Building Data Lakes on AWS
In this course, you will learn how to build an operational data lake that supports analysis of both structured and unstructured data. You will learn the components and functionality of the services involved in creating a data lake. You will use AWS Lake Formation to build a data lake, AWS Glue to build a data catalog, and Amazon Athena to analyze data. The course lectures and labs further your learning with the exploration of several common data lake architectures.
• Course level: Intermediate
• Duration: 1 day
ACTIVITES
This course includes presentations, lecture, hands-on labs, and group exercises.
COURSE OBJECTIVES
In this course, you will learn to:
- Apply data lake methodologies in planning and designing a data lake
- Articulate the components and services required for building an AWS data lake
- Secure a data lake with appropriate permission
- Ingest, store, and transform data in a data lake
- Query, analyze, and visualize data within a data lake
INTENDED AUDIENCE
This course is intended for:
- Data platform engineers
- Solutions architects
- IT professionals
PREREQUISITES
We recommend that attendees of this course have the following prerequisites:
- Completed the AWS Technical Essentials classroom course
- One year of experience building data analytics pipelines or have completed the Data Analytics Fundamentals digital course
|
Product
|
Amazon Web Services
|
|
Code
|
AWS-BLK
|
|
Duration
|
1 Day
|
|
Price (baht)
|
10,800
|
About the course
COURSE OUTLINE
Module 1: Introduction to data lakes
- Describe the value of data lakes
- Compare data lakes and data warehouses
- Describe the components of a data lake
- Recognize common architectures built on data lakes
Module 2: Data ingestion, cataloging, and preparation
- Describe the relationship between data lake storage and data ingestion
- Describe AWS Glue crawlers and how they are used to create a data catalog
- Identify data formatting, partitioning, and compression for efficient storage and query
- Lab 1: Set up a simple data lake
Module 3: Data processing and analytics
- Recognize how data processing applies to a data lake
- Use AWS Glue to process data within a data lake
- Describe how to use Amazon Athena to analyze data in a data lake
Module 4: Building a data lake with AWS Lake Formation
- Describe the features and benefits of AWS Lake Formation
- Use AWS Lake Formation to create a data lake
- Understand the AWS Lake Formation security model
- Lab 2: Build a data lake using AWS Lake Formation
Module 5: Additional Lake Formation configurations
- Automate AWS Lake Formation using blueprints and workflows
- Apply security and access controls to AWS Lake Formation
- Match records with AWS Lake Formation FindMatches
- Visualize data with Amazon QuickSight
- Lab 3: Automate data lake creation using AWS Lake Formation blueprints
- Lab 4: Data visualization using Amazon QuickSight
Module 6: Architecture and course review
- Post course knowledge check
- Architecture review
- Course review
Register for Training
Schedule
| Start Date | End Date | Price | Code |
|---|---|---|---|
| 12/11/2023 | 12/15/2023 | 20,000 | AZ-204T00 |
| 1/8/2024 | 1/12/2024 | 20,000 | AZ-204T00 |
| 2/5/2024 | 2/9/2024 | 20,000 | AZ-204T00 |
| 3/11/2024 | 3/15/2024 | 20,000 | AZ-204T00 |
| 4/22/2024 | 4/26/2024 | 20,000 | AZ-204T00 |
| 5/13/2024 | 5/17/2024 | 20,000 | AZ-204T00 |
| 6/10/2024 | 6/14/2024 | 20,000 | AZ-204T00 |
| 6/6/2023 | 6/9/2023 | 16,000 | AZ-220T00 |
| 7/24/2023 | 7/27/2023 | 16,000 | AZ-220T00 |
| 8/15/2023 | 8/18/2023 | 16,000 | AZ-220T00 |
| 9/5/2023 | 9/8/2023 | 16,000 | AZ-220T00 |
| 10/9/2023 | 10/12/2023 | 16,000 | AZ-220T00 |
| 11/7/2023 | 11/10/2023 | 16,000 | AZ-220T00 |
| 12/12/2023 | 12/15/2023 | 16,000 | AZ-220T00 |
| 12/12/2023 | 12/15/2023 | 16,000 | AZ-400T00 |
| 1/9/2024 | 1/12/2024 | 16,000 | AZ-400T00 |
| 2/6/2024 | 2/9/2024 | 16,000 | AZ-400T00 |
| 3/5/2024 | 3/8/2024 | 16,000 | AZ-400T00 |
| 4/9/2024 | 4/12/2024 | 16,000 | AZ-400T00 |
| 5/7/2024 | 5/10/2024 | 16,000 | AZ-400T00 |
| 6/4/2024 | 6/7/2024 | 16,000 | AZ-400T00 |
| 12/11/2023 | 12/15/2023 | 20,000 | AZ-040T00 |
| 1/8/2024 | 1/12/2024 | 20,000 | AZ-040T00 |
| 2/5/2024 | 2/9/2024 | 20,000 | AZ-040T00 |
| 3/25/2024 | 3/29/2024 | 20,000 | AZ-040T00 |
| 4/22/2024 | 4/26/2024 | 20,000 | AZ-040T00 |
| 5/13/2024 | 5/17/2024 | 20,000 | AZ-040T00 |
| 6/10/2024 | 6/14/2024 | 20,000 | AZ-040T00 |
| 12/11/2023 | 12/14/2023 | 16,000 | AZ-104T00 |
| 1/9/2024 | 1/12/2024 | 16,000 | AZ-104T00 |
| 2/6/2024 | 2/9/2024 | 16,000 | AZ-104T00 |
| 3/5/2024 | 3/8/2024 | 16,000 | AZ-104T00 |
| 4/9/2024 | 4/12/2024 | 16,000 | AZ-104T00 |
| 5/7/2024 | 5/10/2024 | 16,000 | AZ-104T00 |
| 6/4/2024 | 6/7/2024 | 16,000 | AZ-104T00 |
| 12/18/2023 | 12/21/2023 | 16,000 | AZ-140T00 |
| 1/23/2024 | 1/26/2024 | 16,000 | AZ-140T00 |
| 2/20/2024 | 2/23/2024 | 16,000 | AZ-140T00 |
| 3/19/2024 | 3/22/2024 | 16,000 | AZ-140T00 |
| 4/23/2024 | 4/26/2024 | 16,000 | AZ-140T00 |
| 5/27/2024 | 5/30/2024 | 16,000 | AZ-140T00 |
| 6/25/2024 | 6/28/2024 | 16,000 | AZ-140T00 |
| 12/11/2023 | 12/14/2023 | 16,000 | AZ-305T00 |
| 1/16/2024 | 1/19/2024 | 16,000 | AZ-305T00 |
| 2/13/2024 | 2/16/2024 | 16,000 | AZ-305T00 |
| 3/12/2024 | 3/15/2024 | 16,000 | AZ-305T00 |
| 4/23/2024 | 4/26/2024 | 16,000 | AZ-305T00 |
| 5/14/2024 | 5/17/2024 | 16,000 | AZ-305T00 |
