Getting Data In

Get dynamic json property names

tmortiboy
New Member

I have some structured json logs that indicate some validation errors, and depending on the error, a different property is set with the value that caused the error. eg:

{ "validationError": { "property" : { "title" : "" }, "errorType" : "Empty" } }
{ "validationError": { "property" : { "category" : [] }, "errorType" : "Empty" } }
{ "validationError": { "property" : { "category" : [ { "categoryId" : 12345 } ] }, "errorType" : "Invalid" } }
{ "validationError": { "property" : { "thing" : { "thingId" : 9999 } }, "errorType" : "Disallowed" } }

I would like to be able to retrieve the property name and its value: eg
property | value | type
---------+-------+-----------
title | | Empty
category | | Empty
category | 12345 | Invalid
thing | 9999 | Disallowed

0 Karma
1 Solution

javiergn
Super Champion

So assuming your field is called yourField, I came up with the following (probably overcomplicated) query:

| rex max_match=0 "(?m)(?<yourField>[^\n]+)"
| fields - _raw
| mvexpand yourField
| spath input=yourField path=validationError.property output=propertyRaw
| spath input=yourField path=validationError.errorType output=type
| fields - yourField
| spath input=propertyRaw
| rex field=propertyRaw max_match=1 "(?msi)\"(?<property>[^\"]+)\"\s?:"
| fields - propertyRaw
| eval value = ""
| eval temp = 'category{}.categoryId'
| foreach * [ eval temp = if (match("<<FIELD>>", property), toString('<<FIELD>>'), "") | eval value = value . temp]
| fields property, value, type
| foreach * [ eval <<FIELD>> = if(match(<<FIELD>>, "Null"), null(), <<FIELD>>) ]

Example:

| stats count | fields - count
| eval _raw = "
{ \"validationError\": { \"property\" : { \"title\" : \"\" }, \"errorType\" : \"Empty\" } }
{ \"validationError\": { \"property\" : { \"category\" : [] }, \"errorType\" : \"Empty\" } }
{ \"validationError\": { \"property\" : { \"category\" : [ { \"categoryId\" : 12345 } ] }, \"errorType\" : \"Invalid\" } }
{ \"validationError\": { \"property\" : { \"thing\" : { \"thingId\" : 9999 } }, \"errorType\" : \"Disallowed\" } }
"
| rex max_match=0 "(?m)(?<yourField>[^\n]+)"
| fields - _raw
| mvexpand yourField
| spath input=yourField path=validationError.property output=propertyRaw
| spath input=yourField path=validationError.errorType output=type
| fields - yourField
| spath input=propertyRaw
| rex field=propertyRaw max_match=1 "(?msi)\"(?<property>[^\"]+)\"\s?:"
| fields - propertyRaw
| eval value = ""
| eval temp = 'category{}.categoryId'
| foreach * [ eval temp = if (match("<<FIELD>>", property), toString('<<FIELD>>'), "") | eval value = value . temp]
| fields property, value, type
| foreach * [ eval <<FIELD>> = if(match(<<FIELD>>, "Null"), null(), <<FIELD>>) ]

Output, see picture below:

alt text

View solution in original post

0 Karma

javiergn
Super Champion

So assuming your field is called yourField, I came up with the following (probably overcomplicated) query:

| rex max_match=0 "(?m)(?<yourField>[^\n]+)"
| fields - _raw
| mvexpand yourField
| spath input=yourField path=validationError.property output=propertyRaw
| spath input=yourField path=validationError.errorType output=type
| fields - yourField
| spath input=propertyRaw
| rex field=propertyRaw max_match=1 "(?msi)\"(?<property>[^\"]+)\"\s?:"
| fields - propertyRaw
| eval value = ""
| eval temp = 'category{}.categoryId'
| foreach * [ eval temp = if (match("<<FIELD>>", property), toString('<<FIELD>>'), "") | eval value = value . temp]
| fields property, value, type
| foreach * [ eval <<FIELD>> = if(match(<<FIELD>>, "Null"), null(), <<FIELD>>) ]

Example:

| stats count | fields - count
| eval _raw = "
{ \"validationError\": { \"property\" : { \"title\" : \"\" }, \"errorType\" : \"Empty\" } }
{ \"validationError\": { \"property\" : { \"category\" : [] }, \"errorType\" : \"Empty\" } }
{ \"validationError\": { \"property\" : { \"category\" : [ { \"categoryId\" : 12345 } ] }, \"errorType\" : \"Invalid\" } }
{ \"validationError\": { \"property\" : { \"thing\" : { \"thingId\" : 9999 } }, \"errorType\" : \"Disallowed\" } }
"
| rex max_match=0 "(?m)(?<yourField>[^\n]+)"
| fields - _raw
| mvexpand yourField
| spath input=yourField path=validationError.property output=propertyRaw
| spath input=yourField path=validationError.errorType output=type
| fields - yourField
| spath input=propertyRaw
| rex field=propertyRaw max_match=1 "(?msi)\"(?<property>[^\"]+)\"\s?:"
| fields - propertyRaw
| eval value = ""
| eval temp = 'category{}.categoryId'
| foreach * [ eval temp = if (match("<<FIELD>>", property), toString('<<FIELD>>'), "") | eval value = value . temp]
| fields property, value, type
| foreach * [ eval <<FIELD>> = if(match(<<FIELD>>, "Null"), null(), <<FIELD>>) ]

Output, see picture below:

alt text

0 Karma
Got questions? Get answers!

Join the Splunk Community Slack to learn, troubleshoot, and make connections with fellow Splunk practitioners in real time!

Meet up IRL or virtually!

Join Splunk User Groups to connect and learn in-person by region or remotely by topic or industry.

Get Updates on the Splunk Community!

Deep Dive: Accelerate threat investigation with Splunk’s AI Assistant in Security

AI is one of the biggest topics in the market today, and for security teams, its value goes far beyond the ...

Announcing Modern Navigation: A New Era of Splunk User Experience

We are excited to introduce the Modern Navigation feature in the Splunk Platform, available to both cloud and ...

Detection Engineering Office Hours: Real-World Troubleshooting & Q&A

[REGISTER HERE] This thread is for the Community Office Hours session on Detection Engineering Office Hours: ...