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Two Circles Logo Two Circles · IT - Software Development

Big Data Dbt/redshift Engineer

Canada, Vancouver · Job Posted March 04, 2026
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Job Description

We are seeking a Lead Data Engineer to join a client-focused data pod delivering large-scale data engineering solutions within a cloud-native AWS environment. This is a delivery-first role requiring deep hands-on expertise in streaming data architectures, big data systems, and modern data warehousing practices. You will own streaming architectural direction while remaining actively involved in implementation. The environment is AWS-centric (Redshift, S3, Glue, Step Functions, Lambda, EMR), with DBT as the transformation framework. We are actively integrating streaming data from GCP sources into our AWS data platform. You will define engineering standards across data modeling, DBT implementation, testing, CI/CD, and production resiliency while collaborating directly with the client’s data team.

Job Responsibility

  • Own the architectural direction for streaming data ingestion from GCP into AWS
  • Design resilient ingestion frameworks including error handling, retry strategies, monitoring, and failure isolation
  • Implement distributed processing pipelines using Spark / PySpark or similar frameworks
  • Create and maintain scalable data warehouses and associated ETL/ELT processes using DBT models in Amazon Redshift
  • Design and implement DBT projects including macros, tests, documentation, and reusable modeling patterns
  • Conduct Redshift query and DBT performance tuning to optimize warehouse efficiency and cost
  • Define and enforce best practices for: Data modeling
  • Version control (Git-based workflows)
  • CI/CD pipelines for DBT deployments
  • Automated testing at model, transformation, and pipeline levels
  • Ensure robust testing is embedded into every DBT model (schema tests, custom tests, data validation checks)
  • Lead code reviews and architectural design reviews
  • Work with AWS services including Redshift, S3, Glue, Step Functions, Lambda (Python), Athena, and EMR

Requirements

  • 6+ years of data engineering experience in big data environments
  • Proven experience designing and implementing streaming architectures
  • Extensive hands-on DBT experience (models, macros, tests, documentation)
  • Strong Amazon Redshift architecture and performance optimization expertise
  • Experience building CI/CD pipelines for data platforms
  • Experience working in client-facing delivery contexts
  • AWS: Redshift, S3, Glue, Step Functions, Lambda (Python), Athena, EMR
  • Strong SQL and Redshift performance tuning expertise
  • Python and PySpark (or equivalent distributed processing frameworks)
  • Git-based version control workflows
  • Deep understanding of data warehousing, modeling, and big data systems

Nice to have

Streaming experience preferred

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