Configure Qdrant's Optimizer for Predictable Search Latency
Best practices for configuring Qdrant's optimizers, backed by search latency benchmarks.
Clelia Bertelli
August 25, 2026
Production Ops
Operate Qdrant at scale. Learn how to optimize memory and resources, apply quantization, manage multitenancy and sharding, and secure access in production.
TurboQuant in Qdrant
TurboQuant ships in Qdrant 1.18
Ivan Pleshkov & Jonas Schulz
May 13, 2026
Vector Search in Production: Scaling, HA & Tuning Guide
A comprehensive guide to running vector search in production environments
David Myriel
April 30, 2025
Vector Search Resource Optimization Guide
Combine optimization methods to improve resource usage.
David Myriel
February 9, 2025
Data Privacy with Qdrant's Role-Based Access Control (RBAC)
Secure Your Data with Qdrant: Implementing RBAC
Qdrant Team
June 18, 2024
Binary Quantization: 40x Faster Vector Search
Binary Quantization is a newly introduced mechanism of reducing the memory footprint and increasing performance
Nirant Kasliwal
September 18, 2023
Product Quantization for Vector Search
Vector search with low memory? Try out our brand-new Product Quantization!
Kacper Łukawski
May 30, 2023
Scalar Quantization for Vector Search
Discover scalar quantization for optimized data storage and improved performance, including data compression benefits and efficiency enhancements.
Kacper Łukawski
March 27, 2023
Minimal RAM to Serve 1M Vectors
How to properly measure RAM usage and optimize Qdrant for memory consumption.
Andrei Vasnetsov
December 7, 2022