Astra DB (IBM watsonx.data) vs Qdrant
Astra DB (IBM watsonx.data) vs Qdrant, compared side by side on 21 data points: what each one does, how big it is, what it has raised, the tech running each site, and what users report. We score both out of 100 on traction, team and visibility: Astra DB (IBM watsonx.data) is on 55/100 and Qdrant on 71/100.
Where each one leads
Astra DB (IBM watsonx.data)
Leads on none of the measures we hold for both companies.
Qdrant
- our overall score: 71/100 against 55/100
- agent readiness: 51/100 against 33/100
At a glance
| Measure | Astra DB (IBM watsonx.data) | Qdrant |
|---|---|---|
| What it is | Astra DB is a cloud-native NoSQL and vector database for building generative AI applications. | High-performance, open-source vector search engine built in Rust for production-grade AI and machine learning workloads. |
| Category | Database Technologies, Multi-Model DBMS, Vector Databases, NoSQL Databases | Vector Database, Vector Search Engine, Open Source, AI Infrastructure |
| Sells toBusiness model | B2B | B2B |
| Offering | Software | Software |
| Founded | 2020 | 2021 |
| Headquarters | Santa Clara, United States | Berlin, Germany |
| Status | Active | Active |
Size, funding and growth
| Measure | Astra DB (IBM watsonx.data) | Qdrant |
|---|---|---|
| Employees | Not published | 145 |
| Headcount growthLast 12 months | Not published | +111.8% |
| Total funding | $115M | $96.5M |
| Latest round | Private Equity | Series B |
| Valuation | $1.6B | $1.1B |
| LinkedIn followers | Not published | 61,051 |
StartupHub scores
Our own 0-100 ratings. They measure company strength and site quality, not which product suits you.
| Measure | Astra DB (IBM watsonx.data) | Qdrant |
|---|---|---|
| StartupHub scoreOur 0-100 rating | 55/100 | 71/100 |
| Traction | 40/100 | 60/100 |
| Team | 70/100 | 70/100 |
| Community | Not published | 8/100 |
| Search visibility | 16/100 | 59/100 |
| Quality | 68/100 | 79/100 |
| Agent readinessHow well an AI agent can read and act on the site | F (33/100) | D (51/100) |
| Domain ratingLink authority, 0-100 | 78/100 | 78/100 |
Technology
Detected on each public site, so it reflects the marketing stack as well as the product.
| Measure | Astra DB (IBM watsonx.data) | Qdrant |
|---|---|---|
| Hosting | AWS | Netlify |
| CDN | Not detected | Netlify |
| Frameworks | Bootstrap | Bootstrap |
| Analytics | Segment, Reddit Pixel | Not detected |
| Support stack | Not detected | HubSpot |
| Open source | No | Yes |
| Self-hostable | No | Yes |
Astra DB (IBM watsonx.data) vs Qdrant: common questions
Which is better, Astra DB (IBM watsonx.data) or Qdrant?
On our 0-100 score Qdrant rates higher (71/100 against 55/100). The score weights traction, team, visibility and profile completeness, so it reflects company strength rather than which product suits you. We compare the two on 21 data points above: read the rows that match what you are buying for.
How do Astra DB (IBM watsonx.data) and Qdrant compare on the numbers?
Qdrant leads on our overall score (71/100 against 55/100), agent readiness (51/100 against 33/100).
Read the full Astra DB (IBM watsonx.data) review and pricing or the Qdrant review and pricing. You can also browse other Astra DB (IBM watsonx.data) alternatives we track.