Search & Indexing Engines
4.7/5.0
VerifiedFreemiumLast technical review:
Markdown for AI (.md)

Qdrant

High-performance vector search engine written in Rust.

Pricing

$0/mo

Freemium
Score

4.7/5

  1. FreeFree
  2. $25/moCloud Managed
License
Apache-2.0
Certifications
2
Last technical review
2026-11-05
Available plansVisit website (opens in a new tab)

Technical Overview

Qdrant is an open-source vector search engine and database written in Rust. It stores embeddings with JSON payloads and executes scalable similarity searches combined with metadata filters. It is available as self-hosted software or through a managed cloud service.

Analyst Evaluation: Pros and Limitations

Verified Advantages

  • Written in Rust for high throughput and low memory footprint.
  • Native support for complex JSON payload filtering.
  • Available as an open-source self-hosted edition.

Technical Considerations

  • Initial API learning curve can be steep for teams unfamiliar with vector databases.
  • Advanced security and SSO features restricted to higher enterprise tiers.

Technical Capabilities & Features

6/7
Included:REST & GraphQL API
Included:SSO / SAML Authentication
Included:Self-Hosted Option
Included:Full Data Export
Included:Role-Based Access Control (RBAC)
Not available:Custom Domains & SSL
Included:Immutable Audit Logs
Scorecard
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Technical Scorecard: Qdrant

92/100
DX & Tech Documentation
Excellent
95/100
Pricing Fairness
Excellent
90/100
Security & Governance
Excellent
88/100
Data Portability & Sovereignty
Excellent
92/100
Performance & Reliability
Excellent
95/100

Time to Value & Fit by Segment: Qdrant

Estimated Time-to-Value< 1 hour (Immediate)

Near-instantaneous deployment with minimal technical friction.

Learning CurveModerate (Standard)

Requires consulting technical documentation and basic credentials setup.

Fit Index by Organization Size

Startup & Agile Teams1 to 50 members
9%
Mid-Market & Scaleup50 to 500 members
9%
Corporate Enterprise500+ members
8%
Pricing & TCO
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Pricing

$0.00/mo

Model: FREEMIUM.

Available plans:

  • Free$0/mo
  • Cloud Managed$25/mo

Free Tier Verification:

  • No credit card required
  • Commercial use allowed
  • Unlimited usage with no expiration
  • No mandatory watermarks
Credits for Startups
Up to $1,000 USD
View requirements and perks programs
Get Qdrant (opens in a new tab)

Billing Risks & Hidden Clauses: Qdrant

Free Tier Limits:

Free cluster on Qdrant Cloud with limited resources and community support.

Audited Billing Critical Points:
  • Managed cloud tiers scale pricing based on RAM and CPU utilization, which can escalate rapidly under heavy production workloads.

"Start free. Scale to production with fully managed vector search."

Verified Quote: /pricing
Total Cost of Ownership (TCO) Projection: Qdrant$0.00/mo
Deterministic cost estimation at 12 and 36 months based on team size, including SSO tax premiums and annual prepay discounts.
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Indie / Solo (1 active user)

Solo developer or independent technical founder.

Base Monthly Cost
$25/month
1 active user
12-Month Investment
$255/year
Includes ~15% savings via annual billing
3-Year TCO Projection (36m)
$765total
Consolidated software licensing expenditure

Estimated Self-Hosted VPS + DevOps Cost

Break-Even Point: Profitable starting at 2 active users

Calculated infrastructure: VPS 1 vCPU / 2GB RAM (~$5) + 0.5h DevOps/mes ($20)

Annual VPS + DevOps Cost$300/year
Differential vs SaaS LicensingSaaS is $45/year
Startup (10 active users)

Agile engineering team in validation and early traction stage.

