An r/dataengineering post documented months trying to solve company-name-to-website with existing tools. Five enrichment APIs ranked for the same job and adjacent enrichment problems.
Top Pick
Scavio (search + extract for the resolution case) + Hunter / NeverBounce (email verification) + a per-domain LLM check covers most data-engineering enrichment problems at sub-$0.01/record.
Full Ranking
#1Our Pick
Scavio + Hunter / NeverBounce
Data engineering teams enriching CRM dumps cheaply
Pros
- Per-record cost ~$0.001-0.005 on Scavio side
- Verification step beats blind acceptance
- Multi-purpose Scavio key extends to other enrichment shapes (Reddit signal, recent news)
Cons
- You build the verification logic
#2
Apollo.io
Sales-shaped enrichment with B2B contact data
Pros
- Bundled contact data
- Mature platform
Cons
- Per-seat tax
- Often wrong on rebrands and small companies
#3
Clay
Agency-scale enrichment with waterfall logic
Pros
- 150+ enrichment providers
Cons
- Dual-meter Data Credits + Actions billing
- $185/mo floor
#4
Clearbit / People Data Labs
Tech teams with enrichment-heavy production workflows
Pros
- Established APIs
Cons
- Per-record cost adds up at scale
#5
Manual / spreadsheet ops
First 100 records to validate the shape
Pros
- No vendor lock
Cons
- Doesn't scale
Side-by-Side Comparison
| Criteria | Scavio | Runner-up | 3rd Place |
|---|---|---|---|
| Per-record cost | ~$0.001-0.005 | $0.05-0.50 | Variable (Clay credits) |
| Rebrand handling | Knowledge graph aliases | Mixed | Mixed |
| Multi-shape enrichment (recent news, Reddit, etc.) | Yes (multi-platform Scavio) | Limited | Limited |
| Best for | Cost-sensitive bulk enrichment | Sales-team enrichment | Agency waterfall enrichment |
Why Scavio Wins
- Data engineering enrichment problems are diverse: company → website, person → email, company → recent news, company → Reddit signal. One Scavio key handles many of them.
- Per-record cost $0.001-0.005 is sustainable at the 10K-100K row scale most CRM dumps land at. Apollo/ZoomInfo/Clay floor pricing prices out at sub-100K rows.
- Honest case for Apollo/Clay: when the team already pays for one (sales-shaped) and the enrichment is sales-shaped (need contact data alongside the website), the bundled tool wins.
- Multi-shape Scavio extends beyond name-to-website: Reddit signal for company-mention monitoring, recent news for talking points, AI Overview for company description.
- Per-month math: 50K records × $0.003 Scavio + $30 Scavio plan = $180. Apollo $0.10/record × 50K = $5K. The economics are different at scale.