Pinecone vs Qdrant
SEPT 2026 auditA comparison of Pinecone and Qdrant built from values read directly from each provider's own documentation, with the source recorded against every figure.
The short answer
Choose Pinecone if…
Teams that want a fully managed vector search product with hybrid search and metadata filtering built in, and don't want to operate the underlying index themselves.
Editorial · Palash Bagchi · approved
Choose Qdrant if…
Teams that want a choice of similarity metric rather than one fixed default, or that want the option to self-host the same open-source engine the managed cloud runs.
Editorial · Palash Bagchi · approved
Consider something else if…
- Pinecone: Cost predictability at small scale matters more than managed convenience — the $50/month Standard minimum applies before any pay-as-you-go usage starts.
- Qdrant: A published, calculator-free entry price matters — Qdrant Cloud's Standard tier pricing is usage-based with no static per-month figure quoted, unlike some competitors' flat entry plans.
Neither quite fits? Every other option, ranked by iScore: Pinecone alternatives · Qdrant alternatives
19 sourced criteria separate them — see where, with sources, below.
Pick the criteria you care about. The chart counts how many of them lean toward each provider — the same read as scanning the bars below, just totalled for the ones you chose.
Pinecone 0
Qdrant 0
At a glance.
| Criterion | Pinecone | Qdrant |
|---|---|---|
| Pricing | ||
| Free tier | Yes | Yes |
| Kind of free offer | Free tier | Always free |
| What the free plan includes | A first index at no charge, then pay-as-you-go. Pinecone no longer publishes the Starter tier's storage and unit limits on this page. | A single-node cluster with 1 GB RAM and 4 GB disk, free forever, without high availability. |
| Entry paid plan | Builder plan: $20/month flat, for solo developers and small teams. Standard plan is usage-based with a $50/month minimum. | Smallest paid Managed Cloud cluster (1 node, 0.5 vCPU, 2 GiB RAM, 8 GiB disk) on AWS us-east-1: $0.03566/hour, about $26.10/month, per Qdrant's own Cloud pricing calculator. Calculator estimate for AWS us-east-1; VAT excluded and expressly not a binding offer. |
| Pricing model | Usage-based on the Standard plan, with a $50/month minimum before pay-as-you-go charges apply. | Usage-based on the Standard tier: billed for compute (vCPU), memory (GB) and storage (GB) consumed by clusters, backup storage, and inference tokens for paid models. |
| Infrastructure | ||
| Regions | Starter is AWS us-east-1 only. Builder, Standard and Enterprise get all available regions across AWS, Azure and GCP. | Standard and Premium tiers run on AWS, Azure and GCP. |
| Uptime SLA | 99.95%, listed only against Enterprise (from $500/month minimum usage). Starter, Builder and Standard publish no uptime SLA. | 99.5% on the paid cloud tier; 99.9% on Premium. |
| Vector | ||
| Max vector dimensions | Up to 20000 dimensions per dense vector field (minimum 1), per the create-index schema in API version 2026-07. | Up to 65,535 dimensions for dense vectors |
| Similarity metrics supported | cosine, dotproduct or euclidean, chosen per dense vector field when the index is created. | Dot product, Cosine similarity (implemented as dot-product over automatically normalized vectors), Euclidean distance and Manhattan distance. |
| Hybrid search (vector + keyword) | Supported — combine a keyword signal (BM25 or sparse) with a dense signal at query time, often with reranking. | Native hybrid queries combine dense semantic and sparse lexical (BM25) vectors in a single query |
| Metadata filtering | Supported — Pinecone indexes metadata so a query can include a metadata filter to limit the search. | Supported: conditions can be set on the payload and on the point id, combined with AND, OR and NOT clauses that nest arbitrarily. |
| Support | ||
| Response time commitment | Not included on any plan: response SLAs are sold separately as a Developer or Pro support add-on. | Published as best effort, 10x5 and 24x7. The comparison table prints three response values against four support levels, so which tier gets which cannot be read off this page. |
| Compliance | ||
| SOC 2 | SOC 2 Type II, audited annually, covering security, availability and confidentiality controls. | SOC 2 Type 2 certified; compliance reports available on request through the Qdrant Trust Center. |
| HIPAA | HIPAA: BAA available on request for covered entities and business associates. | HIPAA certified; a Business Associate Agreement is available for Qdrant Managed Cloud. |
| GDPR / data residency | GDPR: data processing agreements, EU data residency and right-to-erasure support. | DPA offered for GDPR; cluster data is stored only in the cluster's deployment region. |
| Encryption at rest | Stored data encrypted with the 256-bit Advanced Encryption Standard (AES-256). | All storage volumes in Qdrant Managed Cloud are encrypted at rest; data in transit is protected with TLS. |
| Customer-managed keys | CMEK using keys you manage in AWS KMS on Pinecone-managed projects; requires a Pinecone Enterprise plan. | Premium tier customers can bring their own encryption keys for storage volumes. |
| Role-based access control | Role-based access control over users, service accounts and API keys; roles managed in the console or via the Admin API. | Built-in RBAC in the Qdrant Cloud Management Console, with permissions manageable at collection level. |
| Private networking / VPC | Private Endpoints via AWS PrivateLink or Azure Private Link, up to 10 per project; requires a Pinecone Enterprise plan. | Private link connectivity from a Managed Cloud cluster to your VPC, available to Premium tier customers only. |
| Dedicated infrastructure | Dedicated reserved-compute deployment, plus BYOC: a privately managed Pinecone region inside your own AWS, Azure or Google Cloud account. | Paid Managed Cloud clusters run on their own dedicated resources, isolated in hardened, unprivileged containers. |
Where they differ.
