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ETL/Data Migration Engineer (Senior)

HuntsvilleOn-siteFull-time

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Leads high-complexity ETL and data migration operations for a federal modernization program, architecting and optimizing pipelines that move large datasets from legacy systems to cloud platforms while ensuring data quality and reliability.

About this role

Be Challenged and Make a Difference
In a world of technology, people make the difference. We believe if we invest in great people, then great things will happen. At AnaVation, we provide unmatched value to our customers and employees through innovative solutions and an engaging culture.

Description of Task to be Performed:

AnaVation is seeking an experienced ETL/Data Migration Engineer (Senior) to join our growing Huntsville, Alabama-based work program. The selected candidate will lead high complexity extract, transform, and load (ETL) operations supporting a major federal modernization program. This role is responsible for architecting, operating, validating, and optimizing data migration pipelines that move high volume, multi-source datasets from legacy environments into modern cloud platforms. The engineer serves as a senior technical contributor within the Migration Workstream, ensuring data quality, performance, and reliability throughout large scale migration cycles.

Specific duties and responsibilities include:

ETL Pipeline Architecture & Execution
  • Design, develop, optimize, and maintain scalable ETL/ELT pipelines supporting petabyte scale data migration.
  • Build extraction and transformation logic for structured and unstructured datasets.
  • Engineer automated workflows for performance, throughput, error handling, and resiliency.
  • Align pipeline architecture with cloud landing zone requirements and modernization standards.
Data Migration Operations
  • Lead operational execution of ETL tasks during migration cycles, ensuring correct sequencing and validation.
  • Troubleshoot pipeline failures, resolve data anomalies, and coordinate with engineering teams to stabilize operations.
  • Conduct readiness testing and verify integration points between legacy systems and cloud targets.
Data Quality, Validation & Governance
  • Perform detailed data quality checks, completeness assessments, and validation of migrated data.
  • Lead root cause analysis for data defects and support corrective actions across the migration workflow.
  • Document recurring issues, improve detection processes, and help define quality benchmarks.
Cross Functional Technical Collaboration
  • Partner with Cloud Engineers, Data Engineers, DevSecOps teams, DBAs, QA/Test Engineers, and Product Owners.
  • Ensure ETL pipelines integrate seamlessly with cloud architectures, data models, monitoring tools, and downstream systems.
  • Participate in sprint ceremonies, technical reviews, and migration planning activities.
Documentation & Reporting
  • Create/maintain ETL documentation including data maps, flow diagrams, transformation logic, SOPs, and error logs.
  • Provide pipeline performance updates, migration status reports, and data quality metrics to leadership.
  • Support development of reusable processes and technical artifacts supporting repeatable migration operations.
This position requires an active Top Secret (TS) clearance and the ability to obtain SCI accesses with a CI polygraph.
This position is on-site with our customer in Huntsville, Alabama, and cannot be supported remotely.

Required Qualifications:

  • Bachelor’s degree and 8+ years of experience in ETL development, data engineering, or enterprise scale migration operations.
  • Strong experience with ETL tools, scripting languages, automation frameworks, and high volume data pipelines.
  • Hands on experience with legacy system extraction, cloud ingestion, and multi format data transformation.
  • Proven troubleshooting skills, including pipeline diagnostics and root cause analysis.
  • Ability to operate in fast paced, multi team environments supporting mission critical delivery.
  • Must be able to work full-time on-site at our customer location in Huntsville, Alabama.
  • Active Top Secret (TS) clearance with eligibility for Sensitive Compartmented Information (SCI) and the ability to obtain a CI polygraph.
  • Preferred Qualifications:

  • Experience supporting federal modernization programs, especially in national-security environments.
  • Experience operating ETL pipelines within AWS or other cloud environments.
  • Familiarity with DevSecOps workflows, CI/CD pipelines, and distributed compute tools.
  • Advanced scripting or automation expertise (Python, Bash, PowerShell, etc.).
  • Experience supporting petabyte scale data migrations or multi system consolidation.
  • Skills

    AWSBashCI/CDCloud Data MigrationData MappingData Quality ValidationDevSecOpsELTETLETL Pipeline ArchitecturePipeline AutomationPowerShellPythonRoot Cause AnalysisSQL

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