| 6/4/2024 | 6/7/2024 | 16,000 | AZ-305T00 |
| 6/6/2023 | 6/9/2023 | 16,000 | AZ-600T00 |
| 7/24/2023 | 7/27/2023 | 16,000 | AZ-600T00 |
| 8/15/2023 | 8/18/2023 | 16,000 | AZ-600T00 |
| 9/5/2023 | 9/8/2023 | 16,000 | AZ-600T00 |
| 10/9/2023 | 10/12/2023 | 16,000 | AZ-600T00 |
| 11/7/2023 | 11/10/2023 | 16,000 | AZ-600T00 |
| 12/12/2023 | 12/15/2023 | 16,000 | AZ-600T00 |
| 12/6/2023 | 12/8/2023 | 12,000 | AZ-700T00 |
| 1/10/2024 | 1/12/2024 | 12,000 | AZ-700T00 |
| 2/7/2024 | 2/9/2024 | 12,000 | AZ-700T00 |
| 3/6/2024 | 3/8/2024 | 12,000 | AZ-700T00 |
| 4/3/2024 | 4/5/2024 | 12,000 | AZ-700T00 |
| 5/8/2024 | 5/10/2024 | 12,000 | AZ-700T00 |
| 6/5/2024 | 6/7/2024 | 12,000 | AZ-700T00 |
| 7/10/2024 | 7/12/2024 | 12,000 | AZ-700T00 |
| 6/7/2023 | 6/9/2023 | 12,000 | AZ-720T00 |
| 7/12/2023 | 7/14/2023 | 12,000 | AZ-720T00 |
| 8/2/2023 | 8/4/2023 | 12,000 | AZ-720T00 |
| 9/6/2023 | 9/8/2023 | 12,000 | AZ-720T00 |
| 10/4/2023 | 10/6/2023 | 12,000 | AZ-720T00 |
| 11/1/2023 | 11/3/2023 | 12,000 | AZ-720T00 |
| 12/6/2023 | 12/8/2023 | 12,000 | AZ-720T00 |
| 12/11/2023 | 12/14/2023 | 16,000 | AZ-800T00 |
| 1/16/2024 | 1/19/2024 | 16,000 | AZ-800T00 |
| 2/13/2024 | 2/16/2024 | 16,000 | AZ-800T00 |
| 3/12/2024 | 3/15/2024 | 16,000 | AZ-800T00 |
| 4/23/2024 | 4/26/2024 | 16,000 | AZ-800T00 |
| 5/14/2024 | 5/17/2024 | 16,000 | AZ-800T00 |
| 6/4/2024 | 6/7/2024 | 16,000 | AZ-800T00 |
| 12/18/2023 | 12/21/2023 | 16,000 | AZ-801T00 |
| 1/23/2024 | 1/26/2024 | 16,000 | AZ-801T00 |
| 2/20/2024 | 2/23/2024 | 16,000 | AZ-801T00 |
| 3/19/2024 | 3/22/2024 | 16,000 | AZ-801T00 |
| 4/23/2024 | 4/26/2024 | 16,000 | AZ-801T00 |
| 5/28/2024 | 5/31/2024 | 16,000 | AZ-801T00 |
| 6/18/2024 | 6/21/2024 | 16,000 | AZ-801T00 |
| 12/7/2023 | 12/7/2023 | 4,000 | AZ-900T00 |
| 1/8/2024 | 1/8/2024 | 4,000 | AZ-900T00 |
| 2/5/2024 | 2/5/2024 | 4,000 | AZ-900T00 |
| 3/4/2024 | 3/4/2024 | 4,000 | AZ-900T00 |
| 4/5/2024 | 4/5/2024 | 4,000 | AZ-900T00 |
| 5/10/2024 | 5/10/2024 | 4,000 | AZ-900T00 |
| 6/10/2024 | 6/10/2024 | 4,000 | AZ-900T00 |
| 12/11/2023 | 12/14/2023 | 16,000 | AI-102T00 |
| 1/16/2024 | 1/19/2024 | 16,000 | AI-102T00 |
| 2/13/2024 | 2/16/2024 | 16,000 | AI-102T00 |
| 3/12/2024 | 3/15/2024 | 16,000 | AI-102T00 |
| 4/9/2024 | 4/12/2024 | 16,000 | AI-102T00 |
| 5/14/2024 | 5/17/2024 | 16,000 | AI-102T00 |
| 6/4/2024 | 6/7/2024 | 16,000 | AI-102T00 |
| 12/8/2023 | 12/8/2023 | 4,000 | AI-900T00 |
| 1/8/2024 | 1/8/2024 | 4,000 | AI-900T00 |
| 2/5/2024 | 2/5/2024 | 4,000 | AI-900T00 |
| 3/4/2024 | 3/4/2024 | 4,000 | AI-900T00 |
| 4/9/2024 | 4/9/2024 | 4,000 | AI-900T00 |
| 5/13/2024 | 5/13/2024 | 4,000 | AI-900T00 |
| 6/10/2024 | 6/10/2024 | 4,000 | AI-900T00 |
| 12/7/2023 | 12/8/2023 | 8,000 | DP-080T00 |
| 1/11/2024 | 1/12/2024 | 8,000 | DP-080T00 |
| 2/5/2024 | 2/6/2024 | 8,000 | DP-080T00 |
| 3/4/2024 | 3/5/2024 | 8,000 | DP-080T00 |
| 4/10/2024 | 4/11/2024 | 8,000 | DP-080T00 |
| 5/13/2024 | 5/14/2024 | 8,000 | DP-080T00 |
| 6/6/2024 | 6/7/2024 | 8,000 | DP-080T00 |
| 12/6/2023 | 12/8/2023 | 12,000 | DP-100T01 |
| 1/10/2024 | 1/12/2024 | 12,000 | DP-100T01 |
| 2/7/2024 | 2/9/2024 | 12,000 | DP-100T01 |
| 3/6/2024 | 3/8/2024 | 12,000 | DP-100T01 |
| 4/3/2024 | 4/5/2024 | 12,000 | DP-100T01 |
| 5/8/2024 | 5/10/2024 | 12,000 | DP-100T01 |
| 6/5/2024 | 6/7/2024 | 12,000 | DP-100T01 |
| 12/18/2023 | 12/21/2023 | 16,000 | DP-300T00 |
| 1/23/2024 | 1/26/2024 | 16,000 | DP-300T00 |
| 2/20/2024 | 2/23/2024 | 16,000 | DP-300T00 |
| 3/19/2024 | 3/22/2024 | 16,000 | DP-300T00 |
| 4/23/2024 | 4/26/2024 | 16,000 | DP-300T00 |
| 5/14/2024 | 5/17/2024 | 16,000 | DP-300T00 |
| 6/18/2024 | 6/21/2024 | 16,000 | DP-300T00 |
| 12/18/2023 | 12/21/2023 | 16,000 | DP-420T00 |
| 1/23/2024 | 1/26/2024 | 16,000 | DP-420T00 |
| 2/20/2024 | 2/23/2024 | 16,000 | DP-420T00 |
| 3/19/2024 | 3/22/2024 | 16,000 | DP-420T00 |
| 4/23/2024 | 4/26/2024 | 16,000 | DP-420T00 |
| 5/14/2024 | 5/17/2024 | 16,000 | DP-420T00 |
| 6/18/2024 | 6/21/2024 | 16,000 | DP-420T00 |
| 12/25/2023 | 12/28/2023 | 16,000 | DP-500T00 |
| 1/23/2024 | 1/26/2024 | 16,000 | DP-500T00 |
| 2/20/2024 | 2/23/2024 | 16,000 | DP-500T00 |
| 3/19/2024 | 3/22/2024 | 16,000 | DP-500T00 |
| 4/23/2024 | 4/26/2024 | 16,000 | DP-500T00 |
| 5/28/2024 | 5/31/2024 | 16,000 | DP-500T00 |
| 6/25/2024 | 6/28/2024 | 16,000 | DP-500T00 |
| 6/12/2023 | 6/16/2023 | 20,000 | MD-100T00 |
| 7/24/2023 | 7/27/2023 | 20,000 | MD-100T00 |
| 8/7/2023 | 8/11/2023 | 20,000 | MD-100T00 |
| 9/11/2023 | 9/15/2023 | 20,000 | MD-100T00 |
| 10/2/2023 | 10/6/2023 | 20,000 | MD-100T00 |
| 11/13/2023 | 11/17/2023 | 20,000 | MD-100T00 |
| 12/18/2023 | 12/22/2023 | 20,000 | MD-100T00 |
| 6/19/2023 | 6/23/2023 | 20,000 | MD-101T00 |
| 7/10/2023 | 7/14/2023 | 20,000 | MD-101T00 |
| 8/21/2023 | 8/25/2023 | 20,000 | MD-101T00 |
| 9/18/2023 | 9/22/2023 | 20,000 | MD-101T00 |
| 10/16/2023 | 10/20/2023 | 20,000 | MD-101T00 |
| 11/20/2023 | 11/24/2023 | 20,000 | MD-101T00 |
| 12/18/2023 | 12/22/2023 | 20,000 | MD-101T00 |
| 12/25/2023 | 12/29/2023 | 20,000 | MD-102T00 |
| 1/22/2024 | 1/26/2024 | 20,000 | MD-102T00 |
| 2/19/2024 | 2/23/2024 | 20,000 | MD-102T00 |
| 3/25/2024 | 3/29/2024 | 20,000 | MD-102T00 |
| 4/22/2024 | 4/26/2024 | 20,000 | MD-102T00 |
| 5/27/2024 | 5/31/2024 | 20,000 | MD-102T00 |
| 6/24/2024 | 6/28/2024 | 20,000 | MD-102T00 |
| 12/25/2023 | 12/29/2023 | 20,000 | MS-100T00 |
| 7/3/2023 | 7/7/2023 | 20,000 | MS-100T00 |
