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8 Ways to Optimize AWS Glue Jobs in a Nutshell

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  Improving the performance of AWS Glue jobs involves several strategies that target different aspects of the ETL (Extract, Transform, Load) process. Here are some key practices. 1. Optimize Job Scripts Partitioning : Ensure your data is properly partitioned. Partitioning divides your data into manageable chunks, allowing parallel processing and reducing the amount of data scanned. Filtering : Apply pushdown predicates to filter data early in the ETL process, reducing the amount of data processed downstream. Compression : Use compressed file formats (e.g., Parquet, ORC) for your data sources and sinks. These formats not only reduce storage costs but also improve I/O performance. Optimize Transformations : Minimize the number of transformations and actions in your script. Combine transformations where possible and use DataFrame APIs which are optimized for performance. 2. Use Appropriate Data Formats Parquet and ORC : These columnar formats are efficient for storage and querying, signif
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Python 'getsizeof' Command the Real Purpose

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Here's a sample python program to get the size of a List array.  Getting the number of elements present in a List is not easy. So how to get this? To do you need the 'getsizeof' command.

Import 'sys' Library.

You need to import the 'sys' library to use the SIZE commands. 

>>> import sys

Congrats to you since you have now imported the SYS library. The command name is "getsizeof".

Check the below example.

print("An Integer:")
i = int(100)
print(sys.getsizeof(i))

The result will be: 100

What is the size command?  - is to get the size of elements. It gives the result based on the object you are being used. Suppose, if you use Strings, you will get String length.

Python Command to get the Size of an Object


How to use the 'getsizeof' command?

Example:1

print("Empty string:")
empty_string = ""
print(sys.getsizeof(empty_string))

Example:2

print("A normal string")
s = "Hello world"
print(sys.getsizeof(s))

Example:3

print("Increasing string:")
for i in range(0,5):
empty_string = empty_string + chr(i)
print(sys.getsizeof(empty_string))

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