Python, LangChain LangGraph CrewAI, Testing and clean Git workflows, FastAPI or similar frameworks, API integrations REST webhooks, Prompt structure and output handling, Understanding of how RAG systems use data, LLM API integration OpenAI Anthropic, Basic BI analytics tools, Docker CI-CD, Exposure to vector databases pgvector Pinecone, AWS GCP experience, Strong SQL and database design, Airflow Prefect or pipeline orchestration

code coverage , Integration Testing, Solid Principles, Design Patterns, Agile Methodologies, Unit Testing, Sql, Microservices, Version Control, Django, Cloud, Python, CLEAN Code, Automated tests, NoSQL Databases, CI CD pipelines

Docker, FastAPI, Datadog, Python, Lambda, ECS, AWS, LangChain, Vector Databases, Uvicorn, ddtrace

Google Cloud Platform (GCP), Django, Numpy, Pandas, Flask, Data Structures And Algorithms, Python, Testing, Version Control, Tensorflow, Matplotlib, Pytorch, Rest Apis, Azure, AWS, Scikit-learn, Software development best practices, CI/CD

RDS, Pyspark, AWS Glue, Dynamodb, Emr, Sql, Lambda, Cloudwatch, Sqs, Iam, Sns, Python, AWS, Lake Formation, CloudTrail

snowflake , Data Modeling, Automated Testing, Version Control, Sql, Release Management, ELT, Performance Tuning, Python, Etl, Auditing, Data Quality Checks, Orchestration and Scheduling, dbt, CI/CD, Role-based Access, Monitoring

Unit Testing, Hadoop, Pyspark, Apache Spark, User Acceptance Testing, Hive, System Testing, Shell scripting, Python Programming, Data historical load and overall Framework concepts, AWS ecosystem, Spark related performance tuning, Git repository, CDC operations, UNIX operating system concepts, Google Cloud BigQuery, Jenkins or equivalent CICD tool, Agile delivery model, Cloudera Hortonworks Data Platform, AWS S3 Filesystem operations