Kind of free offer
- Pinecone
- Free tier
- Qdrant
- Always free
Sources (2) →Sources ↓
- Pinecone Pricing ↗
“Starter For trying out and for small applications. Start for Free Free [...] Database Storage Up to 2 GB Up to 10 GB Unlimited $0.33/GB/mo”
Read 2026-09-14 · official pricing · Report a correction
- Qdrant Pricing ↗
“Free Tier Free forever For testing, and prototypes Single Node Cluster 0.5 vCPU / 1GB RAM/ 4 GB Disk. Free Cloud Inference With Selected Models Start Free”
Read 2026-09-14 · official pricing · Report a correction
What the free plan includes
- Pinecone
- A first index at no charge, then pay-as-you-go. Pinecone no longer publishes the Starter tier's storage and unit limits on this page.
- Qdrant
- A single-node cluster with 1 GB RAM and 4 GB disk, free forever, without high availability.
Sources (2) →Sources ↓
- Pinecone Pricing ↗
“Create your first index for free, then pay as you go when you're ready to scale.”
Read 2026-09-13 · official pricing · Report a correction
- Qdrant Pricing ↗
“The free tier includes 1GB RAM and 4GB disk storage, upgrading will get you a dedicated cluster. [...] The free tier is ideal for testing, and prototypes being limited to 1GB RAM and 4GB disk without high availability.”
Read 2026-09-13 · official pricing · Report a correction
Entry paid plan
- Pinecone
- Builder plan: $20/month flat, for solo developers and small teams. Standard plan is usage-based with a $50/month minimum.
- Qdrant
- Smallest paid Managed Cloud cluster (1 node, 0.5 vCPU, 2 GiB RAM, 8 GiB disk) on AWS us-east-1: $0.03566/hour, about $26.10/month, per Qdrant's own Cloud pricing calculator. Calculator estimate for AWS us-east-1; VAT excluded and expressly not a binding offer.
Sources (2) →Sources ↓
- Pinecone Pricing ↗
“Builder NEW For solo developers and small teams. Get Started $20/month flat [...] Standard POPULAR For production applications at any scale. Start Free Trial $50/month min. usage You'll be charged a minimum of $50/month. Once your usage exceeds this amount, you'll pay as you go.”
Read 2026-09-13 · official pricing · Report a correction
- Qdrant Cloud · Calculator ↗
“RAM: 2 GiB vCPUs: 0.5 vCPU Disk Space: 8 GiB Nodes: 1 Node [...] HOURLY: 0.03566 × 1 node = $0.03566/hour MONTHLY: 0.03566 × 24 hours × 30.5 days × 1 node = $26.10/month*”
Read 2026-09-13 · official pricing · Report a correction
Pricing model
- Pinecone
- Usage-based on the Standard plan, with a $50/month minimum before pay-as-you-go charges apply.
- Qdrant
- Usage-based on the Standard tier: billed for compute (vCPU), memory (GB) and storage (GB) consumed by clusters, backup storage, and inference tokens for paid models.
Sources (2) →Sources ↓
- Pinecone Pricing ↗
“You'll be charged a minimum of $50/month. Once your usage exceeds this amount, you'll pay as you go.”