| 8/7/2023 | 8/11/2023 | 20,000 | MS-100T00 |
| 9/4/2023 | 9/8/2023 | 20,000 | MS-100T00 |
| 10/2/2023 | 10/6/2023 | 20,000 | MS-100T00 |
| 11/6/2023 | 11/10/2023 | 20,000 | MS-100T00 |
| 12/18/2023 | 12/22/2023 | 20,000 | MS-100T00 |
| 6/19/2023 | 6/23/2023 | 20,000 | MS-101T00 |
| 7/10/2023 | 7/14/2023 | 20,000 | MS-101T00 |
| 8/21/2023 | 8/25/2023 | 20,000 | MS-101T00 |
| 9/18/2023 | 9/22/2023 | 20,000 | MS-101T00 |
| 10/16/2023 | 10/20/2023 | 20,000 | MS-101T00 |
| 11/20/2023 | 11/24/2023 | 20,000 | MS-101T00 |
| 12/18/2023 | 12/22/2023 | 20,000 | MS-101T00 |
| 12/25/2023 | 12/29/2023 | 20,000 | MS-102T00 |
| 1/22/2024 | 1/26/2024 | 20,000 | MS-102T00 |
| 2/19/2024 | 2/23/2024 | 20,000 | MS-102T00 |
| 3/25/2024 | 3/29/2024 | 20,000 | MS-102T00 |
| 4/22/2024 | 4/26/2024 | 20,000 | MS-102T00 |
| 5/27/2024 | 5/31/2024 | 20,000 | MS-102T00 |
| 6/24/2024 | 6/28/2024 | 20,000 | MS-102T00 |
| 12/11/2023 | 12/15/2023 | 20,000 | MS-203T00 |
| 1/15/2024 | 1/19/2024 | 20,000 | MS-203T00 |
| 2/12/2024 | 2/16/2024 | 20,000 | MS-203T00 |
| 3/11/2024 | 3/15/2024 | 20,000 | MS-203T00 |
| 4/22/2024 | 4/26/2024 | 20,000 | MS-203T00 |
| 5/13/2024 | 5/17/2024 | 20,000 | MS-203T00 |
| 6/10/2024 | 6/14/2024 | 20,000 | MS-203T00 |
| 6/21/2023 | 6/23/2023 | 20,000 | MS-220T00 |
| 7/19/2023 | 7/21/2023 | 20,000 | MS-220T00 |
| 8/23/2023 | 8/25/2023 | 20,000 | MS-220T00 |
| 9/20/2023 | 9/22/2023 | 20,000 | MS-220T00 |
| 10/25/2023 | 10/27/2023 | 20,000 | MS-220T00 |
| 11/22/2023 | 11/24/2023 | 20,000 | MS-220T00 |
| 12/20/2023 | 12/22/2023 | 20,000 | MS-220T00 |
| 12/12/2023 | 12/15/2023 | 16,000 | MS-600T00 |
| 1/9/2024 | 1/12/2024 | 16,000 | MS-600T00 |
| 2/6/2024 | 2/9/2024 | 16,000 | MS-600T00 |
| 3/5/2024 | 3/8/2024 | 16,000 | MS-600T00 |
| 4/23/2024 | 4/26/2024 | 16,000 | MS-600T00 |
| 5/7/2024 | 5/10/2024 | 16,000 | MS-600T00 |
| 6/11/2024 | 6/14/2024 | 16,000 | MS-600T00 |
| 12/11/2023 | 12/14/2023 | 16,000 | MS-700T00 |
| 1/16/2024 | 1/19/2024 | 16,000 | MS-700T00 |
| 2/13/2024 | 2/16/2024 | 16,000 | MS-700T00 |
| 3/12/2024 | 3/15/2024 | 16,000 | MS-700T00 |
| 4/23/2024 | 4/26/2024 | 16,000 | MS-700T00 |
| 5/14/2024 | 5/17/2024 | 16,000 | MS-700T00 |
| 6/4/2024 | 6/7/2024 | 16,000 | MS-700T00 |
| 6/14/2023 | 6/16/2023 | 12,000 | MS-720T00 |
| 7/19/2023 | 7/21/2023 | 12,000 | MS-720T00 |
| 8/2/2023 | 8/4/2023 | 12,000 | MS-720T00 |
| 9/6/2023 | 9/8/2023 | 12,000 | MS-720T00 |
| 10/10/2023 | 10/12/2023 | 12,000 | MS-720T00 |
| 11/1/2023 | 11/3/2023 | 12,000 | MS-720T00 |
| 12/6/2023 | 12/8/2023 | 12,000 | MS-720T00 |
| 12/11/2023 | 12/14/2023 | 16,000 | MS-721T00 |
| 1/16/2024 | 1/19/2024 | 16,000 | MS-721T00 |
| 2/13/2024 | 2/16/2024 | 16,000 | MS-721T00 |
| 3/12/2024 | 3/15/2024 | 16,000 | MS-721T00 |
| 4/9/2024 | 4/12/2024 | 16,000 | MS-721T00 |
| 5/14/2024 | 5/17/2024 | 16,000 | MS-721T00 |
| 6/18/2024 | 6/21/2024 | 16,000 | MS-721T00 |
| 6/26/2023 | 6/28/2023 | 12,000 | MS-740T00 |
| 7/24/2023 | 7/26/2023 | 12,000 | MS-740T00 |
| 8/28/2023 | 8/30/2023 | 12,000 | MS-740T00 |
| 9/25/2023 | 9/27/2023 | 12,000 | MS-740T00 |
| 10/30/2023 | 11/1/2023 | 12,000 | MS-740T00 |
| 11/27/2023 | 11/29/2023 | 12,000 | MS-740T00 |
| 12/25/2023 | 12/27/2023 | 12,000 | MS-740T00 |
| 12/4/2023 | 12/4/2023 | 4,000 | MS-080T00 |
| 1/29/2024 | 1/29/2024 | 4,000 | MS-080T00 |
| 2/12/2024 | 2/12/2024 | 4,000 | MS-080T00 |
| 3/15/2024 | 3/15/2024 | 4,000 | MS-080T00 |
| 4/9/2024 | 4/9/2024 | 4,000 | MS-080T00 |
| 5/20/2024 | 5/20/2024 | 4,000 | MS-080T00 |
| 6/14/2024 | 6/14/2024 | 4,000 | MS-080T00 |
| 12/8/2023 | 12/8/2023 | 4,000 | MS-900T01 |
| 1/29/2024 | 1/29/2024 | 4,000 | MS-900T01 |
| 2/12/2024 | 2/12/2024 | 4,000 | MS-900T01 |
| 3/15/2024 | 3/15/2024 | 4,000 | MS-900T01 |
| 4/9/2024 | 4/9/2024 | 4,000 | MS-900T01 |
| 5/20/2024 | 5/20/2024 | 4,000 | MS-900T01 |
| 6/14/2024 | 6/14/2024 | 4,000 | MS-900T01 |
| 12/11/2023 | 12/15/2023 | 20,000 | 55354A |
| 1/15/2024 | 1/19/2024 | 20,000 | 55354A |
| 2/12/2024 | 2/16/2024 | 20,000 | 55354A |
| 3/18/2024 | 3/22/2024 | 20,000 | 55354A |
| 4/22/2024 | 4/26/2024 | 20,000 | 55354A |
| 5/13/2024 | 5/17/2024 | 20,000 | 55354A |
| 6/10/2024 | 6/14/2024 | 20,000 | 55354A |
| 12/11/2023 | 12/14/2023 | 16,000 | AZ-500T00 |
| 1/16/2024 | 1/19/2024 | 16,000 | AZ-500T00 |
| 2/13/2024 | 2/16/2024 | 16,000 | AZ-500T00 |
| 3/12/2024 | 3/15/2024 | 16,000 | AZ-500T00 |
| 4/23/2024 | 4/26/2024 | 16,000 | AZ-500T00 |
| 5/14/2024 | 5/17/2024 | 16,000 | AZ-500T00 |
| 6/4/2024 | 6/7/2024 | 16,000 | AZ-500T00 |
| 6/12/2023 | 6/15/2023 | 16,000 | MS-500T00 |
| 7/24/2023 | 7/27/2023 | 16,000 | MS-500T00 |
| 8/21/2023 | 8/24/2023 | 16,000 | MS-500T00 |
| 9/18/2023 | 9/21/2023 | 16,000 | MS-500T00 |
| 10/24/2023 | 10/27/2023 | 16,000 | MS-500T00 |
| 11/20/2023 | 11/23/2023 | 16,000 | MS-500T00 |
| 12/18/2023 | 12/21/2023 | 16,000 | MS-500T00 |
| 12/11/2023 | 12/14/2023 | 16,000 | SC-100T00 |
| 1/16/2024 | 1/19/2024 | 16,000 | SC-100T00 |
| 2/13/2024 | 2/16/2024 | 16,000 | SC-100T00 |
| 3/12/2024 | 3/15/2024 | 16,000 | SC-100T00 |
| 4/23/2024 | 4/26/2024 | 16,000 | SC-100T00 |
| 5/14/2024 | 5/17/2024 | 16,000 | SC-100T00 |
| 6/4/2024 | 6/7/2024 | 16,000 | SC-100T00 |
| 12/11/2023 | 12/14/2023 | 16,000 | SC-200T00 |
| 1/16/2024 | 1/19/2024 | 16,000 | SC-200T00 |
| 2/13/2024 | 2/16/2024 | 16,000 | SC-200T00 |
| 3/12/2024 | 3/15/2024 | 16,000 | SC-200T00 |
