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Ignite</div><h1 class="h1 innerhero__h1">Operations Built In</h1><div class="innerhero__descr pt-2 h5">Monitoring, recovery, and security for production deployments</div></div><img class="innerhero__pic innerhero__pic--native" src="/img/features/hero-bg.svg" alt="Operations"></div></section><section class="container pt-5 pb-5"><div class="pt-3 pb-3"><p class="fz20">Apache Ignite provides built-in operational capabilities for production deployments. OpenTelemetry metrics enable monitoring through standard observability stacks. System views expose internal state through SQL. Raft snapshots and Meta Storage backup provide recovery mechanisms. Authentication and SSL/TLS secure cluster access.</p></div></section><section class="nativepersistence3 container"><h2 class="h4 pb-3">Monitoring and Observability</h2><div class="nativepersistence3__block flexi"><div class="nativepersistence3__left"><h3 class="h5">OpenTelemetry Metrics</h3><p>Apache Ignite exports metrics using OpenTelemetry standards. Track operation latencies, throughput, error rates, and resource utilization. Integrate with Prometheus, Grafana, Datadog, or any OpenTelemetry-compatible monitoring system.</p></div><div class="nativepersistence3__right"><h3 class="h5">System Views</h3><p>Query cluster state through SQL system views. Examine node status, partition distribution, transaction state, and running jobs. Standard SQL access enables integration with existing monitoring tools and custom dashboards.</p></div></div><div class="nativepersistence3__block flexi pt-4"><div class="nativepersistence3__left"><h3 class="h5">Metric Categories</h3><p>Metrics cover client connections, SQL query execution, transaction processing, replication lag, storage engine performance, and network traffic. Filter metrics by node or partition. This comprehensive coverage enables full-stack observability.</p></div><div class="nativepersistence3__right"><h3 class="h5">Custom Metrics</h3><p>Applications register custom metrics through the OpenTelemetry API. Track business-level indicators alongside system metrics. This unified approach simplifies correlation between application behavior and system performance.</p></div></div></section><section class="nativepersistence3 container pt-5 pb-5"><h2 class="h4 pb-3">Recovery and Backup</h2><div class="nativepersistence3__block flexi"><div class="nativepersistence3__left"><h3 class="h5">Raft Snapshots</h3><p>Each partition maintains Raft snapshots for recovery. Snapshots capture partition state at specific points in time. New nodes or recovering nodes restore from snapshots before replaying logs. This accelerates recovery compared to full log replay.</p></div><div class="nativepersistence3__right"><h3 class="h5">Meta Storage Backup</h3><p>Meta Storage stores critical cluster metadata including schema, configuration, and partition assignments. Backup Meta Storage separately from data partitions. Recovery requires both partition data and Meta Storage state for full cluster restoration.</p></div></div><div class="nativepersistence3__block flexi pt-4"><div class="nativepersistence3__left"><h3 class="h5">Snapshot Management</h3><p>Configure snapshot frequency and retention. Balance storage cost against recovery time objectives. Automatic garbage collection removes outdated snapshots. This management ensures snapshots remain available without consuming excessive storage.</p></div><div class="nativepersistence3__right"><h3 class="h5">Disaster Recovery</h3><p>Combine snapshots with distributed replication for disaster recovery. Snapshots provide point-in-time recovery. Replication provides continuous availability. This layered approach addresses both data loss prevention and recovery time requirements.</p></div></div></section><section class="nativepersistence3 container pt-5 pb-5"><h2 class="h4 pb-3">Security</h2><div class="nativepersistence3__block flexi"><div class="nativepersistence3__left"><h3 class="h5">Authentication</h3><p>Apache Ignite supports username/password authentication. Configure authentication providers for different deployment environments. Failed authentication attempts log for security monitoring. This protects cluster access from unauthorized clients.</p></div><div class="nativepersistence3__right"><h3 class="h5">SSL/TLS Encryption</h3><p>Enable SSL/TLS for client-to-cluster and node-to-node communication. Support for standard certificate formats. Configure cipher suites and protocols. This protects data in transit from network eavesdropping.