landing_page/qdrant-landing/content/qdrant-cloud/qdrant-cloud-capabilities.md

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Capabilities Included with Every Cloud Cluster	Each capability is available through the Qdrant Cloud Console and the API.	id tab title description features 0 Composable Search Composable Search for the Whole Retrieval Pipeline You choose how each query is ranked, filtered, and scored. Combine dense vectors, sparse vectors, and metadata filters at query time. id icon title description link 0 src alt /icons/outline/search-teal.svg Search Hybrid Search Keyword and semantic search lives in the same engine. Dense and sparse vectors in one query. Native BM25 and SPLADE++ run alongside dense retrieval. /documentation/search/hybrid-queries/ id icon title description link 1 src alt /icons/outline/filter-teal.svg Filter Filterable HNSW Latency stays predictable under filters. Filtering integrates with graph traversal, beyond pre- and post-filtering tradeoffs. /documentation/search/low-latency-search/ id icon title description link 2 src alt /icons/outline/layers-3-teal.svg Layers-3 Built-in Multivector More precise multimodal search in one query. Store multiple vectors per object across text, image, audio, video. /documentation/manage-data/vectors/ id icon title description link 3 src alt /icons/outline/trending-up-teal.svg Trending up Full-Spectrum Reranking Apply business logic and token-level precision. Score boosting, ColBERT, and Maximum Marginal Relevance in-engine. /documentation/search/search-relevance/ id icon title description link 4 src alt /icons/outline/sliders-horizontal-teal.svg Sliders horizontal Advanced Metadata Filters Enable more precise and efficient retrieval. Store metadata in JSON and use advanced filters, such as nested, text, geo, has_vector, and more. /documentation/search/filtering/ id icon title description link 5 src alt /icons/outline/refresh-cw-teal.svg Refresh cw Ingestion and Updates Bulk upserts and streaming. Insert, update, and delete on a live index. /documentation/manage-data/points/ id icon title description link 6 src alt /icons/outline/cloud-cog-teal.svg Cloud Qdrant Cloud Inference Embed and query in one round trip. Native embedding generation inside a cluster. /documentation/cloud/inference/ id icon title description link 7 src alt /icons/outline/thumbs-up-teal.svg Thumbs up Recommendation API Get “more like this” with one API call. Positive and negative examples to find similar items. /documentation/search/explore/ id tab title description features 1 Control Performance Control Performance at Scale The same engine runs from in-memory dev to web-scale production. Tune memory, indexing speed, and capacity for each workload. id icon title description link 0 src alt /icons/outline/minimize-2-green.svg Minimize Quantization Up to 32× memory reduction. Scalar, TurboQuant, and binary help strike a balance between accuracy, storage efficiency, and search speed. /documentation/manage-data/quantization/ id icon title description link 1 src alt /icons/outline/hard-drive-green.svg Hard drive On-Disk Storage Offload cold vectors and payloads to disk to reduce RAM cost. /documentation/manage-data/storage/ id icon title description link 2 src alt /icons/outline/maximize-2-green.svg Maximize Vertical and Horizontal Scaling Shards rebalance automatically, maintaining optimal performance. Scale clusters up, down, or out. /documentation/cloud/cluster-scaling/ id icon title description link 3 src alt /icons/outline/cpu-green.svg Cpu GPU Indexing Up to 4× faster HNSW indexing. Every node in your cluster gets a dedicated GPU with a simple toggle. /documentation/ops-configuration/running-with-gpu/ id icon title description link 4 src alt /icons/outline/users-green.svg Users Flexible Multitenancy Serve thousands of tenants per cluster with payload-based separation. Promote noisy ones to dedicated while traffic continues. /documentation/manage-data/multitenancy/ id icon title description 5 src alt /icons/outline/circle-gauge-green.svg Circle gauge SIMD and Async I/O SIMD acceleration across x86 and ARM. io_uring keeps disk throughput high on Cloud volumes. id tab title description features 2 High Availability High Availability and Recovery Engine-handled operations on highly available clusters. Continuous