| 4/23/2024 | 4/26/2024 | 16,000 | SC-200T00 |
| 5/14/2024 | 5/17/2024 | 16,000 | SC-200T00 |
| 6/4/2024 | 6/7/2024 | 16,000 | SC-200T00 |
| 12/18/2023 | 12/21/2023 | 16,000 | SC-300T00 |
| 1/23/2024 | 1/26/2024 | 16,000 | SC-300T00 |
| 2/20/2024 | 2/23/2024 | 16,000 | SC-300T00 |
| 3/19/2024 | 3/22/2024 | 16,000 | SC-300T00 |
| 4/23/2024 | 4/26/2024 | 16,000 | SC-300T00 |
| 5/28/2024 | 5/31/2024 | 16,000 | SC-300T00 |
| 6/18/2024 | 6/21/2024 | 16,000 | SC-300T00 |
| 12/12/2023 | 12/15/2023 | 16,000 | SC-400T00 |
| 1/16/2024 | 1/19/2024 | 16,000 | SC-400T00 |
| 2/13/2024 | 2/16/2024 | 16,000 | SC-400T00 |
| 3/19/2024 | 3/22/2024 | 16,000 | SC-400T00 |
| 4/9/2024 | 4/12/2024 | 16,000 | SC-400T00 |
| 5/14/2024 | 5/17/2024 | 16,000 | SC-400T00 |
| 6/18/2024 | 6/21/2024 | 16,000 | SC-400T00 |
| 12/4/2023 | 12/4/2023 | 4,000 | SC-900T00 |
| 1/8/2024 | 1/8/2024 | 4,000 | SC-900T00 |
| 2/16/2024 | 2/16/2024 | 4,000 | SC-900T00 |
| 3/15/2024 | 3/15/2024 | 4,000 | SC-900T00 |
| 4/5/2024 | 4/5/2024 | 4,000 | SC-900T00 |
| 5/7/2024 | 5/7/2024 | 4,000 | SC-900T00 |
| 6/10/2024 | 6/10/2024 | 4,000 | SC-900T00 |
| 12/11/2023 | 12/14/2023 | 16,000 | PL-100T00 |
| 1/9/2024 | 1/12/2024 | 16,000 | PL-100T00 |
| 2/6/2024 | 2/9/2024 | 16,000 | PL-100T00 |
| 3/5/2024 | 3/8/2024 | 16,000 | PL-100T00 |
| 4/9/2024 | 4/12/2024 | 16,000 | PL-100T00 |
| 5/7/2024 | 5/10/2024 | 16,000 | PL-100T00 |
| 6/4/2024 | 6/7/2024 | 16,000 | PL-100T00 |
| 12/18/2023 | 12/21/2023 | 16,000 | PL-200T00 |
| 1/16/2024 | 1/19/2024 | 16,000 | PL-200T00 |
| 2/20/2024 | 2/23/2024 | 16,000 | PL-200T00 |
| 3/12/2024 | 3/15/2024 | 16,000 | PL-200T00 |
| 4/23/2024 | 4/26/2024 | 16,000 | PL-200T00 |
| 5/14/2024 | 5/17/2024 | 16,000 | PL-200T00 |
| 6/18/2024 | 6/21/2024 | 16,000 | PL-200T00 |
| 1/17/2024 | 1/19/2024 | 12,000 | PL-300T00 |
| 2/12/2024 | 2/14/2024 | 12,000 | PL-300T00 |
| 3/11/2024 | 3/13/2024 | 12,000 | PL-300T00 |
| 4/17/2024 | 4/19/2024 | 12,000 | PL-300T00 |
| 5/15/2024 | 5/17/2024 | 12,000 | PL-300T00 |
| 6/10/2024 | 6/12/2024 | 12,000 | PL-300T00 |
| 12/11/2023 | 12/15/2023 | 20,000 | PL-400T00 |
| 1/15/2024 | 1/19/2024 | 20,000 | PL-400T00 |
| 2/12/2024 | 2/16/2024 | 20,000 | PL-400T00 |
| 3/18/2024 | 3/22/2024 | 20,000 | PL-400T00 |
| 4/22/2024 | 4/26/2024 | 20,000 | PL-400T00 |
| 5/27/2024 | 5/31/2024 | 20,000 | PL-400T00 |
| 6/17/2024 | 6/21/2024 | 20,000 | PL-400T00 |
| 12/11/2023 | 12/14/2023 | 16,000 | PL-500T00 |
| 1/23/2024 | 1/26/2024 | 16,000 | PL-500T00 |
| 2/13/2024 | 2/16/2024 | 16,000 | PL-500T00 |
| 3/19/2024 | 3/22/2024 | 16,000 | PL-500T00 |
| 4/23/2024 | 4/26/2024 | 12,000 | PL-500T00 |
| 5/28/2024 | 5/31/2024 | 12,000 | PL-500T00 |
| 6/18/2024 | 6/21/2024 | 12,000 | PL-500T00 |
| 1/22/2024 | 1/24/2024 | 12,000 | PL-600T00 |
| 2/21/2024 | 2/23/2024 | 12,000 | PL-600T00 |
| 3/11/2024 | 3/13/2024 | 12,000 | PL-600T00 |
| 4/17/2024 | 4/19/2024 | 12,000 | PL-600T00 |
| 5/15/2024 | 5/17/2024 | 12,000 | PL-600T00 |
| 6/17/2024 | 6/19/2024 | 12,000 | PL-600T00 |
| 12/8/2023 | 12/8/2023 | 4,000 | PL-900T00 |
| 1/8/2024 | 1/8/2024 | 4,000 | PL-900T00 |
| 2/12/2024 | 2/12/2024 | 4,000 | PL-900T00 |
| 3/11/2024 | 3/11/2024 | 4,000 | PL-900T00 |
| 4/5/2024 | 4/5/2024 | 4,000 | PL-900T00 |
| 5/10/2024 | 5/10/2024 | 4,000 | PL-900T00 |
| 6/10/2024 | 6/10/2024 | 4,000 | PL-900T00 |
| 12/18/2023 | 12/22/2023 | 12,500 | PWA-201 |
| 1/22/2024 | 1/26/2024 | 12,500 | PWA-201 |
| 2/19/2024 | 2/23/2024 | 12,500 | PWA-201 |
| 3/25/2024 | 3/29/2024 | 12,500 | PWA-201 |
| 4/22/2024 | 4/26/2024 | 12,500 | PWA-201 |
| 5/27/2024 | 5/31/2024 | 12,500 | PWA-201 |
| 6/24/2024 | 6/28/2024 | 12,500 | PWA-201 |
| 12/11/2023 | 12/12/2023 | 5,000 | M365-End-User |
| 1/8/2024 | 1/9/2024 | 5,000 | M365-End-User |
| 2/5/2024 | 2/6/2024 | 5,000 | M365-End-User |
| 3/4/2024 | 3/5/2024 | 5,000 | M365-End-User |
| 4/1/2024 | 4/2/2024 | 5,000 | M365-End-User |
| 5/13/2024 | 5/14/2024 | 5,000 | M365-End-User |
| 6/13/2024 | 6/14/2024 | 5,000 | M365-End-User |
| 6/2/2023 | 6/2/2023 | 2,500 | O365-Admin-ENH |
| 7/7/2023 | 7/7/2023 | 2,500 | O365-Admin-ENH |
| 8/4/2023 | 8/4/2023 | 2,500 | O365-Admin-ENH |
| 9/8/2023 | 9/8/2023 | 2,500 | O365-Admin-ENH |
| 10/6/2023 | 10/6/2023 | 2,500 | O365-Admin-ENH |
| 11/3/2023 | 11/3/2023 | 2,500 | O365-Admin-ENH |
| 12/4/2023 | 12/4/2023 | 2,500 | O365-Admin-ENH |
| 12/15/2023 | 12/15/2023 | 4,000 | 55154B |
| 1/22/2024 | 1/22/2024 | 4,000 | 55154B |
| 2/16/2024 | 2/16/2024 | 4,000 | 55154B |
| 3/15/2024 | 3/15/2024 | 4,000 | 55154B |
| 4/19/2024 | 4/19/2024 | 4,000 | 55154B |
| 5/20/2024 | 5/20/2024 | 4,000 | 55154B |
| 6/13/2024 | 6/13/2024 | 4,000 | 55154B |
| 12/8/2023 | 12/8/2023 | 2,500 | OF-19-NF |
| 1/8/2024 | 1/8/2024 | 2,500 | OF-19-NF |
| 2/5/2024 | 2/5/2024 | 2,500 | OF-19-NF |
| 3/11/2024 | 3/11/2024 | 2,500 | OF-19-NF |
| 4/9/2024 | 4/9/2024 | 2,500 | OF-19-NF |
| 5/10/2024 | 5/10/2024 | 2,500 | OF-19-NF |
| 6/10/2024 | 6/10/2024 | 2,500 | OF-19-NF |
| 12/18/2023 | 12/19/2023 | 5,000 | WD-19-01 |
| 1/18/2024 | 1/19/2024 | 5,000 | WD-19-01 |
| 2/27/2024 | 2/28/2024 | 5,000 | WD-19-01 |
| 3/25/2024 | 3/26/2024 | 5,000 | WD-19-01 |
| 4/1/2024 | 4/2/2024 | 5,000 | WD-19-01 |
| 5/20/2024 | 5/21/2024 | 5,000 | WD-19-01 |
| 6/13/2024 | 6/14/2024 | 5,000 | WD-19-01 |
| 12/20/2023 | 12/21/2023 | 5,000 | WD-19-02 |
| 1/25/2024 | 1/26/2024 | 5,000 | WD-19-02 |
| 2/29/2024 | 3/1/2024 | 5,000 | WD-19-02 |