</p></div></div><div class="nativepersistence3__block flexi pt-4"><div class="nativepersistence3__left"><h3 class="h5">Authorization</h3><p>Control access to tables and operations through permissions. Grant read, write, or admin privileges per user. This fine-grained control enables multi-tenant deployments and compliance with access policies.</p></div><div class="nativepersistence3__right"><h3 class="h5">Audit Logging</h3><p>Log security-relevant events including authentication attempts, authorization failures, and schema changes. Integrate with SIEM systems for security monitoring. This audit trail supports compliance requirements and security investigations.</p></div></div></section><section class="nativepersistence3 container pt-5 pb-5"><h2 class="h4 pb-3">Command Line Tools</h2><div class="nativepersistence3__block flexi"><div class="nativepersistence3__left"><h3 class="h5">CLI for Administration</h3><p>The Ignite CLI provides commands for cluster management. Start and stop nodes. Create tables and distribution zones. Execute SQL queries. Inspect cluster topology. This enables scripted administration and troubleshooting.</p></div><div class="nativepersistence3__right"><h3 class="h5">Cluster Inspection</h3><p>Query node status, partition distribution, and replication state through CLI commands. Export metrics for analysis. This command-line access supports automation and remote administration scenarios.</p></div></div><div class="nativepersistence3__block flexi pt-4"><div class="nativepersistence3__left"><h3 class="h5">Diagnostic Tools</h3><p>The CLI includes diagnostic commands for troubleshooting. Analyze thread dumps. Inspect transaction state. Export partition data for analysis. These tools help diagnose issues in production environments.</p></div><div class="nativepersistence3__right"><h3 class="h5">REST API</h3><p>Apache Ignite exposes a REST API for programmatic administration. Execute SQL queries. Manage tables and zones. Query cluster state. This HTTP interface enables integration with orchestration systems and custom tooling.</p></div></div></section><section class="container pt-5 pb-5"><h2 class="h4 pb-4">How Operations Connect to the Foundation</h2><div class="cardswrap"><div class="usecasecard cardsimple"><div class="cardsimple__icon"><img src="/img/features/02-native-persistence.svg" alt=""></div><h3 class="cardsimple__title">Raft Snapshots for Recovery</h3><div class="cardsimple__text">Distributed replication through Raft enables partition snapshots. Each partition maintains recoverable state. This provides fast recovery without requiring external backup systems for availability.</div><div class="cardsimple__bottom"><a class="cardsimple__button button button--shadow" href="/features/architectural-foundation">Learn About Distributed Replication</a></div></div><div class="usecasecard cardsimple"><div class="cardsimple__icon"><img src="/img/features/08-services.svg" alt=""></div><h3 class="cardsimple__title">Meta Storage Backup</h3><div class="cardsimple__text">Meta Storage holds critical cluster metadata. Backup operations export this state for disaster recovery. The coordination layer enables consistent snapshots of distributed metadata.</div><div class="cardsimple__bottom"><a class="cardsimple__button button button--shadow" href="/features/coordination">Learn About Coordination</a></div></div><div class="usecasecard cardsimple"><div class="cardsimple__icon"><img src="/img/features/03-distributed-SQL.svg" alt=""></div><h3 class="cardsimple__title">System Views Through SQL</h3><div class="cardsimple__text">System views expose cluster state through SQL queries. Use standard SQL tools for monitoring. This integration simplifies operations by leveraging existing SQL infrastructure.</div><div class="cardsimple__bottom"><a class="cardsimple__button button button--shadow" href="/features/sql">Learn About Access Patterns</a></div></div></div></section><section class="native-bottom container"><div class="native-bottom__grid"><article class="nativebotblock"><div class="h4 nativebotblock__title"><img src="/img/features/native-rocket.svg" alt="" class="nativebotblock__icon"><span>Ready to Start?