In 2025, Snowflake + dbt Data Engineers are redefining the future of data, making it one of the hottest and highest-paid career paths. As businesses race to modernize their data stacks, experts in Snowflake and dbt are commanding premium opportunities worldwide.
As AI and Generative AI technologies increasingly automate manual and API testing tasks, traditional QA roles are rapidly evolving. In this changing landscape, ETL QA has emerged as a highly promising path for QA engineers.
In 2025, Python with Selenium remains a powerhouse in automation, with strong demand for skilled professionals in web testing and automation. Python-Selenium experts are in high demand for building scalable automation solutions.