Moving from Qdrant Cloud to Cloudflare Vectorize
A cost comparison and planning checklist. These are assessment steps, not vendor-specific migration instructions.
Qdrant Cloud
Open-source high-performance vector search engine with payload filtering and hybrid search.
Not modeled
Cloud Free Tier
Official pricing · Checked 2026-10-08
Cost breakdown and exclusions
- Free-cluster eligibility is not modeled. Qdrant's RAM and disk limits cannot be verified from vector count alone; dimensions, metadata, and index configuration affect capacity.
- Managed cluster pricing is not modeled. Qdrant bills selected cloud resources and operating time; CPU, RAM, disk, region, and cluster configuration are required.
- This pricing model is not supported.
Cloudflare Vectorize
Global distributed vector database integrated with Workers AI and zero egress fees.
$28.30 / month
Workers Paid + Vectorize
Official pricing · Checked 2026-10-08
Cost breakdown and exclusions
- Monthly subscription: $5.00
- Stored vector dimensions (10,000,000 included): $0.76
- Queried vector dimensions (50,000,000 included): $22.54
- Active-query estimate uses Cloudflare's published formula: (monthly queries + stored vectors) × dimensions. It assumes a constant stored vector count and dimension size for the month.
- Includes 10 million stored dimensions and 50 million queried dimensions per month. The $5 Workers subscription is shared with Workers and D1.
- Workers compute and Workers AI model inference tokens.
Recurring cost difference
A savings figure cannot be established for this workload.
Not calculated. Estimate migration labor, overlapping subscriptions, transfer charges and contract obligations before dividing those costs by any monthly savings.
What this comparison covers
Managed cloud vector search indexes with cosine or dot-product similarity, metadata filtering, and standard index dimensions (384 to 1536 dims). High-availability production clusters or serverless units. Self-hosted deployments, on-prem clusters, and custom graph algorithms are excluded.
Evaluating 2 products from 3 published in this category. USD monthly equivalents, before tax. Features and service compatibility need separate evaluation.
- Stored vectors
- 1,000,000 vectors
- Search queries
- 500,000 queries / month
- Vector dimensions
- 1,536 dimensions
Before you move
- This is a readiness assessment, not a verified vendor migration procedure.
- Use the source pricing and plan documentation: https://qdrant.tech/pricing/
- Use the target pricing and plan documentation: https://developers.cloudflare.com/vectorize/platform/pricing/
- Obtain the account permissions, data-owner approvals and tested backups needed for your chosen transfer method.
Modeled recurring cost
Qdrant Cloud: Estimate unavailable
Cloudflare Vectorize: $28.30/month
A price ranking is unavailable because one or both products lack an eligible estimate for this workload.
Requirements
Cloud Free Tier
Workers Paid + Vectorize
Check dimensions, similarity metric, filters, indexing behavior and export support; evaluate retrieval results on a representative dataset.
Your migration readiness checklist
Check items as you review them. Progress is kept only while this page is open.
Questions before you decide
Does a lower monthly estimate mean the migration pays for itself?
Not calculated. Estimate migration labor, overlapping subscriptions, transfer charges and contract obligations before dividing those costs by any monthly savings.
Is this a guaranteed migration procedure?
No. This assessment identifies decisions to verify with official provider documentation. It does not establish interoperability, data portability, zero downtime or a rollback guarantee.