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Implement Data Encryption and Decryption
- Task: Develop and implement encryption (Md5, Sha256) for data at the Bronze stage and decryption for the Gold stage.
- User Story: As a data engineer, I want to ensure that data is encrypted at the Bronze stage and decrypted at the Gold stage to maintain data security and integrity.
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Set Up Extract and Load Pipeline
- Task: Create an extract and load pipeline to move data from the source (databases and files) to the Bronze stage.
- User Story: As a data engineer, I want to set up a robust extract and load pipeline to efficiently move data from the source to the Bronze stage for further processing.
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Develop Transformation Pipeline
- Task: Implement a transformation pipeline to process data from Bronze to Silver stage.
- User Story: As a data engineer, I need to transform raw data in the Bronze stage into a more structured format in the Silver stage to facilitate better analysis.
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Modeling Pipeline Implementation
- Task: Create a modeling pipeline to convert data from the Silver stage to the Gold stage, including dimensions, facts, and views.
- User Story: As a data engineer, I want to design a modeling pipeline to refine Silver data into the Gold stage, creating dimensions, facts, and views for comprehensive analysis.
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Set Up Development Environment
- Task: Establish a development environment with limited copies of data for development purposes.
- User Story: As a developer, I want a dedicated development environment with limited data copies to safely develop and test data processes.
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Automated Testing and CI Pipeline
- Task: Implement automated testing and continuous integration (CI) pipelines triggered by code changes.
- User Story: As a developer, I need automated testing and CI pipelines to ensure that code changes are thoroughly tested and integrated without manual intervention.
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Role-Based Access Control (RBAC)
- Task: Configure role-based access control for different roles (Loader, Developer, Analyst, Automation).
- User Story: As a security officer, I want to establish role-based access control to ensure that users have appropriate access levels based on their roles.
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Encrypt Data at Bronze Stage
- Story: As a student, I want to implement encryption for data at the Bronze stage using Md5 and Sha256 to learn about data security practices.
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Set Up Extract and Load Pipeline
- Story: As a student, I want to create an extract and load pipeline to move data from the source to the Bronze stage to understand the data ingestion process.
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Transform Data from Bronze to Silver
- Story: As a student, I need to develop a transformation pipeline to process data from the Bronze to the Silver stage to gain experience in data transformation techniques.
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Model Data from Silver to Gold
- Story: As a student, I want to implement a modeling pipeline to refine data from the Silver to the Gold stage, learning how to create dimensions, facts, and views.
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Establish Development Environment
- Story: As a student, I want to set up a development environment with limited data copies to safely develop and test new data processes.
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Implement Automated Testing and CI
- Story: As a student, I need to create automated testing and CI pipelines to ensure my code changes are tested and integrated automatically.
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Configure RBAC for Different Roles
- Story: As a student, I want to set up role-based access control for various roles (Loader, Developer, Analyst, Automation) to learn about managing access and security in a data environment.
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Automated Tasks
- Data Encryption and Decryption: Implement encryption/decryption algorithms.
- Extract and Load Pipeline: Automate data extraction and loading processes.
- Transformation Pipeline: Automate data transformation steps.
- Modeling Pipeline: Automate data modeling steps.
- Automated Testing and CI: Implement automated testing and CI pipelines.
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Human-Managed Tasks
- Development Environment Setup: Configure and maintain development environments.
- Role-Based Access Control: Set up and manage RBAC settings.
- Analyst Activities: Perform data analysis and visualization tasks.
- Monitor Automated Pipelines: Monitor and troubleshoot automated processes as needed.
These steps and user stories should help organize and clarify the tasks necessary for the project, ensuring clear responsibilities and progress tracking.