| 3/27/2024 | 3/28/2024 | 5,000 | WD-19-02 |
| 4/25/2024 | 4/26/2024 | 5,000 | WD-19-02 |
| 5/23/2024 | 5/24/2024 | 5,000 | WD-19-02 |
| 6/20/2024 | 6/21/2024 | 5,000 | WD-19-02 |
| 12/18/2023 | 12/19/2023 | 5,000 | EX-19-01 |
| 1/18/2024 | 1/19/2024 | 5,000 | EX-19-01 |
| 2/27/2024 | 2/28/2024 | 5,000 | EX-19-01 |
| 3/25/2024 | 3/26/2024 | 5,000 | EX-19-01 |
| 4/1/2024 | 4/2/2024 | 5,000 | EX-19-01 |
| 5/20/2024 | 5/21/2024 | 5,000 | EX-19-01 |
| 6/13/2024 | 6/14/2024 | 5,000 | EX-19-01 |
| 12/20/2023 | 12/21/2023 | 5,000 | EX-19-02 |
| 1/25/2024 | 1/26/2024 | 5,000 | EX-19-02 |
| 2/29/2024 | 3/1/2024 | 5,000 | EX-19-02 |
| 3/27/2024 | 3/28/2024 | 5,000 | EX-19-02 |
| 4/25/2024 | 4/26/2024 | 5,000 | EX-19-02 |
| 5/23/2024 | 5/24/2024 | 5,000 | EX-19-02 |
| 6/20/2024 | 6/21/2024 | 5,000 | EX-19-02 |
| 12/22/2023 | 12/22/2023 | 2,500 | EX-19-03 |
| 1/29/2024 | 1/29/2024 | 2,500 | EX-19-03 |
| 2/27/2024 | 2/27/2024 | 2,500 | EX-19-03 |
| 3/29/2024 | 3/29/2024 | 2,500 | EX-19-03 |
| 4/29/2024 | 4/29/2024 | 2,500 | EX-19-03 |
| 5/24/2024 | 5/24/2024 | 2,500 | EX-19-03 |
| 6/24/2024 | 6/24/2024 | 2,500 | EX-19-03 |
| 12/11/2023 | 12/12/2023 | 5,000 | PP-19-01 |
| 1/15/2024 | 1/16/2024 | 5,000 | PP-19-01 |
| 2/27/2024 | 2/28/2024 | 5,000 | PP-19-01 |
| 3/25/2024 | 3/26/2024 | 5,000 | PP-19-01 |
| 4/17/2024 | 4/18/2024 | 5,000 | PP-19-01 |
| 5/13/2024 | 5/14/2024 | 5,000 | PP-19-01 |
| 6/11/2024 | 6/12/2024 | 5,000 | PP-19-01 |
| 12/13/2023 | 12/14/2023 | 5,000 | PP-19-02 |
| 1/18/2024 | 1/19/2024 | 5,000 | PP-19-02 |
| 2/29/2024 | 3/1/2024 | 5,000 | PP-19-02 |
| 3/27/2024 | 3/28/2024 | 5,000 | PP-19-02 |
| 4/25/2024 | 4/26/2024 | 5,000 | PP-19-02 |
| 5/20/2024 | 5/21/2024 | 5,000 | PP-19-02 |
| 6/13/2024 | 6/14/2024 | 5,000 | PP-19-02 |
| 12/6/2023 | 12/8/2023 | 7,500 | PJ-19-US |
| 1/10/2024 | 1/12/2024 | 7,500 | PJ-19-US |
| 2/6/2024 | 2/8/2024 | 7,500 | PJ-19-US |
| 3/6/2024 | 3/8/2024 | 7,500 | PJ-19-US |
| 4/3/2024 | 4/5/2024 | 7,500 | PJ-19-US |
| 5/8/2024 | 5/10/2024 | 7,500 | PJ-19-US |
| 6/5/2024 | 6/7/2024 | 7,500 | PJ-19-US |
| 12/22/2023 | 12/22/2023 | 2,500 | OL-19-01 |
| 1/22/2024 | 1/22/2024 | 2,500 | OL-19-01 |
| 2/23/2024 | 2/23/2024 | 2,500 | OL-19-01 |
| 3/25/2024 | 3/25/2024 | 2,500 | OL-19-01 |
| 4/22/2024 | 4/22/2024 | 2,500 | OL-19-01 |
| 5/24/2024 | 5/24/2024 | 2,500 | OL-19-01 |
| 6/24/2024 | 6/24/2024 | 2,500 | OL-19-01 |
| 1/22/2024 | 1/26/2024 | 20,000 | ASP-MVC5 |
| 2/19/2024 | 2/23/2024 | 20,000 | ASP-MVC5 |
| 3/18/2024 | 3/22/2024 | 20,000 | ASP-MVC5 |
| 4/22/2024 | 4/26/2024 | 20,000 | ASP-MVC5 |
| 5/27/2024 | 5/31/2024 | 20,000 | ASP-MVC5 |
| 6/24/2024 | 6/28/2024 | 20,000 | ASP-MVC5 |
| 1/30/2024 | 1/31/2024 | 8,000 | 55267-A |
| 2/27/2024 | 2/28/2024 | 8,000 | 55267-A |
| 3/27/2024 | 3/28/2024 | 8,000 | 55267-A |
| 4/29/2024 | 4/30/2024 | 8,000 | 55267-A |
| 5/23/2024 | 5/24/2024 | 8,000 | 55267-A |
| 6/27/2024 | 6/28/2024 | 8,000 | 55267-A |
| 1/16/2024 | 1/19/2024 | 16,000 | 55284-A |
| 2/13/2024 | 2/16/2024 | 16,000 | 55284-A |
| 3/12/2024 | 3/15/2024 | 16,000 | 55284-A |
| 4/9/2024 | 4/12/2024 | 16,000 | 55284-A |
| 5/14/2024 | 5/17/2024 | 16,000 | 55284-A |
| 6/4/2024 | 6/7/2024 | 16,000 | 55284-A |
| 1/25/2024 | 1/26/2024 | 8,000 | 55285-A |
| 2/27/2024 | 2/28/2024 | 8,000 | 55285-A |
| 3/25/2024 | 3/26/2024 | 8,000 | 55285-A |
| 4/17/2024 | 4/18/2024 | 8,000 | 55285-A |
| 5/23/2024 | 5/24/2024 | 8,000 | 55285-A |
| 6/13/2024 | 6/14/2024 | 8,000 | 55285-A |
| 12/18/2023 | 12/22/2023 | 20,000 | 55039-B |
| 1/15/2024 | 1/19/2024 | 20,000 | 55039-B |
| 2/12/2024 | 2/16/2024 | 20,000 | 55039-B |
| 3/25/2024 | 3/29/2024 | 20,000 | 55039-B |
| 4/22/2024 | 4/26/2024 | 20,000 | 55039-B |
| 5/27/2024 | 5/31/2024 | 20,000 | 55039-B |
| 6/24/2024 | 6/28/2024 | 20,000 | 55039-B |
| 12/6/2023 | 12/8/2023 | 12,000 | 55199-A |
| 1/10/2024 | 1/12/2024 | 12,000 | 55199-A |
| 2/7/2024 | 2/9/2024 | 12,000 | 55199-A |
| 3/6/2024 | 3/8/2024 | 12,000 | 55199-A |
| 4/3/2024 | 4/5/2024 | 12,000 | 55199-A |
| 5/8/2024 | 5/10/2024 | 12,000 | 55199-A |
| 6/5/2024 | 6/7/2024 | 12,000 | 55199-A |
| 1/11/2024 | 1/12/2024 | 8,000 | 55200-A |
| 2/5/2024 | 2/6/2024 | 8,000 | 55200-A |
| 3/4/2024 | 3/5/2024 | 8,000 | 55200-A |
| 4/1/2024 | 4/2/2024 | 8,000 | 55200-A |
| 5/13/2024 | 5/14/2024 | 8,000 | 55200-A |
| 6/11/2024 | 6/12/2024 | 8,000 | 55200-A |
| 1/16/2024 | 1/19/2024 | 16,000 | 55215-B |
| 2/13/2024 | 2/16/2024 | 16,000 | 55215-B |
| 3/12/2024 | 3/15/2024 | 16,000 | 55215-B |
| 4/9/2024 | 4/12/2024 | 16,000 | 55215-B |
| 5/14/2024 | 5/17/2024 | 16,000 | 55215-B |
| 6/18/2024 | 6/21/2024 | 16,000 | 55215-B |
| 1/23/2024 | 1/26/2024 | 16,000 | 55217-A |
| 2/20/2024 | 2/23/2024 | 16,000 | 55217-A |
| 3/19/2024 | 3/22/2024 | 16,000 | 55217-A |
| 4/23/2024 | 4/26/2024 | 16,000 | 55217-A |
| 5/28/2024 | 5/31/2024 | 16,000 | 55217-A |
| 6/25/2024 | 6/28/2024 | 16,000 | 55217-A |
| 1/22/2024 | 1/26/2024 | 20,000 | 55234-A |
| 2/19/2024 | 2/23/2024 | 20,000 | 55234-A |
| 3/25/2024 | 3/29/2024 | 20,000 | 55234-A |
| 4/22/2024 | 4/26/2024 | 20,000 | 55234-A |
| 5/27/2024 | 5/31/2024 | 20,000 | 55234-A |
| 6/24/2024 | 6/28/2024 | 20,000 | 55234-A |
| 12/6/2023 | 12/8/2023 | 12,000 | 55238-B |
| 1/17/2024 | 1/19/2024 | 12,000 | 55238-B |
| 2/12/2024 | 2/14/2024 | 12,000 | 55238-B |
| 3/11/2024 | 3/13/2024 | 12,000 | 55238-B |
| 4/10/2024 | 4/12/2024 | 12,000 | 55238-B |
