Getting Data In

Why are all of our JSON fields alphanumeric strings?

cdstealer
Contributor

Hi,
I'm ingesting data in pure json and all fields are being extracted. However, all fields are strings regardless of whether the field contains a float or an integer. Trying to convert the required fields in search has no effect, so we are unable to execute any arithmetic or numeric comparisons. Is there anything that can be done to have the correct type at indextime?

Cheers
Steve

0 Karma

DalJeanis
Legend

Please post your .conf stanzas for that sourcetype. Your JSON works just fine in spath. Run anywhere code follows.

| makeresults | eval _raw="[{\"total\": 40848933, \"name\": \"DR_SP_OBOFF_IFX_VGINFADMIN\", \"system\": null, \"snapshots\": 0, \"volumes\": 40848933, \"data_reduction\": 5.5917148342819205, \"size\": 75161927680, \"shared_space\": null, \"thin_provisioning\": 0.9629603181566511, \"total_reduction\": 150.9655201124792}, {\"total\": 78303476810, \"name\": \"DR_SP_OBOFF_IFX_SYS01-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 78303476810, \"data_reduction\": 3.0048772949588285, \"size\": 279172874240, \"shared_space\": null, \"thin_provisioning\": 0.13935706065251277, \"total_reduction\": 3.4914331572127146}, {\"total\": 1151894, \"name\": \"DR_SP_OBOFF_IFX_TMP01-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 1151894, \"data_reduction\": 5.826071620538336, \"size\": 59055800320, \"shared_space\": null, \"thin_provisioning\": 0.12769851684570313, \"total_reduction\": 6.67896562490172}, {\"total\": 4194101563, \"name\": \"DR_SP_OBOFF_IFX_APP01-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 4194101563, \"data_reduction\": 5.762749779233561, \"size\": 751619276800, \"shared_space\": null, \"thin_provisioning\": 0.3507057993752616, \"total_reduction\": 8.87540620829318}, {\"total\": 30325162691, \"name\": \"DR_SP_OBOFF_IFX_AUD01-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 30325162691, \"data_reduction\": 5.7856689710564675, \"size\": 16492674416640, \"shared_space\": null, \"thin_provisioning\": 0.4147625645622611, \"total_reduction\": 9.886019965091556}, {\"total\": 26692006101, \"name\": \"DR_SP_OBOFF_IFX_FUN01-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 26692006101, \"data_reduction\": 5.713406580985547, \"size\": 2684354560000, \"shared_space\": null, \"thin_provisioning\": 0.37600740242004393, \"total_reduction\": 9.156208908797916}, {\"total\": 74914950529, \"name\": \"DR_SP_OBOFF_IFX_VLAT01-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 74914950529, \"data_reduction\": 5.810545839529534, \"size\": 21990232555520, \"shared_space\": null, \"thin_provisioning\": 0.44200734570622446, \"total_reduction\": 10.413301671298274}, {\"total\": 1150454538, \"name\": \"DR_SP_OBOFF_IFX_MGS-APP1-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 1150454538, \"data_reduction\": 2.8930656374658144, \"size\": 36507222016, \"shared_space\": null, \"thin_provisioning\": 0.9088305866017061, \"total_reduction\": 31.732853482634717}, {\"total\": 635496861, \"name\": \"DR_SP_OBOFF_IFX_MGS-AUD1-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 635496861, \"data_reduction\": 6.0887140231403905, \"size\": 74088185856, \"shared_space\": null, \"thin_provisioning\": 0.9477627519248188, \"total_reduction\": 116.55885881234325}, {\"total\": 3419466396, \"name\": \"DR_SP_OBOFF_IFX_MGS-FUN1-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 3419466396, \"data_reduction\": 2.808043834085122, \"size\": 92341796864, \"shared_space\": null, \"thin_provisioning\": 0.8959998640903207, \"total_reduction\": 27.00038619683935}, {\"total\": 36900508384, \"name\": \"DR_SP_OBOFF_IFX_MGS-SYS1-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 36900508384, \"data_reduction\": 3.252184366603066, \"size\": 148176371712, \"shared_space\": null, \"thin_provisioning\": 0.15868666552115177, \"total_reduction\": 3.8656042087073685}, {\"total\": 560836420, \"name\": \"DR_SP_OBOFF_IFX_MGS-TMP1-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 560836420, \"data_reduction\": 5.952361806622659, \"size\": 74088185856, \"shared_space\": null, \"thin_provisioning\": 0.9549372023430424, \"total_reduction\": 132.09037423586636}, {\"total\": 1128669697, \"name\": \"DR_SP_OBOFF_IFX_MGS-VGINFADMIN\", \"system\": null, \"snapshots\": 0, \"volumes\": 1128669697, \"data_reduction\": 5.370497559256691, \"size\": 55834574848, \"shared_space\": null, \"thin_provisioning\": 0.24247801303863525, \"total_reduction\": 7.089559975413095}, {\"total\": 384092766229, \"name\": \"DR_SP_OBOFF_IFX_MGS-VLAT1-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 384092766229, \"data_reduction\": 2.7056223050113544, \"size\": 1884416901120, \"shared_space\": null, \"thin_provisioning\": 0.44581108854027557, \"total_reduction\": 4.882129990448185}, {\"total\": 14591737, \"name\": \"DR_SP_OBOFF_IFX_MUDDY_VLAT01-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 