backups and live upgrades. id icon title description link 0 src alt /icons/outline/refresh-cw-purple.svg Refresh cw Zero-Downtime Upgrades Engine upgrades run while the cluster serves traffic. Multi-version supported. /documentation/cloud/cluster-upgrades/ id icon title description link 1 src alt /icons/outline/git-branch-purple.svg Git branch Multi-AZ Replication Up to 99.95% SLA. Three availability zones with automatic failover. /documentation/cloud-premium/ id icon title description link 2 src alt /icons/outline/database-purple.svg Database Backups and Disaster Recovery Scheduled incremental backups, on-demand snapshots, and restore to any cluster. /documentation/cloud/backups/ id icon title description link 3 src alt /icons/outline/download-purple.svg Download Snapshot Export Export snapshots to your own object storage for long-term retention or DR. /documentation/snapshots/ id icon title description link 4 src alt /icons/outline/life-buoy-purple.svg Lifebuoy Engineering Support Guaranteed response times on critical incidents. Business-hours coverage on Standard, 24/7 on Premium. /documentation/support/ id tab title description features 3 Defense in Depth Defense in Depth for Production Workloads Encryption on every channel and volume, granular access control, and private network options. Compliance-ready under SOC 2, HIPAA, and GDPR. id icon title description link 0 src alt /icons/outline/shield-check-turquoise.svg Shield check Compliance Reports available under NDA. SOC 2 Type II, HIPAA with BAA, and GDPR with DPA. /documentation/cloud-security/ id icon title description link 1 src alt /icons/outline/lock-open-turquoise.svg Lock open Encryption in Transit End-to-end protection in flight. TLS 1.2+ on every API endpoint and replication channel. /documentation/cloud-security/ id icon title description link 2 src alt /icons/outline/hard-drive-turquoise.svg Hard drive Encryption at Rest Storage protected by default; Premium adds customer-managed keys. AES-256 on storage volumes. /documentation/cloud-security/ id icon title description link 3 src alt /icons/outline/waypoints-turquoise.svg Waypoints Private VPC Links Traffic stays on private networks. AWS PrivateLink and GCP Private Service Connect. /documentation/cloud-premium/ id icon title description link 4 src alt /icons/outline/list-filter-turquoise.svg List filter IP Allowlisting Define your network perimeter explicitly. Restrict cluster access to specific CIDR ranges. /documentation/cloud/cluster-access/ id icon title description link 5 src alt /icons/outline/key-round-turquoise.svg Key Single Sign-On (SSO) Manage Cloud access through your existing identity provider. SAML 2.0 with Okta, Azure AD, Google and others. /documentation/cloud-rbac/user-management/ id tab title description features 4 Monitoring and Recovery Monitoring and Observability Toolkit Monitor cluster health, audit every API call, and visualize capacity in real time. Configurable retention for compliance. id icon title description link 0 src alt /icons/outline/activity-burgundy.svg Activity Prometheus Metrics OpenMetrics-compatible /metrics and /sys_metrics endpoints on every cluster. /documentation/ops-monitoring/managed-cloud-prometheus/ id icon title description link 1 src alt /icons/outline/chart-line-burgundy.svg Chart line Grafana Dashboard Reference dashboard for cluster health, query latency, and capacity. https://github.com/qdrant/qdrant-cloud-grafana-dashboard id icon title description link 2 src alt /icons/outline/file-text-burgundy.svg File text Audit Logging Logs every API operation: caller, target, and outcome in structured JSON. /documentation/cloud/configure-cluster/ id icon title description link 3 src alt /icons/outline/bell-ring-burgundy.svg Bell ring Capacity Alerts Alerts at 80% RAM and disk utilization, plus CPU throttling. /documentation/cloud/cluster-monitoring/ id icon title description link 4 src alt /icons/outline/heart-pulse-burgundy.svg Heart pulse Health Endpoints Kubernetes-style /healthz, /livez, /readyz on every node. /documentation/ops-monitoring/monitoring/ id icon title description link 5 src alt /icons/outline/satellite-dish-burgundy.svg Satellite dish Telemetry Per-segment, per-shard internals with configurable verbosity. /documentation/ops-configuration/usage-statistics/	true