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7 Popular Azure ETL Tools for Data Engineers in 2025

ProjectPro

Learn all about Azure ETL Tools in minutes with this quick guide, showcasing the top 7 Azure tools with their key features, pricing, and pros/cons for your data processing needs. Azure stands out in this evolving landscape by providing user-friendly ETL tools. Table of Contents What are Azure ETL Tools?

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Top 10 Data Engineering Tools You Must Learn in 2025

ProjectPro

Data engineering tools are specialized applications that make building data pipelines and designing algorithms easier and more efficient. These tools are responsible for making the day-to-day tasks of a data engineer easier in various ways. Extremely Reliable- Kafka can manage numerous subscribers and also perform data replication.

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The Good and the Bad of Apache Kafka Streaming Platform

AltexSoft

Kafka can continue the list of brand names that became generic terms for the entire type of technology. In this article, we’ll explain why businesses choose Kafka and what problems they face when using it. In this article, we’ll explain why businesses choose Kafka and what problems they face when using it. What is Kafka?

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30+ Data Engineering Projects for Beginners in 2025

ProjectPro

Use Kafka for real-time data ingestion, preprocess with Apache Spark, and store data in Snowflake. The extracted data can be loaded into AWS S3 using various ETL tools or custom scripts. The next step is to transform the data using dbt, a popular data transformation tool that allows for easy data modeling and processing.

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Top 21 Big Data Tools That Empower Data Wizards

ProjectPro

Source Code: Build a Similar Image Finder Top 3 Open Source Big Data Tools This section consists of three leading open-source big data tools- Apache Spark , Apache Hadoop, and Apache Kafka. It provides high-level APIs for R, Python, Java, and Scala. This also boosts Kafka's resilience and prevents server failure.

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Turning Streams Into Data Products

Cloudera

In 2015, Cloudera became one of the first vendors to provide enterprise support for Apache Kafka, which marked the genesis of the Cloudera Stream Processing (CSP) offering. Today, CSP is powered by Apache Flink and Kafka and provides a complete, enterprise-grade stream management and stateful processing solution. Who is affected?

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Forge Your Career Path with Best Data Engineering Certifications

ProjectPro

Azure Data Engineer Associate DP-203 Certification Candidates for this exam must possess a thorough understanding of SQL , Python, and Scala , among other data processing languages. You can practice developing Spark applications that integrate with CDP components like Hive and Kafka through hands-on practice. PREVIOUS NEXT <