Machine logs are known to be difficult to process due to their mixed structured/none-structured nature. The non-conforming log format and its volume growth make it challenging to extract values using conventional search and monitoring classic techniques. Apica Ascent normalizes all incoming logs into Pattern-Signature (PS). PS groups or clusters for all the ingested logs based on their underlying logging structure for any log forms.