Friday, February 9, 2024

Google Cloud Platform - How to Automatically Turn ON and OFF VM Instances

In this article, you will learn how to automatically turn ON/STAR and OFF/STOP VM Instances with the help of Instances schedules features in Google Cloud Platform.


VM instances, also known as virtual machine instances, are virtualized computing environments provided by cloud service providers like Google Cloud Platform (GCP).



These instances mimic physical computers but are created and managed entirely in software, enabling users to deploy and run applications without the need to manage physical hardware.
VM instances are widely used for a variety of use cases, including web hosting, application development and testing, data processing, machine learning, big data analytics, content delivery, and more. They provide a flexible and cost-effective way to deploy and run applications in the cloud without the overhead of managing physical infrastructure.
VM instances can be integrated with various cloud services and features provided by the cloud provider, such as storage, databases, networking, monitoring, logging, and security services.



Data validation — Data validation is the process of checking the data against predefined rules and standards, such as data types, formats, ranges, and constraints.

  1. πŸ’«Schema Validation: Verify data adherence to predefined schemas, checking types, formats, and structures.
  2. πŸ’«Integrity Constraints: Enforce rules and constraints to maintain data integrity, preventing inconsistencies.
  3. πŸ’«Cross-Field Validation: Validate relationships and dependencies between different fields to ensure logical coherence.
  4. πŸ’«Data Quality Metrics: Define and track quality metrics, such as completeness, accuracy, and consistency.
  5. πŸ’«Automated Validation Scripts: Develop and run automated scripts to check data against predefined rules and criteria.

 

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