Data Engineering Tools:

Apache Hadoop 🗂️ – Distributed storage and processing for big data

Apache Spark ⚡ – Fast, in-memory processing for large datasets

Airflow 🦋 – Orchestrating complex data workflows

Kafka 🐦 – Real-time data streaming and messaging

ETL Tools (e.g., Talend, Fivetran) 🔄 – Extract, transform, and load data pipelines

dbt 🔧 – Data transformation and analytics engineering

Snowflake ❄️ – Cloud-based data warehousing

Google BigQuery 📊 – Managed data warehouse for big data analysis

Redshift 🔴 – Amazon’s scalable data warehouse

MongoDB Atlas 🌿 – Fully-managed NoSQL database service