</span></div><p class="nativebotblock__text">Discover our quick start guide and build your first application in 5-10 minutes</p><a class="nativebotblock__link arrowlink" href="/docs/ignite3/3.1.0/getting-started/quick-start" target="_blank" rel="noreferrer">Quick Start Guide</a></article><article class="nativebotblock nativebotblock--learn"><div class="h4 nativebotblock__title"><img src="/img/features/native-docs.svg" alt="" class="nativebotblock__icon"><span>Read Documentation</span></div><p class="nativebotblock__text">Learn about monitoring setup, backup procedures, and security configuration</p><a class="nativebotblock__link arrowlink" href="/docs/ignite3/3.1.0/sql/working-with-sql/system-views" target="_blank" rel="noreferrer">System Views Documentation</a></article></div></section></div><footer class="footer_zvxk"><div class="container footerTop_kHoL"><section class="footer1_gXBV"><a href="/features/" class="footerTitle_QNZB">Features</a><ul class="footerMenu_aBb9"><li><a href="/features/architectural-foundation">Architectural Foundation</a></li><li><a href="/features/storage">Memory-First Storage</a></li><li><a href="/features/acid-transactions">ACID Transactions</a></li><li><a href="/features/sql">Access Patterns</a></li><li><a href="/features/schema-evolution">Schema Evolution</a></li><li><a href="/features/streaming">Backpressured Streaming</a></li><li><a href="/features/data-placement">Schema-Driven Data Placement</a></li><li><a href="/features/compute-apis">Processing Where Data Lives</a></li><li><a href="/features/coordination">Coordination That Scales</a></li><li><a href="/features/tooling">Operations Built In</a></li><li><a href="/features/multilanguage">Multi-Language Support</a></li></ul></section><section class="footer2_UUSM"><a href="/use-cases/" class="footerTitle_QNZB">Use Cases</a><ul class="footerMenu_aBb9"><li><a href="/use-cases/event-stream-processing">Event Stream Processing</a></li><li><a href="/use-cases/microservices-state">Microservices State Management</a></li><li><a href="/use-cases/ai-ml-feature-stores">AI/ML Feature Stores</a></li><li><a href="/use-cases/session-management">Session Management</a></li><li><a href="/use-cases/operational-analytics">Operational Analytics</a></li><li><a href="/use-cases/fast-data-marts">Fast Data Marts</a></li><li><a href="/use-cases/iot-time-series">IoT and Time-Series Data</a></li><li><a href="/use-cases/digital-integration-hub">Digital Integration Hub</a></li><li><a href="/use-cases/high-performance-computing">High-Performance Computing</a></li><li><a href="/use-cases/key-value-store">Key-Value Store</a></li><li><a href="/use-cases/in-memory-database">Database with Memory-First Storage</a></li></ul></section><section class="footer3_JvPG"><a href="/community" class="footerTitle_QNZB">Community</a><a href="/resources" class="footerTitle_QNZB">Resources</a><a href="/events" class="footerTitle_QNZB">Events</a><a href="/blog/" class="footerTitle_QNZB">Blog</a></section><section class="footer4_UOsi"><div class="footer4Item_THtF">Join Our<!-- --> <a href="mailto:dev@ignite.apache.org">Dev Mailing List</a></div><div class="footer4Item_THtF pt-2">Or email the<!-- --> <a href="mailto:user@ignite.apache.org">User Mailing List</a></div><div class="footer4Item_THtF pt-5">Follow Us:</div><div class="footer4Socwrap_gPM5 pt-2"><a href="https://github.com/apache/ignite" target="_blank" rel="noopener noreferrer" class="footer4Soc_Ors5" aria-label="GitHub"><img src="/img/icon-github.svg" alt="GitHub"></a><a href="https://www.linkedin.com/showcase/apache-ignite/" target="_blank" rel="noopener noreferrer" class="footer4Soc_Ors5" aria-label="LinkedIn"><img src="/img/icon-linkedin.svg" alt="LinkedIn"></a><a href="https://twitter.com/apacheignite" target="_blank" rel="noopener noreferrer" class="footer4Soc_Ors5" aria-label="Twitter"><img src="/img/icon-twitter.svg" alt="Twitter"></a><a href="https://www.meetup.com/Apache-Ignite-Virtual-Meetup/" target="_blank" rel="noopener noreferrer" class="footer4Soc_Ors5" aria-label="Meetup"><img src="/img/icon-meetup-black.png" alt="Meetup"></a></div><a href="/docs/ignite3/3.1.0/getting-started/quick-start" class="button footer4Button_aiU8">Start Using Apache Ignite</a></section></div><div class="container footerBot_cgmu"><div style="display:flex;align-items:center;gap:12px"><img src="/img/asf-logo-mark.svg" alt="Apache Software Foundation" style="height:40px;width:auto"><p style="margin:0">© <!-- -->2015<!-- --> - 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