Required Skills
AWS
Python
Pyspark
Airflow
Amazon Redshift
Proficiency with AWS SageMaker Unified Studio, including its various components Discover, Build and Govern.
Experience with development in SageMaker IDE and Application (Jupyterlab, Spaces and Partner AI Apps).
Data Analysis and Integrations (Query Editor, Visual ETL Jobs and Data Processing jobs)
Understanding and expertise to work with ML and Gen AI tools available in unified studio are add‐on values.
Setting up projects and data governance in SageMaker Unified studio
Advanced Data Ingestion & Processing (Real‐time & Batch)
Framework Development: Proven ability to design, develop, and implement highly reusable and adaptable data ingestion frameworks capable of handling diverse source types (e.g., databases, APIs, message queues, file systems).
Low‐Latency Real‐time: Deep expertise in building real‐time data pipelines with stringent sub‐second latency requirements, utilising services like AWS Kinesis (Data Streams/Firehose), Apache Kafka, or similar streaming technologies.
Batch Processing: Experience with robust batch ingestion patterns and tools (e.g., AWS Glue, Apache Spark) for efficient processing of larger datasets.
Data Transformation: Strong skills in designing and implementing efficient data transformation logic for both streaming and batch data.
Programming and Scripting
Advanced proficiency in Python, particularly for developing scalable data ingestion and export frameworks, API integration, and extensive use of the AWS SDK (Boto3).
Experience with performance optimisation techniques for Python applications in data‐intensive environments.
Familiarity with other relevant languages (e.g., Scala, Spark) for high‐performance streaming applications is beneficial.
Databases (Relational and No‐SQL):
Expertise with Amazon RDS (Relational Database Service) for both real‐time data ingestion and efficient batch export. This includes optimising database performance, connection pooling, and transaction management for high‐throughput, low‐latency operations.
Proficiency with Amazon Redshift for large‐scale data warehousing, including data loading strategies (e.g., COPY command), query optimisation, and managing Redshift clusters for analytical workloads and batch export.
Experience with No‐SQL databases such as Amazon DynamoDB, MongoDB.




Orchestration and Workflow Management
Experience with AWS Managed Apache Airflow (MWAA) for orchestrating complex data pipelines, scheduling batch jobs, and managing dependencies between ingestion, processing, and export tasks.
Ability to write, deploy, and manage Airflow DAGs (Directed Acyclic Graphs) for robust workflow automation.
Software Development Practices & Architecture
Strong understanding of software engineering principles, design patterns, and architectural best practices for building scalable, maintainable, and reusable data frameworks.
Proficiency with version control systems (Git) and collaborative development workflows.
Experience with CI/CD pipelines for automated testing, deployment, and release management of data ingestion and export solutions.
Familiarity with Infrastructure as Code (e.g., AWS CloudFormation, Terraform) for managing and provisioning AWS resources.
Top Reasons to Join Our Team at TCS Australia
Attractive compensation & rewards
We offer a highly competitive salary package aligned with the Australian market, complemented by performance‐based incentives, recognition programs, and comprehensive employee benefits. Your achievements are celebrated, and your contributions truly matter.
Global exposure with local impact
At TCS, you'll work with leading Australian enterprises across diverse industries while collaborating with our global network of experts. This means access to world‐class practices, transformative technologies, and the chance to shape solutions that have a real impact — locally and globally.
Empowering leadership & supportive environment
Our leadership team is committed to helping you succeed. We encourage initiative, reward innovation, and provide a collaborative environment where your ideas are heard and valued.
We believe in careers, not just jobs. With continuous learning, certification support, career mobility, and clear progression pathways, TCS empowers you to grow and evolve — whether you want to deepen your expertise,



explore new domains, or take on leadership roles.
Inclusive, cooperative culture
Diversity, inclusion, and respect are central to who we are. At TCS Australia, you'll join a workplace where collaboration thrives, individuality is valued, and everyone can contribute to meaningful outcomes.
Continuous learning & cutting‐edge innovation
We invest heavily in your development, offering structured learning programs, global certifications, leadership development, and opportunities to work with emerging technologies. You'll be part of an environment that constantly challenges and expands your capabilities.
A Great Fit for the TCS Culture
We're looking for people who are:
Passionate about technology and transformation
Driven by curiosity, innovation, and continuous learning
Excited to work in a collaborative, purpose‐driven environment
Motivated by delivering real impact for clients, communities, and society
Our core values — Integrity, Excellence, Responsibility, Pioneering Spirit, and Unity — shape how we work and how we grow together.
The TCS Community in Australia and Beyond
Global strength: Over 600,000+ associates in 55+ countries, united by a shared purpose — to innovate and make a difference.
Local presence: A trusted partner to Australia's leading enterprises across financial services, government, retail, healthcare, telecom, and more.
Social impact: Deeply committed to sustainability, digital inclusion, and community engagement initiatives in Australia and around the world.
Empowered workplace: We foster a culture where diversity, equity, and accessibility are integral to how we operate.
We don't just imagine a better future — we help build it.
This statement is part of company vision.
About TCS
Tata Consultancy Services (TCS) is a global leader in IT services, consulting, and business solutions. We have partnered with many of the world's largest organisations to help them transform their businesses, operating models, and technology ecosystems.
Equal Opportunity Employer
TCS is an equal opportunity employer. All qualified applicants will be considered without regard to race, colour, religion, gender, gender identity, sexual orientation, national origin, disability, veteran status, or any other characteristic protected by applicable law.
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📌 Pyspark Aws Data Engineer (New South Wales)
🏢 Tata Consultancy Services
📍 New South Wales