Google Cloud Platform (GCP) offers log management through its GCP Log Explorer, catering to basic logging needs, while Coralogix provides a more advanced full-stack observability solution with features such as in-stream log analysis, machine learning-driven alerts, and log clustering. Coralogix's pricing model offers cost predictability based on GB ingested, with no additional fees for features, contrasting GCP's varied pricing per service. Coralogix also boasts a median 30-second response time for support and 24/7 live assistance at no extra cost, while GCP's support is tiered and incurs additional charges. Coralogix enables flexible data management with options for indexing and archival storage, and facilitates efficient querying of archived logs without added costs, which GCP does not offer. The document highlights Coralogix's capability in handling high volumes of logs with minimal noise and its sophisticated alerting system that leverages artificial intelligence to detect anomalies, offering a competitive edge over GCP's more limited features.