| 5/15/2024 | 5/17/2024 | 12,000 | 55238-B |
| 6/17/2024 | 6/19/2024 | 12,000 | 55238-B |
| 1/8/2024 | 1/9/2024 | 8,000 | 55251-A |
| 2/5/2024 | 2/6/2024 | 8,000 | 55251-A |
| 3/4/2024 | 3/5/2024 | 8,000 | 55251-A |
| 4/1/2024 | 4/2/2024 | 8,000 | 55251-A |
| 5/8/2024 | 5/9/2024 | 8,000 | 55251-A |
| 6/6/2024 | 6/7/2024 | 8,000 | 55251-A |
| 12/11/2023 | 12/15/2023 | 12,000 | 10972 |
| 1/8/2024 | 1/12/2024 | 12,000 | 10972 |
| 2/5/2024 | 2/9/2024 | 12,000 | 10972 |
| 3/4/2024 | 3/8/2024 | 12,000 | 10972 |
| 4/1/2024 | 4/5/2024 | 12,000 | 10972 |
| 5/13/2024 | 5/17/2024 | 12,000 | 10972 |
| 6/10/2024 | 6/14/2024 | 12,000 | 10972 |
| 12/18/2023 | 12/21/2023 | 16,000 | 10987 |
| 1/16/2024 | 1/19/2024 | 16,000 | 10987 |
| 2/13/2024 | 2/16/2024 | 16,000 | 10987 |
| 3/19/2024 | 3/22/2024 | 16,000 | 10987 |
| 4/9/2024 | 4/12/2024 | 16,000 | 10987 |
| 5/28/2024 | 5/31/2024 | 16,000 | 10987 |
| 6/18/2024 | 6/21/2024 | 16,000 | 10987 |
| 12/26/2023 | 12/28/2023 | 12,000 | 10997 |
| 1/29/2024 | 1/31/2024 | 12,000 | 10997 |
| 2/27/2024 | 2/29/2024 | 12,000 | 10997 |
| 3/27/2024 | 3/29/2024 | 12,000 | 10997 |
| 4/22/2024 | 4/24/2024 | 12,000 | 10997 |
| 5/27/2024 | 5/29/2024 | 12,000 | 10997 |
| 6/24/2024 | 6/26/2024 | 12,000 | 10997 |
| 12/18/2023 | 12/22/2023 | 20,000 | 20761 |
| 1/22/2024 | 1/26/2024 | 20,000 | 20761 |
| 2/19/2024 | 2/23/2024 | 20,000 | 20761 |
| 3/25/2024 | 3/29/2024 | 20,000 | 20761 |
| 4/22/2024 | 4/26/2024 | 20,000 | 20761 |
| 5/27/2024 | 5/31/2024 | 20,000 | 20761 |
| 6/24/2024 | 6/28/2024 | 20,000 | 20761 |
| 12/11/2023 | 12/15/2023 | 20,000 | 20764 |
| 1/8/2024 | 1/12/2024 | 20,000 | 20764 |
| 2/5/2024 | 2/9/2024 | 20,000 | 20764 |
| 3/11/2024 | 3/15/2024 | 20,000 | 20764 |
| 4/22/2024 | 4/26/2024 | 20,000 | 20764 |
| 5/13/2024 | 5/17/2024 | 20,000 | 20764 |
| 6/10/2024 | 6/14/2024 | 20,000 | 20764 |
| 12/6/2023 | 12/7/2023 | 8,000 | 20778 |
| 1/18/2024 | 1/19/2024 | 8,000 | 20778 |
| 2/27/2024 | 2/28/2024 | 8,000 | 20778 |
| 3/27/2024 | 3/28/2024 | 8,000 | 20778 |
| 4/10/2024 | 4/11/2024 | 8,000 | 20778 |
| 5/20/2024 | 5/21/2024 | 8,000 | 20778 |
| 6/13/2024 | 6/14/2024 | 8,000 | 20778 |
| 12/6/2023 | 12/8/2023 | 12,000 | 20779 |
| 1/10/2024 | 1/12/2024 | 12,000 | 20779 |
| 2/7/2024 | 2/9/2024 | 12,000 | 20779 |
| 3/6/2024 | 3/8/2024 | 12,000 | 20779 |
| 4/3/2024 | 4/5/2024 | 12,000 | 20779 |
| 5/8/2024 | 5/10/2024 | 12,000 | 20779 |
| 6/5/2024 | 6/7/2024 | 12,000 | 20779 |
| 12/11/2023 | 12/15/2023 | 20,000 | WS-011T00 |
| 1/15/2024 | 1/19/2024 | 20,000 | WS-011T00 |
| 2/5/2024 | 2/9/2024 | 20,000 | WS-011T00 |
| 3/11/2024 | 3/15/2024 | 20,000 | WS-011T00 |
| 4/22/2024 | 4/26/2024 | 20,000 | WS-011T00 |
| 5/13/2024 | 5/17/2024 | 20,000 | WS-011T00 |
| 6/10/2024 | 6/14/2024 | 20,000 | WS-011T00 |
| 6/12/2023 | 6/16/2023 | 60,000 | VSICM8 |
| 7/3/2023 | 7/7/2023 | 60,000 | VSICM8 |
| 8/7/2023 | 8/11/2023 | 60,000 | VSICM8 |
| 9/4/2023 | 9/8/2023 | 60,000 | VSICM8 |
| 10/2/2023 | 10/6/2023 | 60,000 | VSICM8 |
| 11/6/2023 | 11/10/2023 | 60,000 | VSICM8 |
| 12/18/2023 | 12/22/2023 | 60,000 | VSICM8 |
| 6/8/2023 | 6/12/2023 | 37,000 | VSWN8 |
| 10/9/2023 | 10/11/2023 | 37,000 | VSWN8 |
| 7/17/2023 | 7/21/2023 | 90,000 | VSFT7 |
| 9/18/2023 | 9/22/2023 | 90,000 | VSFT7 |
| 9/18/2023 | 9/22/2023 | 66,000 | VSOS8 |
| 11/27/2023 | 12/1/2023 | 66,000 | VSOS8 |
| 6/26/2023 | 6/30/2023 | 66,000 | VSTS7 |
| 10/30/2023 | 11/3/2023 | 66,000 | VSTS7 |
| 12/25/2023 | 12/29/2023 | 66,000 | VSTS7 |
| 6/7/2023 | 6/9/2023 | 40,000 | VSD7 |
| 7/24/2023 | 7/26/2023 | 40,000 | VSD7 |
| 10/25/2023 | 10/27/2023 | 40,000 | VSD7 |
| 6/8/2023 | 6/9/2023 | 25,000 | SRMICM82 |
| 9/11/2023 | 9/13/2023 | 40,000 | VSKDM7 |
| 10/30/2023 | 11/1/2023 | 40,000 | VSKDM7 |
| 12/6/2023 | 12/8/2023 | 40,000 | VSKDM7 |
| 6/6/2023 | 6/9/2023 | 49,000 | TKGIEICM110 |
| 6/12/2023 | 6/16/2023 | 60,000 | NSXTICM32 |
| 7/3/2023 | 7/7/2023 | 60,000 | NSXTICM32 |
| 10/30/2023 | 11/3/2023 | 66,000 | NSXTD32 |
| 9/25/2023 | 9/29/2023 | 60,000 | VROICM86 |
| 10/2/2023 | 10/6/2023 | 66,000 | NSXTTO32 |
| 10/16/2023 | 10/20/2023 | 60,000 | HDM8 |
| 11/6/2023 | 11/10/2023 | 60,000 | HDM8 |
| 12/7/2023 | 12/8/2023 | 25,000 | HIA8 |
| 8/25/2023 | 8/25/2023 | 10,800 | AWS-CPE |
| 9/18/2023 | 9/18/2023 | 10,800 | AWS-CPE |
| 10/16/2023 | 10/16/2023 | 10,800 | AWS-CPE |
| 11/8/2023 | 11/8/2023 | 10,800 | AWS-CPE |
| 12/7/2023 | 12/7/2023 | 10,800 | AWS-CPE |
| 8/18/2023 | 8/18/2023 | 10,800 | AWS-TE |
| 9/19/2023 | 9/19/2023 | 10,800 | AWS-TE |
| 10/17/2023 | 10/17/2023 | 10,800 | AWS-TE |
| 11/7/2023 | 11/7/2023 | 10,800 | AWS-TE |
| 12/8/2023 | 12/8/2023 | 10,800 | AWS-TE |
| 8/25/2023 | 8/25/2023 | 5,900 | AWS-EBL |
| 10/16/2023 | 10/16/2023 | 5,900 | AWS-EBL |
| 12/7/2023 | 12/7/2023 | 5,900 | AWS-EBL |
| 9/18/2023 | 9/18/2023 | 5,900 | AWS-EFS |
| 11/6/2023 | 11/6/2023 | 5,900 | AWS-EFS |
| 8/22/2023 | 8/24/2023 | 32,400 | AWS-ARC |
| 9/20/2023 | 9/22/2023 | 32,400 | AWS-ARC |
| 10/18/2023 | 10/20/2023 | 32,400 | AWS-ARC |
| 11/15/2023 | 11/17/2023 | 32,400 | AWS-ARC |
| 12/13/2023 | 12/15/2023 | 32,400 | AWS-ARC |
| 10,800 | AWS-WBP | ||
| 32,400 | AWS-ADA | ||
| 10,800 | AWS-AWB | ||
| 54,000 | AWS-ARA | ||
| 8/29/2023 | 8/31/2023 | 32,400 | AWS-COA |
| 9/25/2023 | 9/27/2023 | 32,400 | AWS-COA |
| 10/25/2023 | 10/27/2023 | 32,400 | AWS-COA |
| 12/18/2023 | 12/20/2023 | 32,400 | AWS-COA |
| 21,600 | AWS-FIN | ||
