1. The merits of using Classes instead of dictionary: sometimes it is better to use Classes instead of dictionaries in Python programming. You will get to know about these cases
  2. Decreasing the redundancy of your Classes with “dataclasses” module
  3. Using @property instead of instance variables in Classes

A case where using a Class is better than using dictionaries in Python


Figure 1. SSH connection to Server in Private Subnet through Bastion

Creating the environment in GCP



  • Store data in the database for the later use
  • Cache data so that they can decrease the cost of expensive operations and increase the speed of reads
  • Have a search functionality so that users can easily filter a large amount of data by keyword
  • Periodically process and give insights from a large amount of data in database (batch processing)

Bobirmirzo Arslanov

Data Engineer

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