Operations & Scale Tutorials
Production-grade management, monitoring, and high-volume optimization.
| Tutorial | Objective | Stack | Time | Level |
|---|---|---|---|---|
| Snapshots | Create and restore collection snapshots. | Python | 20m | Beginner |
| Data Migration | Move embeddings to Qdrant. | CLI | 30m | Intermediate |
| Embedding Model Migration | Use your new model with zero downtime. | Any | 40m | Intermediate |
| Blue-Green Cluster Deployment | Deploy changes to a new cluster and switch traffic with zero production risk. | Any | 30m | Intermediate |
| Time-Based Sharding | Efficiently manage time-series data with user-defined sharding. | Any | 1h | Intermediate |
| Large-Scale Search | Cost-efficient search for LAION-400M datasets. | Any | 48h | Advanced |
| GPU-Accelerated HNSW Indexing | Speed up HNSW index builds and compare cost against CPU. | Python | 45m | Intermediate |
| Secure a Self-Hosted Instance | Enable TLS, API keys, and JWT access control. | Any | 45m | Intermediate |
| Incremental Embedding Updates | Sync embeddings with changing raw text data. | Any | 25m | Beginner |
| Prevent Unoptimized Usage | Stop bulk uploads from slowing down search without losing data. | Python | 20m | Intermediate |
| Scaling and Monitoring Hybrid Cloud | Resize CPU, memory, and disk, and know what to monitor first. | Kubernetes | 25m | Intermediate |
| Securing and Exposing a Hybrid Cloud Cluster | Set up API key authentication, database-level TLS, and TLS-terminating ingress on a self-managed Hybrid Cloud cluster. | Kubernetes | 25m | Intermediate |
| Qdrant Cloud Prometheus Monitoring | Observability with Prometheus and Grafana. | Prometheus | 30m | Intermediate |
| Monitoring with Grafana and Prometheus | Observability for hybrid/private cloud setups. | Prometheus | 30m | Intermediate |
| Monitoring with Datadog | Observability for hybrid/private cloud setups with Datadog. | Datadog | 20m | Intermediate |
| Kafka Streaming into Qdrant | Stream real-time data into Qdrant with the Kafka Sink Connector. | Kafka | 60m | Advanced |
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