Is Qdrant or Spacelift better?

Neither clearly leads. Qdrant starts at Free and Spacelift at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.

Which is cheaper, Qdrant or Spacelift?

Qdrant starts at Free and Spacelift at Free.

Does Qdrant or Spacelift run on more platforms?

Qdrant runs on Web, Self-hosted, Browser extension, Serverless (coming). Spacelift runs on Web, Self-hosted.

What is Qdrant best used for?

Qdrant is most often used for retrieval-augmented generation (rag) backends for llm applications, semantic search across large document corpora, multimodal retrieval (text, images, video) for recommendation systems, similarity-based product or content recommendations. Of those, retrieval-augmented generation (rag) backends for llm applications and semantic search across large document corpora are not what Spacelift is typically brought in for.

What can Qdrant do that Spacelift cannot?

Spacelift covers Multi-tool orchestration, Policy as code, Private workers, Spaces.

Databases · head to head

Qdrant vs Spacelift

Qdrant

Databases

High-performance vector database for similarity search and embedding-based retrieval

From: Free
Free plan: Yes

Visit Qdrant Full review

Spacelift

Developer Tools

Infrastructure-as-code orchestration for Terraform, OpenTofu, Pulumi and Kubernetes

From: Free
Free plan: Yes

Visit Spacelift Full review

The short version

Qdrant is an open-source vector search engine.
Both are free.
Where Qdrant falls short: free tier extremely limited (0.5 vCPU, 1GB RAM, 4GB disk); suitable only for experiments.
Where Spacelift falls short: three of the five tiers are quote-only, so a shortlist cannot be costed without entering a sales process with each vendor on it.
Prices and features on this page were last checked on 13 November 2026.

Where they differ

Only the attributes on which Qdrant and Spacelift actually diverge.

Attributes where Qdrant and Spacelift differ
Attribute	Qdrant	Spacelift
Pricing model	Freemium	By private worker and tier, not by user
Platforms	Web, Self-hosted, Browser extension, Serverless (coming)	Web, Self-hosted
Category	Databases	Developer Tools

Identical on both: starting price (Free), free tier (Yes).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in Qdrant

Nothing recorded that Spacelift does not also cover.

Only in Spacelift

Multi-tool orchestration
Policy as code
Private workers
Spaces
Blueprints
Drift detection

What people use each for

The jobs each tool is most often brought in to do.

Qdrant

Retrieval-augmented generation (RAG) backends for LLM applicationsnot Spacelift
Semantic search across large document corporanot Spacelift
Multimodal retrieval (text, images, video) for recommendation systemsnot Spacelift
Similarity-based product or content recommendationsnot Spacelift
Real-time vector indexing for streaming embedding datanot Spacelift

Spacelift

Platform teams running infrastructure changes through approval gates rather than through application CInot Qdrant
Organisations standardising Terraform and OpenTofu across many teams with policy enforcementnot Qdrant
Estates needing private runners so cloud credentials never leave the networknot Qdrant
Teams wanting drift detection and reconciliation rather than plan-time checks alonenot Qdrant

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

Qdrant

Free tier extremely limited (0.5 vCPU, 1GB RAM, 4GB disk); suitable only for experiments
Standard and Premium pricing usage-based; specific costs not published; requires calculator or quote
Requires understanding of embeddings and vector search concepts; not suitable for SQL-only teams
Early-stage serverless offering (coming soon) suggests maturity gaps in that deployment model

Spacelift

Users are unlimited and private workers are metered, so deployment concurrency rather than headcount drives the bill, which inverts how most engineering budgets are built and is easy to under-forecast
There is no affordable paid entry point. The free tier stops at two users and the next tier is a five-figure commitment with nothing in between
Three of the five tiers are quote-only, so a shortlist cannot be costed without entering a sales process with each vendor on it
The self-hosted build lags the hosted one, has no public worker pool and lacks the Azure and Google Cloud integrations available in the SaaS product, with OIDC federation offered as the workaround
Stacks, Rego policies, Blueprints, Spaces and Spacelift-managed state are proprietary constructs, so leaving means rebuilding the orchestration layer rather than pointing it at a different runner

Pricing, plan by plan

Qdrant

Free

FreeFree
- Single-node cluster
- 0.5 vCPU
- 1GB RAM
StandardOn request
- Dedicated resources
- Flexible scaling
- High availability
PremiumOn request
- SSO and SAML
- Private VPC links
- 99.9% uptime SLA

Spacelift

Free

FreeFree
- Two users
- Public workers only
- No private workers
Starter PlusOn request
- Unlimited users
- Two public workers
- One to two private workers
BusinessOn request
- Unlimited users
- Three private workers
- Quoted
EnterpriseOn request
- Unlimited users
- Five to thirty private workers
- Self-hosted option

Which should you pick?

