budgets - Hands On	7:43
	4. AWS Cost Explorer	2:09
	5. Amazon API Gateway	6:37
	6. Amazon API Gateway - Hands On	9:51

Wrapping up
	1. Intro: Wrapping Up	0:40
	2. Reviewing the Exam Guide (and other AWS resources)	6:40
	3. General AWS Certification Exam Tips	8:35
	4. Exam Walkthrough and Signup	4:37
	5. Save 50% on your AWS Exam Cost!	1:10
	6. Get an Extra 30 Minutes on your AWS Exam - Non Native English Speakers Only	1:04
	7. AWS Certification Paths	4:45
	8. Thank you!	1:19

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