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Vansh Khandelwal

Full Stack Web Devel...ย โ€ขย 1m

In todayโ€™s dataโ€‘driven world 60% of companies struggle with log management. Log managementโ€”collecting, storing and analyzing logsโ€”is vital for performance, security, compliance and faster troubleshooting as cloud, microservices and distributed systems drive massive log volume. Key strategies: centralize logs (ELK, Logstash/Kibana, Splunk), adopt structured JSON logging for consistent metadata, set retention/rotation policies to control storage costs and meet regulations, implement realโ€‘time monitoring and alerts (Prometheus, Grafana, Datadog), and leverage ML for anomaly detection. Build observability by fostering crossโ€‘team collaboration, continuous feedback and iterative improvement so teams act on insights and reduce incident timeโ€‘toโ€‘resolution.

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