Choose Qdrant if

You want to start without paying.
You work on Web, Self-hosted, Browser extension, Serverless (coming).

Qdrant review

Choose Spacelift if

You need multi-tool orchestration.
You want to start without paying.
You work on Web, Self-hosted.
You also want policy as code.

Spacelift review

Questions people ask

Is Qdrant or Spacelift better?: Neither clearly leads. Qdrant starts at Free and Spacelift at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Qdrant or Spacelift?: Qdrant starts at Free and Spacelift at Free.
Does Qdrant or Spacelift run on more platforms?: Qdrant runs on Web, Self-hosted, Browser extension, Serverless (coming). Spacelift runs on Web, Self-hosted.
Can I use Qdrant for free?: Both have a free tier, so you can try either at no cost before committing.
What is Qdrant best used for?: Qdrant is most often used for retrieval-augmented generation (rag) backends for llm applications, semantic search across large document corpora, multimodal retrieval (text, images, video) for recommendation systems, similarity-based product or content recommendations. Of those, retrieval-augmented generation (rag) backends for llm applications and semantic search across large document corpora are not what Spacelift is typically brought in for.
What can Qdrant do that Spacelift cannot?: Spacelift covers Multi-tool orchestration, Policy as code, Private workers, Spaces.

Answered from the vendors’ own pages

Qdrant: Can I use Qdrant for free?

Yes, Qdrant offers a free tier that provides a single node cluster with 0.5 vCPU, 1GB RAM, and 4GB disk space. It includes free cloud inference with selected models and is described as free forever for testing and prototypes.

Source

Spacelift: How is Spacelift priced?

By tier and by private worker count rather than per user. Users are unlimited on every paid plan. The published figure on the pricing page carries no period label, and the FAQ describes the tier as an annual subscription, so confirm the period in writing.

Qdrant: How is Qdrant Cloud billing calculated?

Billing is calculated based on actual resource usage during each billing period. You are charged hourly for compute (vCPU), memory (GB), storage (GB), backups, and any paid inference tokens used.

Source

Spacelift: Does it support OpenTofu?

Yes, and Spacelift sponsors the OpenTofu project, which is a substantive hedge for anyone avoiding Terraform under the Business Source Licence.

Qdrant: What happens if I scale beyond the free tier?

The Standard Tier uses the same usage-based billing model as the free tier but adds features like dedicated resources with flexible scaling, highly available setups with backup and disaster recovery, and a 99.5% uptime SLA.

Source

Spacelift: Is there a self-hosted version?

Yes, described as carrying Enterprise functionality, but it is priced on request and lags the hosted product on cloud integrations.

Qdrant: What SLA does Qdrant offer?

The Standard Tier provides 99.5% uptime SLA. The Premium Tier, which requires a minimum spend for enterprises, offers 99.9% uptime SLA along with single sign-on and private VPC links.

Source

Spacelift: Why not just use the CI system we already have?

That is the real comparison. General purpose CI handles state, drift, approval gates and concurrency control for infrastructure poorly, and whether that is worth a five-figure floor depends on how much infrastructure change your organisation actually ships.

Qdrant: Are there dedicated cloud infrastructure options?

Yes, Qdrant offers Hybrid Cloud (runs on your infrastructure) and Private Cloud (complete isolation) options, both with custom pricing that requires contacting the sales team.

Source

Spacelift: What happens to our pipelines if we leave?

They do not port. Rego policies, Blueprints, Spaces and managed state are Spacelift constructs and the orchestration has to be rebuilt elsewhere.

Qdrant vs Spacelift

Qdrant

Spacelift

The short version

Where they differ

What each one covers

Only in Qdrant

Only in Spacelift

What people use each for

Qdrant

Spacelift

Where each one falls short

Qdrant

Spacelift

Pricing, plan by plan

Qdrant

Spacelift

Which should you pick?

Choose Qdrant if

Choose Spacelift if

Questions people ask

Answered from the vendors’ own pages

Related pages

More on Qdrant

More on Spacelift

Keep looking

Other head to heads