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I can query debug logs via ApexLog object with SOQL, but the result doesn't contain an actual message.

How can I access the message? Is it achievable with SOQL or some API?

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    Explore tooling API for same .I need to do some homework to get to actual answer but thats hint to start Feb 23, 2015 at 13:56

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Tooling API has support since v 28 to download the Raw Apex Log. See this for more info.

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  • Is it possible to get the Raw Apex Log with partner SOAP API? Feb 23, 2015 at 21:53
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    No, you cannot get the debug log using Partner API or any other Salesforce provided API Feb 23, 2015 at 22:37
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It is possible also with REST Api, using the following path:

"/services/data/v29.0/sobjects/ApexLog/" + logId + "/Body/"

The log Id must be known (could be fetched with simple SOQL) and only one log per request can be fetched.

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