How to Replace Elasticsearch for Log Management
Blog post from OpenObserve
Replacing Elasticsearch for log management with OpenObserve involves redirecting new logs to OpenObserve while allowing old Elasticsearch data to expire, rather than migrating data. OpenTelemetry Collector, using the filelog receiver, serves as a primary alternative to Filebeat, managing logs, metrics, and traces in a single agent, while Fluent Bit offers a straightforward swap for existing deployments. Elasticsearch's inefficiencies for log workloads, such as excessive disk usage and complicated shard management, arise from its design as a full-text search engine, making it less suitable for log management tasks. By switching to OpenObserve, users benefit from simplified operations as it uses streams instead of indices and relies on SQL for queries instead of Elasticsearch's DSL. The transition involves minimal configuration changes, maintaining existing log file paths and parsing rules, and can be managed effectively within Kubernetes environments using DaemonSets.