Python is a high-level programming language that can be used for a variety of purposes and is interactive, interpretable, and object-oriented. With the help of a large and small scale, object-oriented programming can be done. In addition to procedural and object-oriented programming styles, Python supports imperative and functional programming styles. In this blog, let us learn What is Python? and The Best ETL Tools in Python. Join a Python Online Course to learn more.
In the data stack processes, ETL is essential. It helps in transferring the data between the systems. By using the ETL tool, you can define the workflows for your data warehouse. There are more than fifty ETL tools in Python. Let us see the value of ETL Tools.
Python ETL Tools
Python-based Apache Airflow is a free and open-source tool for automating the creation and management of data pipelines. It is not an ETL tool but directs to manage the pipeline. Apache Airflow is useful for management and organization and can be integrated with the existing ETL toolbox. But it is not useful for small ETL tasks.
It is an open-source ETL tool, develops complex pipelines. It has good visualization tools, a command-line interface, etc. There are differences concerned, Luigi differs from Airflow in the manner in which tasks are executed. For the process of logging, Luigi is the best choice.
Pandas is a Python library that gives data structures and analysis tools. Data cleansing is made easier, by adding R-style info frames to ETL processes. Simple scripts are easily returned to the Pandas.
Bonobo is used to extract and deploy pipelines parallel. CSV, JSON, and SQL can be extracted using Bonobo. Learn Python Online from SkillsIon to enhance your programming skill. The major benefit of bonobo is that the user does not need to learn a new API. It is scalable and open source.
It is an ETL solution. Petl is similar to a panda. Dealing with datasets, petl can take advantage of the system memory.
These tools depend on the organization’s needs, and budget. These are the convenient tools in the market.