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Advanced XML Processing With Apache NiFi 1.9.1

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Advanced XML Processing With Apache NiFi 1.9.1

In this post, we'll be using Apache NiFi to simply process very complex XML and RSS data files.

· Big Data Zone ·
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Advanced XML Processing With Apache NiFi 1.9.1

With the latest version of Apache NiFi, you can now directly convert XML to JSON or Apache AVRO, CSV, or any other format supported by RecordWriters. This is a great advancement. To make it even easier, you don't even need to know the schema beforehand. There is a built-in option to Infer Schema.

The results of an RSS (XML) feed converted to JSON and displayed in a slack channel.

Besides just RSS feeds, we can grab regular XML data including XML data that is wrapped in a Zip file (or even in a Zipfile in an email, SFTP server or Google Docs).

Get the Hourly Weather Observations for the United States

Decompress That Zip

Unpack That Zip into Files

One ZIP becomes many XML files of data.

An example XML record from an NOAA weather station.

Converted to JSON Automagically

Let's Read Those Records With A Query and Convert the results to JSON Records

Read RSS Feed of Travel Warnings

In this one simple example, we are ingesting all of the observed weather from all observation stations in the United States via one downloaded ZIP file containing all of the hourly XMLs. Apache NiFi can easily acquire this file, decompress it, and unpack the files from the zip. We can then convert all of them as records by inferring their schema and building new records in the output format of our choice. We can then pull apart values we need or push this new cleaned format to one or more storage options including HBase, HDFS, Hive, SQL Database, MongoDB, or elsewhere. We can also send this data on via Apache Kafka to a streaming engine such as Kafka Streams or Spark Structured Streaming for more processing or joining with other datasets.


QueryRecord is allowing us to write a SQL query such as SELECT * FROM FLOWFILE reading XML records and producing JSON records as a result. We can change fields or add things like SUMs and AVGs.

References

Topics:
apache nifi, big data, cloudera, streaming, xml

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