During my time at Aggregate intelligence, I specialized in data extraction by leveraging my intermediate proficiency in Python. I specifically utilized pandas web scraping to extract bulk data from various booking sites. I used AWS machines to retrieve the data and saved it on servers in MSSQL to optimize efficiency and scalability. I made sure that the data was provided to clients promptly and meaningfully by using SQL queries. This process contributed to Aggregate's success in providing valuable insights to clients in the IT sector.I take pride in my ability to work with complex data sets and deliver actionable insights to clients. My experience in data extraction has honed my analytical skills and strengthened my proficiency in Python and SQL. I look forward to continuing to apply these skills in future opportunities.