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30+ Data Engineering Projects for Beginners in 2025

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In 2024, the data engineering job market is flourishing, with roles like database administrators and architects projected to grow by 8% and salaries averaging $153,000 annually in the US (as per Glassdoor ). These trends underscore the growing demand and significance of data engineering in driving innovation across industries.

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How To Build A Batch Data Pipeline?

ProjectPro

Apache NiFi Apache NiFi is a commonly used open-source data integration tool for data routing, transformation, and system mediation. NiFi's user-friendly interface allows users to design complex data flows effortlessly, making it an excellent choice for data ingestion and routing tasks.

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7 GCP Data Engineering Tools Every Data Engineer Must Know

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If you are willing to gain hands-on experience with Google BigQuery , you must explore the GCP Project to Learn using BigQuery for Exploring Data. Google Cloud Dataproc Dataproc is a fully-managed and scalable Spark and Hadoop Service that supports batch processing, querying, streaming, and machine learning. PREVIOUS NEXT <

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How to Become a Big Data Developer-A Step-by-Step Guide

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Let's delve deeper into the essential responsibilities and skills of a Big Data Developer: Develop and Maintain Data Pipelines using ETL Processes Big Data Developers are responsible for designing and building data pipelines that extract, transform, and load (ETL) data from various sources into the Big Data ecosystem.

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7 Popular Azure ETL Tools for Data Engineers in 2025

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He explores their collaborative potential in orchestrating, exploring, and analyzing data, shaping a secure and comprehensive data engineering landscape. It also enables data transformation using compute services such as Azure HDInsight Hadoop, Spark, Azure Data Lake Analytics, and Azure Machine Learning.

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Azure Databricks: Streamline Your Data Engineering Workflows

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From business intelligence to machine learning, Azure Databricks provides a flexible and scalable environment to tackle various data challenges. Learn the A-Z of Big Data with Hadoop with the help of industry-level end-to-end solved Hadoop projects.

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Your 101 Guide to Becoming an ETL Data Engineer in 2025

ProjectPro

Their role includes designing data pipelines, integrating data from multiple sources, and setting up databases and data lakes that can support machine learning and analytics workloads. They work with various tools and frameworks, such as Apache Spark, Hadoop , and cloud services, to manage massive amounts of data.