Lead Data Engineer
4 weeks ago
Brief Description of Role :
- Develop solutions for the company that will deliver high quality personalized recommendations across different channels to our customers
- Working with Data science team to ensure seamless integration and support of machine learning models.
- Build the infrastructure required for optimal extraction, transformation, and loading of data from a wide variety of data sources using SQL and AWS 'big data' technologies.
- Develop end-to-end (Data/Dev/MLOps) pipelines based on in-depth understanding of cloud platforms, AI/ML lifecycle, and business problems to ensure solutions are delivered efficiently and sustainably.
- Collaborate with other members of the team to ensure high quality deliverables
- Learning and implementing the latest design patterns in software engineering
Qualifications :
Data Management :
- Experience with both structured and unstructured data, and Hadoop, Apache Spark, or similar technologies
- Good understanding of Data Modeling, Data Warehouse, Data Catalog concepts and tools
- Experience with Data Lake architectures, and with combining structured and unstructured data into unified representations
- Able to identify, join, explore, and examine data from multiple disparate sources and formats
- Ability to reduce large quantities of unstructured or formless data and get it into a form in which it can be analyzed
- Ability to deal with data imperfections such as missing values, outliers, inconsistent formatting, etc.
- Ability to manipulate large datasets, (millions of rows, thousands of variables)
Software Development :
- Ability to write code in programming languages such as Python/NodeJs, PySpark and shell script on Linux
- Familiarity with software development methodology such as Agile/Scrum
- Love to learn new technologies, keep abreast of the latest technologies within the cloud architecture, and drive your organization to adapt to emerging best practices
Architecture and Infrastructure :
- Architectural design experience on AWS/Azure.
- Architectural design for application with high transactional volume
- Experience in delivering software with AWS EC2, S3, EMR/Glue, Lambda, Data Pipeline, CloudFormation, Redshift/Snowflake etc.
- Experience in Azure Data Factory, Azure data bricks, Azure Data stage
- Good knowledge of working in UNIX/LINUX systems
- Experience designing and building large scale enterprise systems
Qualifications :
- Bachelor's Degree in Engineering and related field with 10+ years of similar experience
- Tech Stack : Python or NodeJS, PySpark, Micro services, Docker, Serverless Frameworks & Databricks.
- Hands on experience building ETL workflows/data pipelines
- Experience in relational and non-relational databases and SQL (NoSQL is a plus).
- Experience with Cloud technologies (AWS or Azure)
- Experience in Designing and building API's for high transactional volume
- Experience building Data and CI/CD/MLOps pipelines
- Familiarity with Airflow and MLFlow tools
- Familiarity with automated unit/integration test frameworks
- Experience working on AdTech or MarTech technologies is added advantage
- Knowledge of machine learning algorithms and concepts and implementation will be a plus
- Good written and spoken communication skills, team player.
- Strong analytic thought process and ability to interpret findings
In addition, the candidate should have strong business acumen, and interpersonal and communication skills, yet also be able to work independently. He/she should be able to communicate findings and the way techniques work in a manner that all stakeholders, both technical and non-technical, will understand.
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