> tinycto://roles/cm-role-data-engineer
Data Engineer
Architects and maintains scalable data ingestion pipelines, lakehouses, warehouse schemas, and streaming infrastructure for analytical and AI consumption.
Core Responsibilities
- Build fault-tolerant pipelines utilizing tools like Kafka, Spark, and dbt
- Ensure zero data corruption, schema evolution stability, and lineage tracking
Skills Weighting (Durable vs Perishable)
Adjacent Career Transitions
AI Engineer
Deep learning frameworks, model loss convergence, and inference engine internals
Qualifying Visa Routes For This Role
EU Blue Card Germany (§ 18g Aufenthaltsgesetz)
German Diplomatic Mission abroad / Local Foreigners Authority (Ausländerbehörde) & Federal Employment Agency (BA) (BAMF National Coordination)
Primary work residence permit for university graduates and IT specialists with a binding job offer in Germany meeting statutory salary thresholds.
Gross annual salary of at least EUR 45,934.20 for shortage tech occupations, qualifying new entrants, and experienced IT specialists (45.3% of BBG ceiling); or EUR 50,700 for general occupations (50% of BBG ceiling).
Highly Skilled Migrant Scheme (Kennismigrantenregeling)
Immigration and Naturalisation Service (IND)
Fast-track residence permit for knowledge workers hired by an IND-recognized sponsor employer meeting age-stratified statutory salary criteria.
Gross monthly salary (excl. 8% holiday allowance) of at least EUR 5,942 for age 30+, EUR 4,357 for under 30, or EUR 3,122 for reduced criterion (search year / top graduates).
Singapore Employment Pass (EP) under Complementarity Assessment Framework (COMPASS)
Ministry of Manpower Singapore (MOM)
Professional work pass for foreign tech managers, architects, and specialists meeting qualifying salary benchmarks and scoring >= 40 points on COMPASS.
Fixed monthly salary of at least SGD 5,600 (progressive with age, up to SGD 10,700 for senior applicants).
Frequently Asked Questions
What are the core technical competencies required for a Data Engineer?
A Data Engineer focuses on Batch and real-time streaming pipelines, data lakehouse modeling, and data contract enforcement. Core responsibilities include: Build fault-tolerant pipelines utilizing tools like Kafka, Spark, and dbt, Ensure zero data corruption, schema evolution stability, and lineage tracking.
What distinguishes a Data Engineer from adjacent engineering roles?
Unlike adjacent roles, a Data Engineer is specifically NOT expected to handle: Pure BI dashboard design or business reporting without data infrastructure. Seniority tracks encompass mid, senior, staff levels.
How are compensation benchmarks evaluated for a Data Engineer?
Salaries for Data Engineer are aggregated from verified statutory and market reports across 6 tech hubs, normalized with k ≥ 5 cohort suppression to preserve privacy, and evaluated across P10 to P90 percentiles.
Which international visa pathways apply to a Data Engineer?
Qualifying roles in this family align with statutory shortage criteria under frameworks such as the Germany EU Blue Card (§ 18g AufenthG) and Netherlands Highly Skilled Migrant regulations.
AI Summary
Data Engineer: Data pipeline builder optimizing ETL/ELT workflows, stream processing, data contracts, and data quality observability.