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DataOps

Real Time Data Ingestion Platform

Chandan Gaur | 03 September 2024

Real Time Data Ingestion Platform
2:25
Real-time Data Ingestion Platform

Building Data Ingestion Platform

Building a Data Ingestion Platform using Apache Nifi could be tedious. Let's explore this use case, which reveals the challenges and techniques for building such a platform.

  • Apache Nifi is an open source for distributing and processing of data supporting data routing and transformation.

  • It is an integration, automation tool to perform data ingestion at a faster pace.

  • Data Ingestion is a process of moving data from source to destination to analyze further.

Business Challenge for Building Data Pipeline

  • Build a Data Pipeline on a single platform for each case.

  • Build a platform to handle high load.

  • Different Processes Run at Different Time

  • Data Loss and Duplication.

  • Distributed Systems lead to Broken Connections

A unified data ingestion framework for extracting, transforming and loading a large volume of data from a variety of data sources. Taken From Article, Unified Data Ingestion Solution

Solution Offerings for Using Apache Nifi

  • Apache Nifi, used to build a Data Ingestion Platform, uses a reliable system to process and distribute the data over several resources.

  • Apache NiFi works in both standalone mode and cluster mode. Apache Nifi retrieves incoming messages, filters, and formats using different processors.

  • Real-Time Processing in the cluster to perform ETL at Real-Time.

 

Apache Nifi Features and Applications

Open Source is an indispensable factor in the ETL world. Apache Nifi is composed of processing elements and ETL with a graphical interface. Flowfiles containing metadata information are inside Apache Nifi DataFlows.

Key Features of Apache Nifi

  • Visual Command and Control
  • Enables Scale Out, Scale Up, and Scale Down
  • Data Routing
  • Dynamic Prioritisation

Apache Nifi is highly fault-tolerant. It leverages automation and manages the flow of information between systems, promoting data provenance, security, and extensibility.

Supremacy of Apache Nifi

  • Enables De-coupling of Data Ingestion
  • High Availability due to Cluster Mode
  • Scalable Approach
  • Data Fetching at a faster pace
  • Ensures Data Lineage
  • Real-Time User Interface
  • Data Source Agnostic Platform
  • Data Security

Real-Time Applications of Apache Nifi

  • Enterprise Data Integration Platform
  • Edge Intelligence for IoT
  • Real-Time Monitoring of Customer Activity
  • Data Flow Management
  • Relational Data Ingestion
  • Streaming Analytics

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