| 32,400 | AWS-CFM | ||
| 32,400 | AWS-DWA | ||
| 10,800 | AWS-BLK | ||
| 10,800 | AWS-BDA | ||
| 10,800 | AWS-BBD | ||
| 10,800 | AWS-BSD | ||
| 21,600 | AWS-AVA | ||
| 32,400 | AWS-PDD | ||
| 9/13/2023 | 9/15/2023 | 32,400 | AWS-DEV |
| 32,400 | AWS-ADE | ||
| 32,400 | AWS-DOP | ||
| 10,800 | AWS-DEL | ||
| 32,400 | AWS-MLE | ||
| 10,800 | AWS-PDS | ||
| 43,200 | AWS-MLP | ||
| 32,400 | AWS-SSD | ||
| 21,600 | AWS-VSE | ||
| 8/25/2023 | 8/25/2023 | 10,800 | AWS-MES |
| 10/16/2023 | 10/16/2023 | 10,800 | AWS-MES |
| 12/7/2023 | 12/7/2023 | 10,800 | AWS-MES |
| 32,400 | AWS-MGA | ||
| 9/18/2023 | 9/18/2023 | 10,800 | AWS-SES |
| 11/6/2023 | 11/6/2023 | 10,800 | AWS-SES |
| 32,400 | AWS-SEN | ||
| 10,800 | AWS-SGS | ||
| 10,800 | AWS-SBP | ||
| 7/24/2023 | 7/26/2023 | 42,300 | D1101651GC10 |
| 10/9/2023 | 10/11/2023 | 42,300 | D1101651GC10 |
| 6/26/2023 | 6/30/2023 | 56,500 | D107509GC10 |
| 7/3/2023 | 7/7/2023 | 56,500 | D107509GC10 |
| 8/7/2023 | 8/11/2023 | 56,500 | D107509GC10 |
| 9/4/2023 | 9/8/2023 | 56,500 | D107509GC10 |
| 10/2/2023 | 10/6/2023 | 56,500 | D107509GC10 |
| 11/6/2023 | 11/10/2023 | 56,500 | D107509GC10 |
| 12/11/2023 | 12/15/2023 | 56,500 | D107509GC10 |
| 6/19/2023 | 6/23/2023 | 56,500 | D107511GC10 |
| 7/10/2023 | 7/14/2023 | 56,500 | D107511GC10 |
| 8/21/2023 | 8/25/2023 | 56,500 | D107511GC10 |
| 9/11/2023 | 9/15/2023 | 56,500 | D107511GC10 |
| 10/16/2023 | 10/20/2023 | 56,500 | D107511GC10 |
| 11/13/2023 | 11/17/2023 | 56,500 | D107511GC10 |
| 12/18/2023 | 12/22/2023 | 56,500 | D107511GC10 |
| 6/26/2023 | 6/30/2023 | 56,500 | D108103GC20 |
| 7/17/2023 | 7/21/2023 | 56,500 | D108103GC20 |
| 8/7/2023 | 8/11/2023 | 56,500 | D108103GC20 |
| 9/18/2023 | 9/22/2023 | 56,500 | D108103GC20 |
| 10/30/2023 | 11/3/2023 | 56,500 | D108103GC20 |
| 11/20/2023 | 11/24/2023 | 56,500 | D108103GC20 |
| 12/18/2023 | 12/22/2023 | 56,500 | D108103GC20 |
| 8/15/2023 | 8/18/2023 | 49,000 | D108654GC10 |
| 10/9/2023 | 10/12/2023 | 49,000 | D108654GC10 |
| 11/28/2023 | 12/1/2023 | 49,000 | D108654GC10 |
| 6/12/2023 | 6/16/2023 | 56,500 | D78848GC20 |
| 7/3/2023 | 7/7/2023 | 56,500 | D78848GC20 |
| 8/7/2023 | 8/11/2023 | 56,500 | D78848GC20 |
| 9/4/2023 | 9/8/2023 | 56,500 | D78848GC20 |
| 10/2/2023 | 10/6/2023 | 56,500 | D78848GC20 |
| 11/6/2023 | 11/10/2023 | 56,500 | D78848GC20 |
| 12/11/2023 | 12/15/2023 | 56,500 | D78848GC20 |
| 8/22/2023 | 8/25/2023 | 56,400 | D108634GC10 |
| 11/21/2023 | 11/24/2023 | 56,400 | D108634GC10 |
| 7/6/2023 | 7/7/2023 | 36,900 | D108638GC10 |
| 10/11/2023 | 10/12/2023 | 36,900 | D108638GC10 |
| 12/7/2023 | 12/8/2023 | 36,900 | D108638GC10 |
| 6/12/2023 | 6/16/2023 | 70,500 | D108774GC20 |
| 8/7/2023 | 8/11/2023 | 70,500 | D108774GC20 |
| 10/16/2023 | 10/20/2023 | 70,500 | D108774GC20 |
| 12/11/2023 | 12/15/2023 | 70,500 | D108774GC20 |
| 7/24/2023 | 7/27/2023 | 56,400 | D101287GC10 |
| 9/12/2023 | 9/15/2023 | 56,400 | D101287GC10 |
| 11/27/2023 | 11/30/2023 | 56,400 | D101287GC10 |
| 6/6/2023 | 6/9/2023 | 49,000 | D90871GC20 |
| 8/15/2023 | 8/18/2023 | 49,000 | D90871GC20 |
| 9/5/2023 | 9/8/2023 | 49,000 | D90871GC20 |
| 11/7/2023 | 11/10/2023 | 49,000 | D90871GC20 |
| 6/12/2023 | 6/16/2023 | 56,500 | D66376GC51 |
| 7/10/2023 | 7/14/2023 | 56,500 | D66376GC51 |
| 8/7/2023 | 8/11/2023 | 56,500 | D66376GC51 |
| 9/4/2023 | 9/8/2023 | 56,500 | D66376GC51 |
| 10/16/2023 | 10/20/2023 | 56,500 | D66376GC51 |
| 11/13/2023 | 11/17/2023 | 56,500 | D66376GC51 |
| 12/11/2023 | 12/15/2023 | 56,500 | D66376GC51 |
| 6/20/2023 | 6/23/2023 | 49,000 | D109197GC10 |
| 9/19/2023 | 9/22/2023 | 49,000 | D109197GC10 |
| 12/19/2023 | 12/22/2023 | 49,000 | D109197GC10 |
| 6/19/2023 | 6/23/2023 | 56,500 | D66378GC50 |
| 7/10/2023 | 7/14/2023 | 56,500 | D66378GC50 |
| 8/7/2023 | 8/11/2023 | 56,500 | D66378GC50 |
| 9/4/2023 | 9/8/2023 | 56,500 | D66378GC50 |
| 10/16/2023 | 10/20/2023 | 56,500 | D66378GC50 |
| 7/25/2023 | 7/27/2023 | 42,300 | D108305GC30 |
| 7/17/2023 | 7/21/2023 | 56,500 | D80151GC30 |
| 8/7/2023 | 8/11/2023 | 56,500 | D80151GC30 |
| 8/7/2023 | 8/11/2023 | 56,500 | D80155GC30 |
| 7/26/2023 | 7/27/2023 | 36,900 | D83177GC30 |
| 8/17/2023 | 8/18/2023 | 36,900 | D83177GC30 |
| 6/19/2023 | 6/23/2023 | 92,250 | D95507GC20 |
| 7/10/2023 | 7/14/2023 | 92,250 | D95507GC20 |
| 6/19/2023 | 6/23/2023 | 92,250 | D95503GC10 |
| 7/17/2023 | 7/21/2023 | 92,250 | D95503GC10 |
| 6/21/2023 | 6/23/2023 | 55,350 | D1104288GC10 |
| 7/25/2023 | 7/27/2023 | 55,350 | D1104288GC10 |
| 6/26/2023 | 6/30/2023 | 62,000 | 3627 |
| 9/25/2023 | 9/29/2023 | 62,000 | 3627 |
| 12/25/2023 | 12/29/2023 | 62,000 | 3627 |
| 7/17/2023 | 7/21/2023 | 62,000 | 2813 |
| 10/30/2023 | 11/3/2023 | 62,000 | 2813 |
| 7/10/2023 | 7/11/2023 | 25,000 | 2444 |
| 9/4/2023 | 9/5/2023 | 25,000 | 2444 |
| 11/6/2023 | 11/7/2023 | 25,000 | 2444 |
| 6/7/2023 | 6/9/2023 | 39,500 | 2446 |
| 8/2/2023 | 8/4/2023 | 39,500 | 2446 |
| 10/2/2023 | 10/4/2023 | 39,500 | 2446 |
| 12/6/2023 | 12/8/2023 | 39,500 | 2446 |
| 7/17/2023 | 7/21/2023 | 62,000 | 6639 |
| 9/25/2023 | 9/29/2023 | 62,000 | 6639 |
| 11/27/2023 | 12/1/2023 | 62,000 | 6639 |
| 7/17/2023 | 7/20/2023 | 52,000 | DP0119 |
| 10/9/2023 | 10/12/2023 | 52,000 | DP0119 |
| 7/17/2023 | 7/21/2023 | 62,000 | 7956 |
| 9/18/2023 | 9/22/2023 | 62,000 | 7956 |
| 11/20/2023 | 11/24/2023 | 62,000 | 7956 |
| 6/12/2023 | 6/16/2023 | 62,000 | 8256 |
| 8/7/2023 | 8/11/2023 | 62,000 | 8256 |
