I help data professionals navigate cloud, data engineering, architecture, and career growth with practical, real-world insights. I’m a Data Engineering Architect with strong experience in AWS, GCP, and modern data platforms.I specialize in cloud migration, data architecture, ETL pipelines, and data warehousing. Have worked extensively with PySpark, Terraform, BigQuery, Snowflake, and AWS analytics services. I enjoy solving complex data and cloud challenges and designing scalable, cost-efficient solutions. Have hands-on experience building and modernizing enterprise data platforms. I also enjoy mentoring and helping data professionals strengthen their technical and career skills. Through Topmate, I aim to share practical knowledge based on real-world industry experience.