Read 2026-09-11 · official pricing · Report a correction
- Qdrant Cloud Pricing ↗
“Billing is calculated based on actual resource usage during the billing period. You're charged for compute (vCPU), memory (GB), storage (GB) consumed by your clusters, storage (GB) consumed by backups, and used inference tokens of paid models.”
Read 2026-09-11 · official pricing · Report a correction
Regions
- Pinecone
- Starter is AWS us-east-1 only. Builder, Standard and Enterprise get all available regions across AWS, Azure and GCP.
- Qdrant
- Standard and Premium tiers run on AWS, Azure and GCP.
Sources (2) →Sources ↓
- Pinecone Pricing ↗
“Cloud Availability AWS AWS, Azure, GCP AWS, Azure, GCP AWS, Azure, GCP Region Availability us-east-1 All available regions All available regions All available regions”
Read 2026-09-14 · official pricing · Report a correction
- Qdrant Pricing ↗
“Cloud Providers Depends on chosen infrastructure AWS, Azure, GCP AWS, Azure, GCP AWS, Azure, GCP Uptime SLA 99.5 Single AZ: 99.9, Multi AZ: 99.95”
Read 2026-09-14 · official pricing · Report a correction
Uptime SLA
- Pinecone
- 99.95%, listed only against Enterprise (from $500/month minimum usage). Starter, Builder and Standard publish no uptime SLA.
- Qdrant
- 99.5% on the paid cloud tier; 99.9% on Premium.
Sources (2) →Sources ↓
- Pinecone Pricing ↗
“everything in Standard 99.95% uptime SLA Bring Your Own Cloud (BYOC) Private Endpoints Customer Managed Encryption Keys”
Read 2026-09-14 · official pricing · Report a correction
- Qdrant Pricing ↗
“free tokens for paid inference models 99.5% uptime SLA [...] SSO private VPC links 99.9% uptime SLA extra support talk to our engineers”
Read 2026-09-14 · official pricing · Report a correction
Max vector dimensions
- Pinecone
- Up to 20000 dimensions per dense vector field (minimum 1), per the create-index schema in API version 2026-07.
- Qdrant
- Up to 65,535 dimensions for dense vectors
Sources (2) →Sources ↓
- Create an index - Pinecone Database API reference (2026-07) ↗
“description: The number of dimensions in the dense vectors stored in this field. type: integer format: int32 minimum: 1 maximum: 20000”
Read 2026-09-13 · official docs · Report a correction
- Qdrant Fundamentals - Qdrant documentation FAQ ↗
“In dense vectors, Qdrant supports up to 65,535 dimensions.”
Read 2026-09-13 · official docs · Report a correction
Similarity metrics supported
- Pinecone
- cosine, dotproduct or euclidean, chosen per dense vector field when the index is created.
- Qdrant
- Dot product, Cosine similarity (implemented as dot-product over automatically normalized vectors), Euclidean distance and Manhattan distance.
Sources (2) →Sources ↓
- Create an index - Pinecone Database API reference (2026-07) ↗
“The distance metric used for similarity search. Possible values: `cosine`, `dotproduct`, or `euclidean`.”
Read 2026-09-13 · official docs · Report a correction
- Collections — Qdrant Docs ↗
“Qdrant supports these most popular types of metrics: Dot product: Dot - [wiki] Cosine similarity: Cosine - [wiki] Euclidean distance: Euclid - [wiki] Manhattan distance: Manhattan - [wiki] For search efficiency, Cosine similarity is implemented as dot-product over normalized vectors.”
Read 2026-09-14 · official docs · Report a correction
Hybrid search (vector + keyword)
- Pinecone
- Supported — combine a keyword signal (BM25 or sparse) with a dense signal at query time, often with reranking.
- Qdrant
- Native hybrid queries combine dense semantic and sparse lexical (BM25) vectors in a single query
Sources (2) →Sources ↓
- Pinecone documentation ↗
“To get the best of both, use hybrid search — combine a keyword signal (BM25 or sparse) with a dense signal at query time, often with reranking.”
Read 2026-09-11 · official docs · Report a correction
- Combining Semantic and Lexical Search using Hybrid Search - Qdrant documentation ↗
“Hybrid search enables you to combine semantic and lexical search in a single query, returning results that match the semantic meaning, the exact keywords, or both.”
Read 2026-09-13 · official docs · Report a correction
Metadata filtering
- Pinecone
- Supported — Pinecone indexes metadata so a query can include a metadata filter to limit the search.