| 10/16/2023 | 10/20/2023 | 62,000 | 8256 |
| 12/11/2023 | 12/15/2023 | 62,000 | 8256 |
| 6/12/2023 | 6/16/2023 | 62,000 | 8296 |
| 9/4/2023 | 9/8/2023 | 62,000 | 8296 |
| 12/11/2023 | 12/15/2023 | 62,000 | 8296 |
| 6/19/2023 | 6/23/2023 | 62,000 | 8726 |
| 7/17/2023 | 7/21/2023 | 62,000 | 8726 |
| 8/21/2023 | 8/25/2023 | 62,000 | 8726 |
| 9/18/2023 | 9/22/2023 | 62,000 | 8726 |
| 10/16/2023 | 10/20/2023 | 62,000 | 8726 |
| 11/20/2023 | 11/24/2023 | 62,000 | 8726 |
| 12/11/2023 | 12/15/2023 | 62,000 | 8726 |
| 6/26/2023 | 6/30/2023 | 62,000 | 9005 |
| 7/17/2023 | 7/21/2023 | 62,000 | 9005 |
| 8/28/2023 | 9/1/2023 | 62,000 | 9005 |
| 9/25/2023 | 9/29/2023 | 62,000 | 9005 |
| 10/30/2023 | 11/3/2023 | 62,000 | 9005 |
| 11/27/2023 | 12/1/2023 | 62,000 | 9005 |
| 12/18/2023 | 12/22/2023 | 62,000 | 9005 |
| 6/7/2023 | 6/9/2023 | 36,000 | TMAOCP |
| 7/12/2023 | 7/14/2023 | 36,000 | TMAOCP |
| 8/2/2023 | 8/4/2023 | 36,000 | TMAOCP |
| 9/25/2023 | 9/27/2023 | 36,000 | TMAOCP |
| 10/10/2023 | 10/12/2023 | 36,000 | TMAOCP |
| 11/1/2023 | 11/3/2023 | 36,000 | TMAOCP |
| 12/6/2023 | 12/8/2023 | 36,000 | TMAOCP |
| 6/14/2023 | 6/16/2023 | 36,000 | TMDSCP20 |
| 7/19/2023 | 7/21/2023 | 36,000 | TMDSCP20 |
| 8/2/2023 | 8/4/2023 | 36,000 | TMDSCP20 |
| 9/6/2023 | 9/8/2023 | 36,000 | TMDSCP20 |
| 10/10/2023 | 10/12/2023 | 36,000 | TMDSCP20 |
| 11/1/2023 | 11/3/2023 | 36,000 | TMDSCP20 |
| 12/6/2023 | 12/8/2023 | 36,000 | TMDSCP20 |
| 6/12/2023 | 6/14/2023 | 36,000 | TMDDCP |
| 7/24/2023 | 7/26/2023 | 36,000 | TMDDCP |
| 8/21/2023 | 8/23/2023 | 36,000 | TMDDCP |
| 9/18/2023 | 9/20/2023 | 36,000 | TMDDCP |
| 10/24/2023 | 10/26/2023 | 36,000 | TMDDCP |
| 11/20/2023 | 11/22/2023 | 36,000 | TMDDCP |
| 12/18/2023 | 12/20/2023 | 36,000 | TMDDCP |
| 7/24/2023 | 7/26/2023 | 25,000 | CT-ITF+ |
| 12/6/2023 | 12/8/2023 | 25,000 | CT-ITF+ |
| 7/10/2023 | 7/14/2023 | 48,000 | CT01-Network+ |
| 8/2/2023 | 8/4/2023 | 39,000 | CT02-Network+ |
| 12/13/2023 | 12/15/2023 | 39,000 | CT02-Network+ |
| 10/30/2023 | 11/3/2023 | 48,000 | CT01-Security+ |
| 11/6/2023 | 11/10/2023 | 48,000 | CT01-Security+ |
| 6/7/2023 | 6/9/2023 | 39,000 | CT02-Security+ |
| 8/16/2023 | 8/18/2023 | 39,000 | CT02-Security+ |
| 10/9/2023 | 10/11/2023 | 39,000 | CT02-Security+ |
| 12/6/2023 | 12/8/2023 | 39,000 | CT02-Security+ |
| 9/25/2023 | 9/29/2023 | 45,000 | CT-Cloud+ |
| 10/2/2023 | 10/6/2023 | 45,000 | CT-Server+ |
| 11/13/2023 | 11/17/2023 | 48,000 | CT01-CySA+ |
| 8/2/2023 | 8/4/2023 | 39,000 | CT02-CySA+ |
| 11/1/2023 | 11/3/2023 | 39,000 | CT02-CySA+ |
| 7/17/2023 | 7/21/2023 | 48,000 | CT-PenTest+ |
| 12/11/2023 | 12/15/2023 | 48,000 | CT-PenTest+ |
| 10/2/2023 | 10/6/2023 | 54,000 | CT-CASP+ |
| 7/24/2023 | 7/26/2023 | 28,000 | CT-Cloud Essentials+ |
| 11/1/2023 | 11/3/2023 | 28,000 | CT-Cloud Essentials+ |
| 6/7/2023 | 6/9/2023 | 45,000 | CT-Project+ |
| 9/4/2023 | 9/6/2023 | 45,000 | CT-Project+ |
| 6/21/2023 | 6/23/2023 | 22,000 | ITIL-V4 |
| 7/12/2023 | 7/14/2023 | 22,000 | ITIL-V4 |
| 6/21/2023 | 6/23/2023 | 48,500 | ITIL-V4+Exam |
| 7/12/2023 | 7/14/2023 | 48,500 | ITIL-V4+Exam |
| 10/16/2023 | 10/20/2023 | 37,950 | RH124 |
| 11/6/2023 | 11/10/2023 | 37,950 | RH124 |
| 12/18/2023 | 12/22/2023 | 37,950 | RH124 |
| 6/19/2023 | 6/23/2023 | 47,450 | RH134 |
| 8/28/2023 | 9/1/2023 | 47,450 | RH134 |
| 9/25/2023 | 9/29/2023 | 47,450 | RH134 |
| 10/30/2023 | 11/3/2023 | 47,450 | RH134 |
| 11/27/2023 | 12/1/2023 | 47,450 | RH134 |
| 12/25/2023 | 12/29/2023 | 47,450 | RH134 |
| 6/19/2023 | 6/23/2023 | 57,530 | RH135 |
| 8/28/2023 | 9/1/2023 | 57,530 | RH135 |
| 9/25/2023 | 9/29/2023 | 57,530 | RH135 |
| 10/30/2023 | 11/3/2023 | 57,530 | RH135 |
| 11/27/2023 | 12/1/2023 | 57,530 | RH135 |
| 12/25/2023 | 12/29/2023 | 57,530 | RH135 |
| 8/15/2023 | 8/18/2023 | 60,960 | RH294 |
| 9/11/2023 | 9/14/2023 | 60,960 | RH294 |
| 10/24/2023 | 10/27/2023 | 60,960 | RH294 |
| 11/20/2023 | 11/23/2023 | 60,960 | RH294 |
| 12/12/2023 | 12/15/2023 | 60,960 | RH294 |
| 8/15/2023 | 8/18/2023 | 71,040 | RH295 |
| 9/11/2023 | 9/14/2023 | 71,040 | RH295 |
| 10/24/2023 | 10/27/2023 | 71,040 | RH295 |
| 11/20/2023 | 11/23/2023 | 71,040 | RH295 |
| 12/12/2023 | 12/15/2023 | 71,040 | RH295 |
| 11/6/2023 | 11/9/2023 | 60,960 | DO180 |
| 6/28/2023 | 6/30/2023 | 45,720 | DO188 |
| 10/9/2023 | 10/12/2023 | 45,720 | DO280 |
| 12/12/2023 | 12/15/2023 | 45,720 | DO280 |
| - | - | 60,960 | DO288 |
| 6/6/2023 | 6/8/2023 | 9,500 | PYTN102 |
| 6/19/2023 | 6/21/2023 | 7,500 | PYTN103 |
| 6/26/2023 | 6/30/2023 | 19,900 | PYTN104 |
| 7/10/2023 | 7/14/2023 | 35,000 | PMP7 |
| 11/27/2023 | 12/1/2023 | 35,000 | PMP7 |
| 8/18/2023 | 8/18/2023 | 4,000 | AI-050T00 |
| 9/15/2023 | 9/15/2023 | 4,000 | AI-050T00 |
| 10/20/2023 | 10/20/2023 | 4,000 | AI-050T00 |
| 11/17/2023 | 11/17/2023 | 4,000 | AI-050T00 |
| 12/15/2023 | 12/15/2023 | 4,000 | AI-050T00 |
| 8/18/2023 | 8/18/2023 | 4,000 | DP-601T00 |
| 9/15/2023 | 9/15/2023 | 4,000 | DP-601T00 |
| 10/20/2023 | 10/20/2023 | 4,000 | DP-601T00 |
| 11/17/2023 | 11/17/2023 | 4,000 | DP-601T00 |
| 12/15/2023 | 12/15/2023 | 4,000 | DP-601T00 |
| 8/15/2023 | 8/16/2023 | 4,000 | IC-002T00 |
| 9/18/2023 | 9/19/2023 | 4,000 | IC-002T00 |
| 10/19/2023 | 10/20/2023 | 4,000 | IC-002T00 |
| 11/16/2023 | 11/17/2023 | 4,000 | IC-002T00 |
| 12/7/2023 | 12/8/2023 | 4,000 | IC-002T00 |
| 8/21/2023 | 8/24/2023 | 16,000 | DP-203T00 |