Data Engineering — Hiring Overview
US market view, tools, certifications, visa probability, and engagement flow.
Why companies hire Data Engineering now
- Market demand remains strong across CA · TX · NY · WA · MA · VA · NJ · IL · FL · NC · GA · AZ · OH · PA.
- Roles across enterprise digital transformation and cloud migration.
- Engagements on C2C, W2 and full-time based on project scope.
Tools
Spark, Databricks, Snowflake, Airflow
Certifications
DP-203, AWS Data Analytics
Visa Probability
Strong for H1B-friendly firms; C2C/W2 accepted case-by-case.