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Data Engineer

Apptad Inc

Senior Data Engineer

Location: Frisco, TX



Experience: 8+ Years



Domain: Finance / Revenue / Billing / Data & Intelligence

Job Summary

We are seeking a highly experienced Senior Data Engineer to join the Data & Intelligence team supporting T-Mobile Finance / RDMP . The ideal candidate will have strong expertise in designing and developing enterprise-scale data platforms and pipelines across Snowflake, Databricks, PySpark, Python, Advanced SQL, and Azure .

The candidate will provide technical leadership across data engineering, real-time processing, data quality, DevOps, security, governance, and finance/revenue data integration. Strong experience with billing, revenue, GL, Opex, reconciliation, and financial reporting data is highly preferred.

Key Responsibilities

Data Pipeline Development

  • Architect, design, and oversee development of enterprise-scale ELT/ETL pipelines for finance and revenue data, including billing, revenue, GL, and Opex.
  • Define standards for batch, incremental, CDC, watermarking, and event-driven ingestion patterns.
  • Design idempotent, fault-tolerant, highly scalable, and production-ready pipelines.
  • Establish frameworks for error handling, retry strategies, dead-letter queues, and operational resiliency.
  • Provide technical leadership for high-volume, multi-source data integration.

Platform & Tooling

  • Lead architecture and adoption of Snowflake and Databricks for large-scale data processing and analytics.
  • Establish best practices for:
    • Snowflake: Snowpipe, Streams, Tasks, query optimization, and cost efficiency.
    • Databricks: PySpark, Delta Live Tables, Unity Catalog, and job optimization.
    • dbt: Modular design, testing frameworks, CI/CD integration, and reusable components.
  • Establish and govern orchestration frameworks using Airflow and/or Azure Data Factory .
  • Define DAG standards, dependencies, monitoring, and operational best practices.
  • Evaluate and drive platform and tooling standardization across engineering teams.

Cloud Infrastructure

  • Architect and optimize cloud-native data platforms on Azure , including:
    • ADLS Gen2
    • Event Hub
    • Azure Data Factory
    • Key Vault
  • Define standards for Infrastructure as Code using Terraform and/or Bicep .
  • Drive cloud cost optimization through compute sizing, storage design, partitioning, and workload isolation.
  • Ensure data platforms are scalable, secure, resilient, and production-ready.

Languages & Data Processing

  • Provide technical leadership in Advanced SQL, Python, and PySpark .
  • Develop and optimize complex transformations and distributed data processing workloads.
  • Guide engineering teams on reusable frameworks, coding standards, and performance optimization.
  • Provide oversight for Spark, Scala where applicable, and automation scripting.

Streaming & Real-Time Data

  • Architect real-time and near-real-time data processing solutions using Kafka, Azure Event Hub, and Spark Structured Streaming .
  • Define standards for stateful processing, watermarking, checkpointing, and fault tolerance.
  • Lead real-time finance and revenue use cases such as:
    • Reconciliation
    • Anomaly detection
    • Operational reporting
    • Data monitoring

Data Quality & Testing

  • Establish enterprise frameworks for data quality, validation, testing, and observability.
  • Define standards for automated unit, integration, and regression testing.
  • Implement data validation for completeness, accuracy, consistency, and freshness.
  • Utilize dbt tests, Great Expectations, and custom data quality frameworks .
  • Establish SLA monitoring, alerting, and data freshness tracking across pipelines.
  • Drive proactive data quality and governance practices.

Data Modeling

  • Interpret and implement architect-defined enterprise data models, including Star Schema, Snowflake Schema, and Data Vault .
  • Provide guidance on:
    • SCD Type 1 and Type 2
    • Partitioning
    • Clustering
    • Performance optimization
  • Collaborate with data architects to evolve scalable and reusable data models.
  • Support semantic layer enablement for analytics and reporting.

DevOps & Engineering Practices

  • Define and enforce CI/CD standards for data engineering using GitHub Actions and/or Azure DevOps .
  • Establish code quality, versioning, branching, pull request, and deployment standards.
  • Standardize environment promotion across Dev QA Production .
  • Establish reusable frameworks, templates, and engineering best practices.
  • Drive continuous improvement and engineering excellence across teams.

Security & Governance

  • Lead implementation of enterprise-grade security and governance controls.
  • Implement and govern:
    • RBAC
    • Row-level and column-level security
    • PII and CPNI compliance
    • TISS-310 controls
  • Define standards for secrets management and secure pipeline development.
  • Ensure data lineage, auditability, security, and compliance readiness.

Finance Domain Expertise

  • Apply strong understanding of finance and revenue data domains, including:
    • Billing and revenue systems
    • General Ledger (GL)
    • Financial reporting
    • Revenue recognition
    • Revenue reconciliation
    • Period-end close processes
  • Guide engineering teams in accurately implementing finance-related business logic.
  • Ensure high data integrity and reliability for regulated financial data.

Required Skills

  • 8+ years of experience in Data Engineering .
  • Strong hands-on experience with Snowflake and Databricks .
  • Expert-level PySpark, Python, and Advanced SQL skills.
  • Strong experience designing enterprise-scale ETL/ELT pipelines .
  • Experience with Azure data services , particularly ADLS Gen2, ADF, Event Hub, and Key Vault.
  • Experience with Kafka and/or Event Hub and Spark Structured Streaming.
  • Strong experience with dbt and/or Airflow .
  • Experience with Terraform and/or Bicep .
  • Strong understanding of CI/CD and DevOps practices .
  • Experience with data quality, observability, testing, and governance.
  • Strong understanding of enterprise data modeling and SCD methodologies.
  • Excellent troubleshooting, performance tuning, and production support experience.

Preferred Qualifications

  • Experience working with telecom, finance, revenue, billing, or GL data .
  • Experience with large-scale financial data platforms.
  • Experience with revenue reconciliation and revenue recognition processes.
  • Experience with CPNI/PII compliance and TISS-310 .
  • Experience establishing enterprise data engineering standards and reusable frameworks.
  • Strong technical leadership and architecture experience.

Soft Skills

  • Strong technical leadership and decision-making abilities.
  • Ability to act as a technical escalation point across engineering teams.
  • Excellent collaboration skills with architects, product managers, analysts, and business stakeholders.
  • Ability to communicate complex technical concepts clearly to technical and non-technical audiences.
  • Strong problem-solving and incident management skills.
  • Experience leading incident reviews and driving continuous improvement.

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