|
Video Name |
Time |
|
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 |
|
Video Name |
Time |
|
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 |
|
Video Name |
Time |
|
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 |
|
Video Name |
Time |
|
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 |
|
Video Name |
Time |
|
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 |
|
Video Name |
Time |
|
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 |
|
Video Name |
Time |
|
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 |
|
Video Name |
Time |
|
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 |
|
Video Name |
Time |
|
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 |