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What’s the best way to create complex flows in Apache Nifi?
According to this, Apache Nifi is a framework for building complex processing pipelines but I cannot find an example where Apache Nifi is used to build complex processing flows.
I have a large number of complex flows where each flow processes a stream of multi-dimensional data in unique ways. I’m trying to understand how to best structure these flows using Nifi. I’m considering creating a new “Processors” node to combine data from flows into an aggregated data flow. I’m then trying to map the aggregated data flow to a “Sinks” node to produce various output files.
I’m looking for tips on how to best structure complex flows with the Apache Nifi platform.
A:
Nifi is not a framework for processing, it’s a framework for building Process Flows (Nifi Processors). It’s not meant to build very complex Process Flows like you might from more traditional data processing tools (Spark, Hadoop, etc.). You could have some success with it, but it’s not a very good framework for it.
Nifi should be considered like a high-level framework, similar to things like WF and Spring. You can have a Process Flow, where you define the inputs and outputs and process, and then you can have many Process Flows, and you can interconnect them together. However, as a general purpose tool, it’s not very powerful, so if you’re trying to build very, very complex Process Flows, you’re probably not going to have success.
If you’re trying to build complex Process Flows, then you’re really better off going to something like Spring Batch, or reading up on how to implement your Process Flows in other ways. If you go this route, it will be a fairly linear process. Start with the inputs, create the process, and then the outputs. If you want to do this inside of an Nifi Process Flow, you’re going to be looking at a convoluted configuration with a lot of steps
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