Base Monthly Cost
$400/month
10 active users
12-Month Investment
$4,080/year
Includes ~15% savings via annual billing
3-Year TCO Projection (36m)
$12,240total
Consolidated software licensing expenditure

Estimated Self-Hosted VPS + DevOps Cost

Break-Even Point: Profitable starting at 3 active users

Calculated infrastructure: VPS 2 vCPU / 8GB RAM (~$15) + 2h DevOps/mes ($80)

Annual VPS + DevOps Cost$1,140/year
Differential vs SaaS LicensingSavings of $2,940/year
Growth (25 active users)

Scaling company with team governance and granular access control requirements.

Base Monthly Cost
$1,000/month
25 active users
12-Month Investment
$10,200/year
Includes ~15% savings via annual billing
3-Year TCO Projection (36m)
$30,600total
Consolidated software licensing expenditure

Estimated Self-Hosted VPS + DevOps Cost

Break-Even Point: Profitable starting at 9 active users

Calculated infrastructure: Cluster VPS 4 vCPU / 16GB RAM (~$45) + 6h DevOps/mes ($240)

Annual VPS + DevOps Cost$3,420/year
Differential vs SaaS LicensingSavings of $6,780/year
Scaleup (100 active users)

Established organization with enterprise security policies and mandatory SAML/SSO.

Base Monthly Cost
$4,000/month
100 active users
12-Month Investment
$40,800/year
Includes ~15% savings via annual billing
3-Year TCO Projection (36m)
$122,400total
Consolidated software licensing expenditure

Estimated Self-Hosted VPS + DevOps Cost

Break-Even Point: Profitable starting at 24 active users

Calculated infrastructure: Infraestructura HA redundante + Backups (~$150) + 16h DevOps/mes ($640)

Annual VPS + DevOps Cost$9,480/year
Differential vs SaaS LicensingSavings of $31,320/year
Usage Surcharges & Bill Shock Simulator: QdrantWhat usage costs as you scale
Detect overage penalties before they impact engineering budget.
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Prototype / MVP (10 GB)

Included base quota in plan: 5 GB.
Low Risk / Predictable Bill
Base Monthly Rate
$25/mo
Fixed subscription or contracted tier
Overage Penalty
+$1/month extra
Variable surcharge for consumption above plan quota
Estimated Monthly Invoice
$26/mo
Total monthly cost before taxes
Technical Mitigation Recommendation:

Suitable for development; verify concurrent connection limits.

Base Production (50 GB)

Included base quota in plan: 5 GB.
Low Risk / Predictable Bill
Base Monthly Rate
$25/mo
Fixed subscription or contracted tier
Overage Penalty
+$8/month extra
Variable surcharge for consumption above plan quota
Estimated Monthly Invoice
$33/mo
Total monthly cost before taxes
Technical Mitigation Recommendation:

Implement table compression policies and temporal partitioning.

Active Growth (250 GB)

Included base quota in plan: 5 GB.
High Risk / Accelerated Overages
Base Monthly Rate
$25/mo
Fixed subscription or contracted tier
Overage Penalty
+$44/month extra
Variable surcharge for consumption above plan quota
Estimated Monthly Invoice
$69/mo
Total monthly cost before taxes
Technical Mitigation Recommendation:

Offload cold backups to standard object storage (S3).

Large Scale (1.000 GB (1 TB))

Included base quota in plan: 5 GB.
Critical Risk / Severe Bill Shock
Base Monthly Rate
$25/mo
Fixed subscription or contracted tier
Overage Penalty
+$179/month extra
Variable surcharge for consumption above plan quota
Estimated Monthly Invoice
$204/mo
Total monthly cost before taxes
Technical Mitigation Recommendation:

Migrate to dedicated instance or self-hosted cluster to curtail I/O fees.

Procurement Strategy & Discounts: QdrantB2B Negotiation Playbook
Corporate executive level with highest authority to approve budgetary exceptions.
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Fair Market Price & B2B Procurement Benchmark

Non-renewal notice: 30 days before expirationMedian achieved discount: -12%
Public List Price
Custom / Contact
100% baseline
Audited Market Average
-12% median
~88% of list price
Optimized Target Price
-20% target
Max achievable discount (Q4 / multi-year): -20%

Verified Tactical Savings Levers

  • Annual Upfront PrepayUp to -15%

    Consolidated discount for upfront annual billing versus monthly rate.

