Workers Paid + Vectorize
Vector databases, with the math.
Compare vector storage, index compute, and query costs for embeddings and AI search.
Bring your shortlist.
Choose up to four products for a closer look. The full cost ranking stays below.
Showing 3 of 3 supported products. Find products for this comparison
Your workload
Monthly usage. Adjust the assumptions to match your product.
Total number of dense vector embeddings indexed and stored.
Maximum 100,000,000 vectorsSimilarity search and nearest neighbor query requests per month.
Maximum 100,000,000 queries / monthVector dimensionality (e.g. 1536 for OpenAI text-embedding-3-small, 768 for nomic).
Maximum 4,096 dimensions| Decision guideOne shared workload. Different trade-offs. | |||
|---|---|---|---|
| Monthly equivalentUSD · before tax | Not availableStandard Serverless | Not availableCloud Free Tier | $28.30Lowest in your shortlistWorkers Paid + Vectorize |
| Payment commitment | Monthly | Monthly | Monthly |
| Fits this workload? | Outside modeled limits | Outside modeled limits | Within modeled limits |
| What to know | Pinecone billing is not modeled. Standard has a $50 monthly minimum; usage depends on namespace size, read units, write units, storage, and egress. 1 more conditions
| 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. 1 more conditions
| 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. 1 more conditions
|
| Outside the estimate | This pricing model is not supported. | This pricing model is not supported. | Workers compute and Workers AI model inference tokens. |
| Evidence | Official pricing ↗Checked 2026-10-08 | Official pricing ↗Checked 2026-10-08 | Official pricing ↗Checked 2026-10-08 |
Look ahead, before you commit.
Vary stored vectors. Keep all other inputs fixed.
View exact values and assumptions
Each point follows your selected plan. Automatic choices use the lowest eligible supported plan per product. Missing values mean no supported plan fits. This varies one input, not all costs with customer count. Lines connect sampled estimates; prices between those points can change in steps or at plan limits.
| Stored vectors | Cloudflare Vectorize |
|---|---|
| 100,000 vectors | $13.79 |
| 100,001 vectors | $13.79 |
| 450,000 vectors | $19.43 |
| 800,000 vectors | $25.08 |
| 1,000,000 vectors | $28.30 |
| 1,150,000 vectors | $30.72 |
| 1,500,000 vectors | $36.37 |
| 1,850,000 vectors | $42.01 |
| 2,200,000 vectors | $47.66 |
| 2,550,000 vectors | $53.30 |
| 2,900,000 vectors | $58.95 |
| 3,250,000 vectors | $64.59 |
| 3,600,000 vectors | $70.24 |
| 3,950,000 vectors | $75.88 |
| 4,300,000 vectors | $81.53 |
| 4,650,000 vectors | $87.17 |
| 5,000,000 vectors | $92.82 |
| 5,350,000 vectors | $98.46 |
| 6,050,000 vectors | $109.75 |
| 6,400,000 vectors | $115.39 |
| 6,750,000 vectors | $121.04 |
| 7,100,000 vectors | $126.68 |
| 7,450,000 vectors | $132.33 |
| 7,800,000 vectors | $137.97 |
| 8,150,000 vectors | $143.62 |
| 8,500,000 vectors | $149.26 |
| 8,850,000 vectors | $154.91 |
| 9,200,000 vectors | $160.55 |
| 9,550,000 vectors | $166.20 |
| 9,900,000 vectors | $171.84 |
| 10,250,000 vectors | $177.49 |
| 10,600,000 vectors | $183.13 |
| 10,950,000 vectors | $188.78 |
| 11,300,000 vectors | $194.42 |
| 12,000,000 vectors | $205.71 |
Your monthly comparison
1 eligible products in this loaded set · Lowest modeled cost first
2 plans outside this workload
Pinecone billing is not modeled. Standard has a $50 monthly minimum; usage depends on namespace size, read units, write units, storage, and egress. Free-tier eligibility is not modeled. Pinecone limits storage, read units, and write units; vector and query counts alone cannot verify those limits.
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.
Prices reflect dated, supported plans. Matching a category does not mean matching features. How estimates work
Vector databases Decision Guides
Compare modeled costs, documented plan features, and limitations before choosing a provider.
Explore best picks ↗Eligible monthly estimates at a stated reference workload, with sourced charges and exclusions you can inspect.
View cost leaderboard ↗Popular Vector databases Comparisons
Compare Pinecone and Cloudflare Vectorize pricing, limits, and capabilities.
Compare head-to-head ↗Compare Pinecone and Qdrant Cloud pricing, limits, and capabilities.
Compare head-to-head ↗Compare Cloudflare Vectorize and Qdrant Cloud pricing, limits, and capabilities.
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