- Qdrant
- Supported: conditions can be set on the payload and on the point id, combined with AND, OR and NOT clauses that nest arbitrarily.
Sources (2) →Sources ↓
- Pinecone documentation ↗
“Pinecone indexes metadata for filtering, so a query can include a metadata filter to limit the search.”
Read 2026-09-11 · official docs · Report a correction
- Filtering — Qdrant Docs ↗
“With Qdrant, you can set conditions when searching or retrieving points. For example, you can impose conditions on both the payload and the id of the point. [...] Qdrant allows you to combine conditions in clauses. Clauses are different logical operations, such as OR, AND, and NOT. Clauses can be recursively nested into each other so that you can reproduce an arbitrary boolean expression.”
Read 2026-09-14 · official docs · Report a correction
Response time commitment
- Pinecone
- Not included on any plan: response SLAs are sold separately as a Developer or Pro support add-on.
- Qdrant
- Published as best effort, 10x5 and 24x7. The comparison table prints three response values against four support levels, so which tier gets which cannot be read off this page.
Sources (2) →Sources ↓
- Pinecone Pricing ↗
“Response SLAs available via Developer or Pro support add-on”
Read 2026-09-14 · official pricing · Report a correction
- Qdrant Pricing ↗
“Support level Community Community Standard Premium Support response times Best effort 10x5 24x7”
Read 2026-09-15 · official pricing · Report a correction
SOC 2
- Pinecone
- SOC 2 Type II, audited annually, covering security, availability and confidentiality controls.
- Qdrant
- SOC 2 Type 2 certified; compliance reports available on request through the Qdrant Trust Center.
Sources (2) →Sources ↓
- Pinecone Enterprise - Trusted Knowledge Infrastructure ↗
“SOC 2 Type II Annual audits. Controls for security, availability, and confidentiality.”
Read 2026-09-13 · official site · Report a correction
- Qdrant Security: Compliance, Isolation, and Encryption Across Every Deployment ↗
“Qdrant holds SOC 2 Type 2 and HIPAA certifications. Pull compliance reports directly from the Trust Center.”
Read 2026-09-13 · official site · Report a correction
HIPAA
- Pinecone
- HIPAA: BAA available on request for covered entities and business associates.
- Qdrant
- HIPAA certified; a Business Associate Agreement is available for Qdrant Managed Cloud.
Sources (2) →Sources ↓
- Pinecone Enterprise - Trusted Knowledge Infrastructure ↗
“HIPAA BAA available on request for covered entities and business associates.”
Read 2026-09-13 · official site · Report a correction
- Qdrant Security: Compliance, Isolation, and Encryption Across Every Deployment ↗
“Qdrant is HIPAA certified and Business Associate Agreement is available for Qdrant Managed Cloud.”
Read 2026-09-13 · official site · Report a correction
GDPR / data residency
- Pinecone
- GDPR: data processing agreements, EU data residency and right-to-erasure support.
- Qdrant
- DPA offered for GDPR; cluster data is stored only in the cluster's deployment region.
Sources (2) →Sources ↓
- Pinecone Enterprise - Trusted Knowledge Infrastructure ↗
“GDPR Data processing agreements, EU data residency, and right-to-erasure support.”
Read 2026-09-13 · official site · Report a correction
- Qdrant Security: Compliance, Isolation, and Encryption Across Every Deployment ↗
“Data in Qdrant clusters stored only in the cluster's deployment region. [...] For deployments subject to GDPR, Qdrant provides a Data Processing Agreement covering data protection and privacy commitments.”
Read 2026-09-13 · official site · Report a correction
Encryption at rest
- Pinecone
- Stored data encrypted with the 256-bit Advanced Encryption Standard (AES-256).
- Qdrant
- All storage volumes in Qdrant Managed Cloud are encrypted at rest; data in transit is protected with TLS.
Sources (2) →Sources ↓
- Security overview - Pinecone Docs ↗
“Pinecone encrypts stored data using the 256-bit Advanced Encryption Standard (AES-256) encryption algorithm.”
Read 2026-09-13 · official docs · Report a correction
- Qdrant Cloud Security - Qdrant documentation ↗
“All storage volumes are encrypted at rest.”
Read 2026-09-13 · official docs · Report a correction
Customer-managed keys
- Pinecone
- CMEK using keys you manage in AWS KMS on Pinecone-managed projects; requires a Pinecone Enterprise plan.
- Qdrant
- Premium tier customers can bring their own encryption keys for storage volumes.
