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Software · head to head

dbt vs Qdrant

dbt logo

dbt

Software

SQL transformation framework enabling analytics engineers to version, test and deploy models

From
Free
Rated
-
Full reviewWebsite
Qdrant logo

Qdrant

Software

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

From
Free
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: dbt free tier severely limited to one developer seat and 3,000 models/month; Qdrant free tier extremely limited (0.5 vCPU, 1GB RAM, 4GB disk); suitable only for experiments

Where they differ

Only the attributes on which dbt and Qdrant actually diverge.

Attributes where dbt and Qdrant differ
AttributedbtQdrant
PlatformsCloud, Self-hosted, IDE integration (VS Code, Cursor, Claude Code, Windsurf)Cloud (AWS, GCP, Azure), Kubernetes, Self-hosted, Edge (beta), Serverless (coming)

Identical on both: starting price (Free), pricing model (freemium), free tier (Yes), user rating (Not yet rated), category (Unknown).

What people use each for

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

dbt

  • Data warehouse transformation and ELT pipelinesnot Qdrant
  • Analytics engineering for reporting and business intelligencenot Qdrant
  • Data quality testing and validation at scalenot Qdrant
  • Cross-functional data collaboration with version controlnot Qdrant
  • Cost optimisation of warehouse usage through intelligent schedulingnot Qdrant

Qdrant

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

Where each one falls short

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

dbt

  • Free tier severely limited to one developer seat and 3,000 models/month
  • Starter plan at $100/user/month for each additional seat adds costs for team collaboration
  • Requires existing data warehouse; not suitable for teams without cloud warehouse investment

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

Pricing, plan by plan

dbt

Free
  • Developer (Free)Free
    • One Developer seat
    • 3,000 successful models built per month
    • Browser IDE
  • Starter$100/user/month
    • Five Developer seats
    • 15,000 successful models built per month
    • dbt Catalog
  • Enterprise$null/custom
    • Custom Developer seat count
    • 100,000 successful models built per month
    • 30 projects
  • Enterprise+$null/custom
    • Unlimited projects
    • All Enterprise features
    • PrivateLink

Qdrant

Free
  • FreeFree
    • Single-node cluster
    • 0.5 vCPU
    • 1GB RAM
  • Standard$null/usage-based
    • Dedicated resources
    • Flexible scaling
    • High availability
  • Premium$null/minimum spend
    • SSO and SAML
    • Private VPC links
    • 99.9% uptime SLA

Which should you pick?

Choose dbt if

  • You want to start without paying.
  • You work on Cloud, Self-hosted, IDE integration (VS Code, Cursor, Claude Code, Windsurf).
dbt review

Choose Qdrant if

  • You want to start without paying.
  • You work on Cloud (AWS, GCP, Azure), Kubernetes, Self-hosted, Edge (beta), Serverless (coming).
Qdrant review

Questions people ask

Is dbt or Qdrant better?
Neither clearly leads. dbt starts at Free and Qdrant at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, dbt or Qdrant?
dbt starts at Free and Qdrant at Free.
Does dbt or Qdrant run on more platforms?
dbt runs on Cloud, Self-hosted, IDE integration (VS Code, Cursor, Claude Code, Windsurf). Qdrant runs on Cloud (AWS, GCP, Azure), Kubernetes, Self-hosted, Edge (beta), Serverless (coming).
Can I use dbt for free?
Both have a free tier, so you can try either at no cost before committing.
What is dbt best used for?
dbt is most often used for data warehouse transformation and elt pipelines, analytics engineering for reporting and business intelligence, data quality testing and validation at scale, cross-functional data collaboration with version control. Of those, data warehouse transformation and elt pipelines and analytics engineering for reporting and business intelligence are not what Qdrant is typically brought in for.
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