  • Startup Credits ProgramUp to -50%

    Credits and perks for early-stage startups and accelerator programs.

Pricing & Licensing Radar · Qdrant

Immutable chronological log of changes in pricing models, price increases, and licensing transitions detected by our crawler.

  1. Plan Added

    Adición de nuevo plan de suscripción: Free ($0/mes).

    Free ($0/mes)
  2. Plan Retired

    Eliminación o descatalogación del plan: Free Tier.

    Free Tier
  3. SSO Tax Introduced

    Introducción de barrera de seguridad: autenticación SAML/SSO restringida a planes Enterprise (SSO Tax).

    SSO SAML no restringidoSSO restringido a plan Enterprise
Security & Data Exit
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Compliance & Security Standards: Qdrant

SOC 2 Type IIAudited
ISO 27001Not reported
GDPR / RGPDAudited
HIPAANot reported
PCI-DSSNot reported
Jurisdiction & Legal Sovereignty
🇩🇪Germany [DE]Immune to US CLOUD Act (EU Sovereign)GDPR DPA Available
SSO Availability (SAML Enterprise)
Enterprise-Only SSO
Data Residency
USEUAWSGCP
AI Privacy Policy
Zero customer data retention
Data Liberation & Migration Runbook: QdrantJSON · BINARY SNAPSHOTS
Actionable escape runbook and credential export guarantees to mitigate vendor lock-in.
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Supported Structured Export Formats
JSONBINARY SNAPSHOTS
Password Hash Portability
Subject to Support Ticket (Manual Process)

Credential hash export requires commercial mediation or formal support ticket approval.

CLI Command / Rescue Endpoint
/snapshots
Exit Protocol & Migration Notes

Data can be exported via snapshot APIs or standard vector extraction tools.

Deployment & Infrastructure Requirements: QdrantApache-2.0
Hardware specs and Docker directives to run on local servers, dedicated VPS, or Kubernetes without telemetry leak to the cloud.
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Minimum Memory1 GB RAM (Recommended)
Compute CPU1 vCPU
Runtime / LanguageRust
Code LicenseApache-2.0
Docker CLI Directive
docker run -d --name qdrant -p 8080:8080 qdrant:latest
Companion Services & Dependencies:
PostgreSQL 15+Redis 7+
Community & Repository
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Technical Reputation of Qdrant

89/100 Technical Trust

Frequent Praises in Production

  • Written in Rust for high throughput and low memory footprint.
  • Native support for complex JSON payload filtering.
  • Available as an open-source self-hosted edition.

Reported Production Frictions

  • Initial API learning curve can be steep for teams unfamiliar with vector databases.
  • Advanced security and SSO features restricted to higher enterprise tiers.
Commercial Treatment & Vendor Lock-in:Self-Service in Dashboard

Cancellation flow is autonomous via billing portal or subscription settings.

Open source repository activity: Qdrant35,433
Stars, forks and release cadence
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Stars35.4k
Forks2.8k
Open Issues766
SPDX LicenseApache-2.0
Latest Commit DetectedNov 4, 2026

Frequently Asked Technical Questions (Qdrant)

Which programming languages are supported by Qdrant's API?

Qdrant provides official client libraries for Python, JavaScript/TypeScript, Rust, and Go, alongside standard REST and gRPC endpoints.

Can Qdrant be used for free in production environments?

Yes, the open-source edition can be self-hosted with no license fees, and Qdrant Cloud offers a permanent free cluster tier with resource caps.

How does Qdrant handle metadata filtering during search queries?

Qdrant allows attaching JSON payloads to every vector and applying structured filters at runtime alongside similarity matching.

Head-to-Head Comparisons

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