Data Extraction 

Identifying Data Sources: Identify essential data sources for analysis, encompassing databases, file systems, APIs, and real-time streaming data sources, ensuring a comprehensive data collection approach.

Source Data Extraction: Extract data from the identified sources, tailored to the specific needs of the project, utilizing a variety of techniques such as database queries, file transfers, API calls, and streaming ingestion, 

Data Profiling: Conduct thorough profiling of the extracted data, gaining deep insights into its structure, quality, and peculiarities. This includes analyzing data types, formats, and identifying any anomalies, providing a solid foundation for data quality and integrity.

Incremental Extraction: Enhance efficiency and minimize system impact and deploy incremental extraction methods. This approach ensures only new or updated data is extracted, optimizing performance and resource utilization in the data extraction process.