Databricks vs Toloka
Which Data Engineering AI tool is better in 2026?
Databricks
The data + AI company
Toloka
Amsterdam-based AI data partner that supplies high-quality, human-generated data to train and
Side-by-side
Databricks is the more established option (raised $10.6B); pricing is comparable on both sides.
| Metric | Databricks | Toloka |
|---|---|---|
| Taglinei | The data + AI company | Amsterdam-based AI data partner that supplies high-quality, human-generated data to train and |
| Foundedi | 2013🏆 | 2014 |
| HQi | San Francisco, US | — |
| Employeesi | 8000+ | 11-50🏆 |
| Neuron scorei | 65🏆 | 43 |
| Total fundingi | $10.6B🏆 | $72M |
| Latest roundi | other · Aug 2026 | Strategic Investment |
| Valuationi | $134B🏆 | — |
| Cheapest paid plani | — | Pricing not disclosed |
| Free plani | ✗ | ✓ |
| Free triali | ✓ | ✓ |
| Top tier pricei | Committed Use Plan · Contact sales | Pricing not disclosed |
| Pricing summaryi | 3 published plans | Free |
| Categoriesi |
Capability matrix
Developer-facing capabilities and access signals for Databricks and Toloka.
| Capability | Databricks | Toloka |
|---|---|---|
| MCP support | ✓ | ✗ |
| Public API | ✓ | ✗ |
| Webhooks | ✓ | ✗ |
| OAuth 2.0 | ✓ | ✗ |
| SDK languages | 6 (Python, Java, R, Scala…) | — |
| Free plan | ✗ | ✓ |
| Free trial | ✓ | ✓ |
| Verified | ✓ | ✗ |
| Active deal | ✗ | ✗ |
🟢 Strengths of Databricks
- Has raised more capital ($10.6B vs $72M)
- Higher Neuron score (65 vs 43)
- More mature (2013)
- Verified profile
🔵 Strengths of Toloka
- Offers a free plan
- Newer company (2014)
Which should you choose?
Choose Toloka if price matters most — it starts at Free, which is friendlier for teams watching burn. Both AI Data Engineering tools ship core features, so the cost delta often decides it for small teams and solo operators.
Choose Databricks if you want the most established option — it has raised $10.6B, suggesting more runway for enterprise features, support, and long-term roadmap. For mission-critical workflows or larger teams, that stability often outweighs a lower monthly price.
Frequently asked questions
Databricks vs Toloka — which is better?
It depends on your priority. Databricks has raised more capital and is the more established option; Toloka has broader feature depth. See the side-by-side table above.
Is Databricks cheaper than Toloka?
No — Toloka's cheapest paid plan is Free, while Databricks's is Enterprise · Contact sales.
Do Databricks and Toloka offer free plans?
Databricks: Free trial only. Toloka: Yes, has a free plan.
Explore more AI Data Engineering tools
Contextual paths to related AI startups, deals and rankings.