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
Get Updates on the Splunk Community!

AI for AppInspect

We’re excited to announce two new updates to AppInspect designed to save you time and make the app approval ...

App Platform's 2025 Year in Review: A Year of Innovation, Growth, and Community

As we step into 2026, it’s the perfect moment to reflect on what an extraordinary year 2025 was for the Splunk ...

Operationalizing Entity Risk Score with Enterprise Security 8.3+

Overview Enterprise Security 8.3 introduces a powerful new feature called “Entity Risk Scoring” (ERS) for ...