Ahrefs
Databricks
| Feature | Ahrefs | Databricks |
|---|---|---|
| Pricing | From $129/mo | Free / from $0.07/mo |
| Free Plan | ✗ No | ✓ Yes |
| Rating | 4.7 / 5 | 4.5 / 5 |
| Best For | seo-professionals, agencies, content-marketers, enterprise | data-engineering-teams, ml-teams, enterprises, large-scale-analytics |
| Founded | 2010 | 2013 |
| Backlink Analysis | ✓ | ✗ |
| Keyword Research | ✓ | ✗ |
| Site Audit | ✓ | ✗ |
| Rank Tracking | ✓ | ✗ |
| Content Explorer | ✓ | ✗ |
| Competitor Analysis | ✓ | ✗ |
| Site Explorer | ✓ | ✗ |
| Data Lakehouse | ✗ | ✓ |
| Sql Analytics | ✗ | ✓ |
| Machine Learning | ✗ | ✓ |
| Real Time Streaming | ✗ | ✓ |
| Data Governance | ✗ | ✓ |
| Notebooks | ✗ | ✓ |
| Delta Lake | ✗ | ✓ |
✓ Ahrefs Pros
- Largest backlink database in the industry
- Excellent keyword difficulty scoring
- Content Explorer for content research
- Site Audit finds technical SEO issues
✗ Ahrefs Cons
- Very expensive — no free tier
- Learning curve for beginners
- Credits system for some features
✓ Databricks Pros
- Unified platform for data engineering, science, and analytics
- Delta Lake provides ACID transactions on data lakes
- Excellent ML/AI capabilities with MLflow integration
- Community Edition is free for learning
✗ Databricks Cons
- Complex pricing with DBU credits
- Requires data engineering expertise to configure
- Vendor lock-in once deeply integrated
The Verdict
Ahrefs is built for seo professionals and agencies, with a focus on backlink-analysis and keyword-research. Databricks targets data engineering teams and ml teams and leads with data-lakehouse and sql-analytics.
On pricing, Databricks is the clear winner for budget-conscious users — starting at $0.07/mo compared to $129/mo for Ahrefs. That $128.93/mo difference adds up quickly for growing teams.
Databricks has a free plan, which gives it a meaningful edge for individuals and small teams exploring their options. Ahrefs requires a paid subscription from day one.
This is a genuinely close comparison. If you can, sign up for both free trials (where available) and run a one-week test with your actual team tasks before deciding.