Data Pipeline Engineering
Governed, testable data pipelines generated from schema definitions.
Build production-grade data pipelines without the boilerplate. Helix generates ETL/ELT workflows, schema validation, transformation logic, and orchestration code from your data contracts — fully tested and governed.
The Challenge
Data pipelines are the hidden engineering bottleneck
Data engineering teams spend most of their time on boilerplate: connection management, schema validation, error handling, and retry logic. The actual business transformation logic is a fraction of the code.
80% of pipeline code is plumbing, not business logic
Schema changes break downstream pipelines with no warning
Testing data pipelines requires complex fixture management
Orchestration configs are fragile and manually maintained
The Helix Approach
Schema-driven pipeline generation with full governance
Define your data contracts and transformation requirements. Helix generates the complete pipeline: ingestion, validation, transformation, quality checks, orchestration, and monitoring — all governed and testable.
Contract-First Generation
Define source and target schemas. Helix generates the transformation, validation, and loading logic to connect them.
Schema Evolution Management
When schemas change, Helix identifies impacted pipelines and generates migration PRs with backward compatibility.
Data Quality Gates
Automated quality checks are generated for every pipeline stage: null rates, distribution checks, referential integrity.
Orchestration Generation
Generates Airflow DAGs, dbt models, or custom orchestration code based on your data platform stack.
How it works
A governed, traceable flow from start to finish.
Define Data Contracts
Specify source systems, target schemas, and transformation rules. Helix handles the implementation details.
Pipeline Generation
Helix generates ingestion, transformation, validation, and orchestration code with full test suites.
Quality & Governance
Data quality gates, lineage tracking, and compliance policies are embedded in every generated pipeline.
Deploy & Monitor
Pipelines are deployed through your data platform with monitoring, alerting, and SLA tracking configured.
Expected Outcomes
5x
Faster pipeline development cycles
Zero
Silent schema-breaking changes
100%
Data quality check coverage
Full
Pipeline lineage and traceability
Build data pipelines with Helix
See how Team Helix transforms this workflow for your organization.