14591737, \"data_reduction\": 5.825555352683882, \"size\": 21990232555520, \"shared_space\": null, \"thin_provisioning\": 0.4441834176890552, \"total_reduction\": 10.481075120973713}, {\"total\": 12940424, \"name\": \"DR_SP_OBOFF_IFX_MUDDY_VGINFADMIN\", \"system\": null, \"snapshots\": 0, \"volumes\": 12940424, \"data_reduction\": 5.769282773109169, \"size\": 75161927680, \"shared_space\": null, \"thin_provisioning\": 0.9629402092524937, \"total_reduction\": 155.6749959117721}, {\"total\": 41327630331, \"name\": \"DR_SP_OBOFF_IFX_MUDDY_SYS01-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 41327630331, \"data_reduction\": 4.196256297529051, \"size\": 279172874240, \"shared_space\": null, \"thin_provisioning\": 0.1393570459806002, \"total_reduction\": 4.875722595452125}, {\"total\": 2093944, \"name\": \"DR_SP_OBOFF_IFX_MUDDY_TMP01-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 2093944, \"data_reduction\": 5.82486857314305, \"size\": 59055800320, \"shared_space\": null, \"thin_provisioning\": 0.12769844748757103, \"total_reduction\": 6.67758592927651}, {\"total\": 110567079, \"name\": \"DR_SP_OBOFF_IFX_MUDDY_APP01-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 110567079, \"data_reduction\": 5.8216771539896355, \"size\": 751619276800, \"shared_space\": null, \"thin_provisioning\": 0.35301270621163505, \"total_reduction\": 8.998132126987265}, {\"total\": 11450502587, \"name\": \"DR_SP_OBOFF_IFX_MUDDY_FUN01-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 11450502587, \"data_reduction\": 5.717953722895729, \"size\": 2684354560000, \"shared_space\": null, \"thin_provisioning\": 0.37651851806640624, \"total_reduction\": 9.171008103019716}, {\"total\": 8724590790, \"name\": \"DR_SP_OBOFF_IFX_MUDDY_AUD01-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 8724590790, \"data_reduction\": 5.815905885628052, \"size\": 16492674416640, \"shared_space\": null, \"thin_provisioning\": 0.41740459154049553, \"total_reduction\": 9.982752697976865}, {\"total\": 187692578634, \"name\": \"PRC_CORP_UIM_MYSQL_DB1-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 187692578634, \"data_reduction\": 2.8722118919761837, \"size\": 6597069766656, \"shared_space\": null, \"thin_provisioning\": 0.9182717454774926, \"total_reduction\": 35.14343856671008}, {\"total\": 55128374940, \"name\": \"PRN_MS_MARS_MYSQL_DATA-SLAVE1-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 55128374940, \"data_reduction\": 2.887891129235254, \"size\": 187904819200, \"shared_space\": null, \"thin_provisioning\": 0.1473721149989537, \"total_reduction\": 3.387047479958634}, {\"total\": 0, \"name\": \"PRN_MS_MARS_MYSQL_SLAVE-BACKUP1-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 0, \"data_reduction\": 1.0, \"size\": 279172874240, \"shared_space\": null, \"thin_provisioning\": 1.0, \"total_reduction\": 1.0}, {\"total\": 0, \"name\": \"PRN_MS_MARS_MYSQL_SLAVE-DATA1-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 0, \"data_reduction\": 1.0, \"size\": 92341796864, \"shared_space\": null, \"thin_provisioning\": 1.0, \"total_reduction\": 1.0}, {\"total\": 0, \"name\": \"PRN_MS_MARS_MYSQL_SLAVE-LOGS01-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 0, \"data_reduction\": 1.0, \"size\": 59055800320, \"shared_space\": null, \"thin_provisioning\": 1.0, \"total_reduction\": 1.0}, {\"total\": 0, \"name\": \"PRN_MS_MARS_MYSQL_SLAVE-QUORUM\", \"system\": null, \"snapshots\": 0, \"volumes\": 0, \"data_reduction\": 1.0, \"size\": 1073741824, \"shared_space\": null, \"thin_provisioning\": 1.0, \"total_reduction\": 1.0}, {\"total\": 0, \"name\": \"PRN_MS_MARS_MYSQL_SLAVE-TMP1-1\", \"system\": null, \"snapshots\": 0, \"volumes\": 0, \"data_reduction\": 1.0, \"size\": 37580963840, \"shared_space\": null, \"thin_provisioning\": 1.0, \"total_reduction\": 1.0}]"
| spath
| rename {}.data_reduction as DR
| table DR
| mvexpand DR 
| eval DR1 = DR + 1
0 Karma

niketn
Legend

@cdstealer, can you add a mocked up sample of the JSON data being idexed? Ideally numeric fields should be treated as numbers. Try trim() function in case numbers in JSON have spaces before or after i.e. " 30 "

____________________________________________
| makeresults | eval message= "Happy Splunking!!!"
0 Karma

cdstealer
Contributor

Hi @niketnilay, I've attached an image and sample data to the thread. Thanks for your help.

0 Karma
Get Updates on the Splunk Community!

The OpenTelemetry Certified Associate (OTCA) Exam

What’s this OTCA exam? The Linux Foundation offers the OpenTelemetry Certified Associate (OTCA) credential to ...

From Manual to Agentic: Level Up Your SOC at Cisco Live

Welcome to the Era of the Agentic SOC   Are you tired of being a manual alert responder? The security ...

Splunk Classroom Chronicles: Training Tales and Testimonials (Episode 4)

Welcome back to Splunk Classroom Chronicles, our ongoing series where we shine a light on what really happens ...