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Data Engineering Roadmap, Learning Path,& Career Track 2025

ProjectPro

Knowledge of popular big data tools like Apache Spark, Apache Hadoop, etc. Good communication skills as a data engineer directly works with the different teams. Here is a book recommendation : Python for Absolute Beginners by Michael Dawson. This book has detailed chapters that have been divided into eight parts.

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100 Data Modelling Interview Questions To Prepare For In 2025

ProjectPro

Business Metadata- This data is business-specific and identifies data rights, business norms and standards, policies, and so on. Descriptive Metadata- Descriptive Metadata delivers information on a folder, file, image, book, or movie. For each property, clients book one or more services. Title, date, size, author, etc.,

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How to Learn Big Data Step by Step from Scratch in 2025?

ProjectPro

Introduction to Big Data Big data combines structured, semi-structured, and unstructured data collected by organizations to glean valuable insights and information using machine learning, predictive modeling , and other advanced analytical applications. MongoDB , PostgreSQL) database management.

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30+ Data Engineering Projects for Beginners in 2025

ProjectPro

This project is an opportunity for data enthusiasts to engage in the information produced and used by the New York City government. There are many more aspects to it and one can learn them better if they work on a sample data aggregation project. MongoDB stores the processed and aggregated results.

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Data Engineer Learning Path, Career Track & Roadmap for 2023

ProjectPro

Knowledge of popular big data tools like Apache Spark, Apache Hadoop, etc. Good communication skills as a data engineer directly works with the different teams. Here is a book recommendation : Python for Absolute Beginners by Michael Dawson. This book has detailed chapters that have been divided into eight parts.

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Data Engineering Learning Path: A Complete Roadmap

Knowledge Hut

You should be thorough with technicalities related to relational and non-relational databases, Data security, ETL (extract, transform, and load) systems, Data storage, automation and scripting, big data tools, and machine learning. You can also post your work on your LinkedIn profile.

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Top 20+ Big Data Certifications and Courses in 2023

Knowledge Hut

Problem-Solving Abilities: Many certification courses provide projects and assessments which require hands-on practice of big data tools which enhances your problem solving capabilities. Networking Opportunities: While pursuing big data certification course you are likely to interact with trainers and other data professionals.