Data Engineer
TalentOla
Job Description:
Data Engineer
Function: Data & Analytics | GCP
About the Role
We are looking for a skilled and motivated Data Engineer to join our data platform team. In this role, you will design, build, and maintain scalable data pipelines and infrastructure on Google Cloud Platform (GCP) . You will work closely with data analysts, data scientists, and platform teams to ensure reliable, efficient, and cost-effective data movement and transformation across the organization
Key Responsibilities
Data Pipeline Development
- Design, develop, and maintain robust batch and streaming data pipelines using Apache Airflow (Astronomer / Cloud Composer) and Cloud Scheduler .
- Build and manage real-time data ingestion pipelines using Confluent Kafka and Google Pub/Sub .
- Develop and optimize data processing jobs using Dataflow (Apache Beam) and Dataproc (PySpark) .
Data Storage & Management
- Design and manage data models, tables, and datasets in BigQuery for performance and cost efficiency.
- Manage data storage in Google Cloud Storage (GCS) including partitioning, lifecycle policies, and access controls.
Infrastructure & DevOps
- Provision and manage cloud infrastructure using Terraform (Infrastructure as Code) for platform and ML model deployments.
- Build and maintain CI/CD pipelines for automated testing, deployment, and versioning of data pipelines - including schema and contract validation gates to ensure data integrity across environments.
- Support MLOps pipeline build-out , enabling reliable model training, versioning, and deployment workflows.
- Implement and manage storage tiering automation to optimize data retention, access patterns, and cost across GCS and BigQuery.
- Deploy and manage containerized data services using Cloud Run .
- Manage source code and collaboration via Cloud Repository / GitHub .
- Handle credentials and sensitive configurations securely using Secret Manager .
Streaming & Event-Driven Architecture
- Design and implement event-driven data architectures using Confluent Kafka and Google Pub/Sub .
- Ensure low-latency, high-throughput data delivery across systems.
Collaboration & Data Quality
- Partner with Data Analysts and Data Scientists to understand data needs and deliver reliable datasets.
- Implement data quality checks, monitoring, and alerting across pipelines.
- Document pipeline architecture, data flows, and operational runbooks.
Required Skills & Technologies
Category
Tools & Technologies
Orchestration
Astronomer Apache Airflow, Cloud Composer, Cloud Scheduler
Batch Processing
Dataproc, PySpark
Stream Processing
Dataflow (Apache Beam), Confluent Kafka, Pub/Sub
Data Warehouse
BigQuery
Storage
Google Cloud Storage (GCS)
Containerization
Cloud Run
Infrastructure as Code
Terraform
CI/CD
CI/CD Pipelines (Cloud Build / GitHub Actions / Jenkins)
Secret Management
Secret Manager
Source Control
Cloud Repository, Git
Programming
Python, PySpark, SQL
MLOps
ML pipeline orchestration, model deployment, storage tiering
Required Qualifications
- Strong hands-on experience with GCP data services (BigQuery, Dataflow, Dataproc, Pub/Sub, GCS).
- Proficiency in Python and SQL for data pipeline development and transformation.
- Experience with PySpark for large-scale distributed data processing.
- Hands-on experience with Apache Airflow (Astronomer or Cloud Composer).
- Working knowledge of Terraform for infrastructure provisioning and ML model deployments.
- Experience building and maintaining CI/CD pipelines including schema and contract validation gates.
- Familiarity with MLOps practices and supporting model deployment pipelines.
Familiarity with Kafka or event-driven streaming architectures.
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