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14 Top Data Pipeline Key Terms Explained

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 Here are some key terms commonly used in data pipelines 1. Data Sources Definition: Points where data originates (e.g., databases, APIs, files, IoT devices). Examples: Relational databases (PostgreSQL, MySQL), APIs, cloud storage (S3), streaming data (Kafka), and on-premise systems. 2. Data Ingestion Definition: The process of importing or collecting raw data from various sources into a system for processing or storage. Methods: Batch ingestion, real-time/streaming ingestion. 3. Data Transformation Definition: Modifying, cleaning, or enriching data to make it usable for analysis or storage. Examples: Data cleaning (removing duplicates, fixing missing values). Data enrichment (joining with other data sources). ETL (Extract, Transform, Load). ELT (Extract, Load, Transform). 4. Data Storage Definition: Locations where data is stored after ingestion and transformation. Types: Data Lakes: Store raw, unstructured, or semi-structured data (e.g., S3, Azure Data Lake). Data Warehous...

How to Fix a Byte-like Object is Required in Python

Here is a way to fix TypeError: a bytes-like object is required, not 'str.' The error occurs while writing a file due to incorrect usage of the file mode. Below, you'll see how to solve this error.

Byte-like Object


Python Open File in Write Mode


Here's a way to open files in write mode. The "wb" mode's purpose is to write input to a file. If the file does not exist, it creates one.  


After executing it, it throws an error highlighted in red. The file mode causes to error. Below, you'll see how to fix it and the details.

a=open("file1.txt", 'wb')

b=a.write('I am writing data to a file!')

print(b)



Traceback (most recent call last):

 File "main.py", line 2, in <module>

  b=a.write('I am writing data to a file!')

TypeError: a bytes-like object is required, not 'str'


** Process exited - Return Code: 1 **

Press Enter to exit terminal



How to Fix the Error


You can write data to a file in two ways a string or bytes. The mode you have chosen here is "wb." Which means it allows only binary data. You have attempted to write string data. This causes the error.



Way 1:


Chnage the file mode to "W." Then it will run without the error.


a=open("file1.txt", mode="w" )

a.write("I am writing data to a file!")

a=open("file1.txt", mode="r" )

c=a.read()

print(c)


I am writing data to a file!


** Process exited - Return Code: 0 **

Press Enter to exit terminal



Way 2:


Keep the same file mode. And supply binary input. 


a=open("file1.txt", mode="wb" )

a.write(b'I am writing data to a file!')

a=open("file1.txt", mode="r" )

c=a.read()

print(c)


I am writing data to a file!


** Process exited - Return Code: 0 **

Press Enter to exit terminal


The outline is you can fix the error [bytes-like object is required] using the above two methods in Python.



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