Description
At CI\&T, we help major enterprises transform the potential of AI into real business impact through AI Deployment, AI-native execution, and tech-integrated business solutions.
With 30 years of experience in technological transformation, we accelerate innovation with expertise in agentic SDLC, application modernization, Data \& AI, martech, and business strategy.
We are 8,000 CI\&Ters across more than 25 countries, collaborating to build solutions with real impact. AI is already part of how we work, evolve, and innovate every day.
**Important**: If you reside in the Campinas Metropolitan Region, your presence at our city offices is mandatory, per our current attendance policy. **About the Challenge:**
We are at a critical moment in the evolution of our data platform. The project involves migrating and modernizing a massive legacy system (based on Azure/Databricks) to a new architecture on Google Cloud Platform (GCP).
You will build a modern data foundation, following Data Mesh principles, the medallion architecture (Raw/Silver/Gold), and strong governance—ensuring deprecation of the legacy system and enabling new AI and Analytics capabilities.
Key Responsibilities:
* Migration Execution (Refactoring \& Modernization): Analyze and migrate legacy notebooks and pipelines (Spark/Databricks). This includes both refactoring logic to align with the new architecture and fully rewriting processes using SQL/Dataform or Dataflow.
* Building ELT/ETL Pipelines: Develop and maintain data transformations using BigQuery and Dataform (SQL) to build Trusted/Silver and Gold layers, ensuring data quality, deduplication, and standardization.
* Data Ingestion (Batch \& Streaming): Implement ingestion patterns using Dataflow (Apache Beam) for event consumption (Kafka/Event Hubs) and Datastream for CDC from transactional databases. Work with persisting raw data using Iceberg tables managed by BigLake.
* Automation and IaC: Use Terraform to provision data resources (datasets, tables, views) and manage pipelines via CI/CD (GitHub Actions), following the Ingestion Factory model and domain-segregated repositories.
* Data Quality and Governance: Implement data quality tests (assertions in Dataform) and ensure data cataloging and lineage via Dataplex and Analytics Hub for secure cross-domain sharing.
**Required Qualifications:**
* Solid SQL experience: Ability to write complex and performant queries, preferably in the Google BigQuery dialect.
* Knowledge of Google Cloud Platform (GCP): Hands-on experience with services such as BigQuery, Cloud Storage (GCS), Dataflow, and Cloud Composer (Airflow).
* Data Engineering (Python/Spark): Experience processing data using Python and Apache Spark (to understand the Databricks legacy and operate Dataproc when needed).
* Data Architecture Concepts: Understanding of Data Lakehouse, data modeling, partitioning, and file formats (Parquet, Avro, Iceberg).
* Version Control and CI/CD: Experience with Git and automated deployment pipelines.
**Nice-to-Have Qualifications:**
* Prior experience with Dataform or DBT for orchestrating SQL transformations.
* Knowledge of Terraform for Infrastructure as Code (IaC).
* Familiarity with event-driven architecture (Kafka or Event Hubs) and streaming processing.
* Understanding of Databricks (to facilitate reading and migrating legacy code).
* Knowledge of data governance (Dataplex, IAM) and security (VPC Service Controls).
**What You’ll Find Here:**
* A technically challenging environment handling massive data volumes (petabytes) and migrating thousands of objects.
* Opportunity to work with cutting-edge GCP technologies (BigLake, Analytics Hub, Gemini for data enrichment).
* Engagement in a Data Mesh model, with well-defined ingestion and processing domains.
\#LI\-LL1
**Our Benefits:**
* Health and dental insurance;
* Meal and food allowance;
* Childcare assistance;
* Extended parental leave;
* Partnerships with gyms and health/wellness professionals via Wellhub (Gympass) TotalPass;
* Profit and Results Sharing (PLR);
* Life insurance;
* Continuous learning platform (CI\&T University);
* Discount club;
* Free online platform dedicated to physical, mental, and overall well-being;
* Pregnancy and responsible parenting course;
* Partnerships with online learning platforms;
* Language learning platform;
* And many more
More details about our benefits here: https://ciandt.com/br/pt\-br/carreiras
At CI\&T, inclusion starts at first contact. If you are a person with a disability, it is important to **submit your medical report during the selection process.** *Check which information must be included in the report* *by clicking here.* This allows us to guarantee the support and accommodations you deserve. **If you don’t yet have an official medical report, don’t worry—we can support you in obtaining one.**
We have a dedicated Health and Well-being team, specialists in inclusion, and affinity groups that will accompany you at every stage. Count on us to walk this journey alongside you.