Sources (2) →Sources ↓
- Configure CMEK - Pinecone Docs ↗
“CMEK allows you to encrypt your data using keys that you manage in your cloud provider's key management system (KMS). Pinecone supports CMEK using Amazon Web Services (AWS) KMS. [...] A Pinecone Enterprise plan”
Read 2026-09-13 · official docs · Report a correction
- Qdrant Cloud Security - Qdrant documentation ↗
“Premium customers can also bring their own encryption keys for storage volumes.”
Read 2026-09-13 · official docs · Report a correction
Role-based access control
- Pinecone
- Role-based access control over users, service accounts and API keys; roles managed in the console or via the Admin API.
- Qdrant
- Built-in RBAC in the Qdrant Cloud Management Console, with permissions manageable at collection level.
Sources (2) →Sources ↓
- Security overview - Pinecone Docs ↗
“Pinecone uses role-based access controls (RBAC) to manage access to resources. Service accounts, API keys, and users are all principals [...] You can manage roles in the Pinecone console or programmatically with the Admin API.”
Read 2026-09-13 · official docs · Report a correction
- Qdrant Security: Compliance, Isolation, and Encryption Across Every Deployment ↗
“Qdrant Cloud lets you manage permissions for cloud resources at the collection-level inside the Qdrant Cloud Management Cloud Console.”
Read 2026-09-13 · official site · Report a correction
Private networking / VPC
- Pinecone
- Private Endpoints via AWS PrivateLink or Azure Private Link, up to 10 per project; requires a Pinecone Enterprise plan.
- Qdrant
- Private link connectivity from a Managed Cloud cluster to your VPC, available to Premium tier customers only.
Sources (2) →Sources ↓
- Configure Private Endpoints - Pinecone Docs ↗
“This page describes how to create and use Private Endpoints to connect to Pinecone through AWS PrivateLink or Azure Private Link, keeping your traffic private from the public internet. [...] A Pinecone Enterprise plan [...] Private Endpoints are configured at the project-level and you can add up to 10 endpoints per project.”
Read 2026-09-13 · official docs · Report a correction
- Qdrant Security: Compliance, Isolation, and Encryption Across Every Deployment ↗
“Connect your Qdrant Managed Cloud cluster to your VPC using private links, so traffic between your application and the cluster travels over your private network. Private link connectivity is available to Premium customers.”
Read 2026-09-13 · official site · Report a correction
Dedicated infrastructure
- Pinecone
- Dedicated reserved-compute deployment, plus BYOC: a privately managed Pinecone region inside your own AWS, Azure or Google Cloud account.
- Qdrant
- Paid Managed Cloud clusters run on their own dedicated resources, isolated in hardened, unprivileged containers.
Sources (2) →Sources ↓
- Pinecone Enterprise - Trusted Knowledge Infrastructure ↗
“Dedicated Reserved compute for predictable performance. Ideal for consistent throughput requirements. [...] BYOC Database A privately managed Pinecone region inside your own AWS, Azure, or Google Cloud account. Data never leaves your VPC”
Read 2026-09-13 · official site · Report a correction
- Qdrant Cloud Security - Qdrant documentation ↗
“Paid clusters are running on their own dedicated resources to ensure stable performance and further security.”
Read 2026-09-13 · official docs · Report a correction
When these numbers change, hear about it. Sources are re-checked monthly; a repricing goes out as a short note.
Documented by only one.
These criteria are published by one provider and not the other. An absence here means we have not found a source, not that the feature is missing — except where we say we read the other provider's own page on a given date and it does not state it. Those rows lean, and the provider can correct them with a link.
Questions this comparison answers.
Entry paid plan: Pinecone or Qdrant?
Pinecone: Builder plan: $20/month flat, for solo developers and small teams. Standard plan is usage-based with a $50/month minimum.
Qdrant: Smallest paid Managed Cloud cluster (1 node, 0.5 vCPU, 2 GiB RAM, 8 GiB disk) on AWS us-east-1: $0.03566/hour, about $26.10/month, per Qdrant's own Cloud pricing calculator. Calculator estimate for AWS us-east-1; VAT excluded and expressly not a binding offer.
Should I choose Pinecone or Qdrant?
Pick Pinecone if Teams that want a fully managed vector search product with hybrid search and metadata filtering built in, and don't want to operate the underlying index themselves.
Pick Qdrant if Teams that want a choice of similarity metric rather than one fixed default, or that want the option to self-host the same open-source engine the managed cloud runs.

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