ETL Code Validation for Shared Infrastructure Stability
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Solution Overview
Problem
Non-standardized code authored for ETL processes on shared computing infrastructure can destabilize the infrastructure, cause downtime, and compromise security, due to potential vulnerabilities and resource exploitation.
Innovation Solution
Implement a feature authoring library with a compliance system that validates the initialization and execution of ETL processes against defined standards, ensuring code compliance and stability across different platforms and infrastructures.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Adaptability or versatility
If non-standardized code is allowed for ETL processes, then adaptability and ease of authoring are improved, but system stability and security deteriorate
Solution Approach 1:
The compliance system performs preliminary validation of ETL code against defined standards before the code is executed on the shared infrastructure. This advance checking prevents non-compliant code from destabilizing the system, thereby maintaining reliability while allowing adaptability in code authoring.
Solution Approach 2:
The compliance system acts as an intermediary between code authors and the shared computing infrastructure. It validates code against standards and either approves or rejects it before execution, mediating between the need for code flexibility and the need for system stability.
2Reliability
If comprehensive code validation is implemented, then system security and stability are improved, but processing time and system complexity increase
Solution Approach 1:
The validation process is segmented into distinct phases: initialization validation and execution validation. Each phase checks specific aspects of code compliance against defined standards, making the overall complex validation process more manageable and efficient.
3Object-affected harmful factors
If code compliance validation is performed, then infrastructure security is improved, but execution time is increased
Solution Approach 1:
Compliance validation is performed preliminarily, before code execution on the shared infrastructure. This prevents security violations from occurring during execution, avoiding the need for time-consuming remediation and ensuring faster overall processing.
Data Source
AI summary
In some implementations, a device may receive a request to validate code defining a feature for compliance with a feature authoring library. The code may configure one or more phases of an extract, transform, and load (ETL) process associated with obtaining data for the feature. The device may identify one or more standards for assessing whether an initialization or an execution of the one or more phases of the ETL process is indicative of the code complying with the feature authoring library. The device may determine whether the initialization or the execution of the one or more phases of the ETL process satisfies the one or more standards. The device may transmit, based on whether the initialization or the execution of the one or more phases of the ETL process satisfies the one or more standards, a response indicating whether the code complies with the feature authoring library.