AWS Clean Rooms vs LiveRamp
AWS Clean Rooms
Managed clean-room service for collaborative analysis
Publishers using it: —
LiveRamp
Connect every signal, platform, and agent to power and prove intelligent marketing.
Publishers using it: 2 · incl. Hearst, Reach PLC
Last verified Nov 13, 2026
At a glance
- AWS Clean Rooms scores 2.5/5 and LiveRamp scores 3.8/5 in Benchmark Grid's independent data clean rooms benchmark, both assessed on the same 9 criteria.
- The widest gaps are activation & audience export (AWS Clean Rooms 2.5, LiveRamp 4.5) and interoperability & partner network (AWS Clean Rooms 3.0, LiveRamp 4.7); they are within 0.3 on 4 of 9 criteria.
- AWS Clean Rooms is built for enterprise publishers; LiveRamp for mid-market and enterprise.
- On total cost of ownership AWS Clean Rooms scores 2.8 and LiveRamp 1.4 (higher means better value, not a lower price).
- In our tracking 0 publishers use AWS Clean Rooms and 2 use LiveRamp.
- Scores last verified 13 Nov 2026. Vendors cannot pay for a score or a position.
Where they differ
LiveRamp is stronger on activation & Audience Export (4.5 vs 2.5), interoperability & Partner Network (4.7 vs 3.0), reporting & Measurement Depth (3.9 vs 2.2) and identity & Matching Quality (4.8 vs 3.5).
Which one fits
Choose AWS Clean Rooms if…
- You publish at enterprise scale.
- You weight integration & Onboarding Effort heavily — AWS Clean Rooms leads on it in this benchmark.
Choose LiveRamp if…
- You publish at mid-market and enterprise scale.
- You weight activation & Audience Export, interoperability & Partner Network and reporting & Measurement Depth heavily — LiveRamp leads on those in this benchmark.
Also weighing these
The nearest-scored tools to AWS Clean Rooms and LiveRamp in this benchmark, listed A to Z.
- 3.0DecentriqConfidential-computing clean roomRead review
- 3.1InfoSumDecentralised clean room with no data movementRead review
- 3.5OptablePublisher-first clean room and identity platformRead review
- 3.2Snowflake Data Clean RoomsData cloud clean rooms plus audience activationRead review
All 8 scored tools are in Best Data Clean Rooms for Publishers.
Who uses them
Publishers we have detected running each tool, from ads.txt, site code and published case studies. Agencies, brands and vendors are excluded.
Head to head
| Criterion | AWS Clean Rooms | LiveRamp |
|---|---|---|
| Identity & Matching Quality14% of capability | 3.5 | 4.8 |
| Privacy & Regulatory Compliance (GDPR/CCPA)14% of capability | 4.5 | 4.6 |
| Interoperability & Partner Network12% of capability | 3.0 | 4.7 |
| Publisher Data Control & Governance12% of capability | 4.2 | 4.2 |
| Query & Analytics Flexibility12% of capability | 3.5 | 3.8 |
| Activation & Audience Export10% of capability | 2.5 | 4.5 |
| Integration & Onboarding Effort10% of capability | 2.8 | 2.2 |
| Cost & Commercial Model8% of capability | 2.0 | 2.0 |
| Reporting & Measurement Depth8% of capability | 2.2 | 3.9 |
| Capability45% of composite | 3.3 | 4.0 |
| Publisher fit40% of composite | 1.5 | 4.5 |
| Total cost of ownership15% of composite | 2.8 | 1.4 |
Cost of ownership
| Sub-score | AWS Clean Rooms | LiveRamp |
|---|---|---|
| Pricing transparency | 4.5 | 1.0 |
| Entry cost | 2.5 | 1.0 |
| Implementation cost | 2.5 | 0.5 |
| Hidden-fee risk | 2.0 | 2.0 |
| Ongoing cost | 2.5 | 2.5 |
AWS Clean Rooms pricing
Pay as you go: SQL compute at $2.00 per CRPU-hour (60-second minimum), with PySpark, ML and entity resolution priced separately; no free tier.
LiveRamp pricing
Annual licence; custom quotes
What users say
AWS Clean Rooms
5 positive · 8 neutral · 1 negative
LiveRamp
4 positive · 17 neutral · 6 negative
Mentions we could not tie to a real user, and those flagged as promotional, are excluded. Sentiment is opinion, and is independent of the verified publisher adoptions above.
AWS Clean Rooms scores 2.5 and LiveRamp scores 3.8 in Benchmark Grid's independent Best Data Clean Rooms for Publishers benchmark (benchmarkgrid.com/vs/aws-clean-rooms/liveramp, verified Nov 13, 2026)
Common questions
How do AWS Clean Rooms and LiveRamp differ?
LiveRamp is stronger on activation & Audience Export (4.5 vs 2.5), interoperability & Partner Network (4.7 vs 3.0), reporting & Measurement Depth (3.9 vs 2.2) and identity & Matching Quality (4.8 vs 3.5). Neither is better in the abstract — which one suits you depends on which of those dimensions carries the most weight in your operation.
Which is cheaper, AWS Clean Rooms or LiveRamp?
On total cost of ownership — pricing transparency, entry cost, implementation, hidden-fee risk and ongoing cost — AWS Clean Rooms scores 2.8/5 and LiveRamp scores 1.4/5. A higher score means better value, not a lower sticker price.
How are these scores calculated?
Each tool is assessed against its category's published criteria (9 in this benchmark), which make up Capability (45% of the composite), Publisher fit (40%) and Total cost of ownership (15%). Assessment is carried out by SODP's editorial team against a published methodology. Vendors cannot pay for inclusion, scores or positions.
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Both tools are scored in Best Data Clean Rooms for Publishers. See alternatives to AWS Clean Rooms or alternatives to LiveRamp.
Weighing a third option? Add a tool to this comparison.
Where to next
Four questions, and a scored stack across every benchmark — not just Best Data Clean Rooms for Publishers
Every scored tool in Best Data Clean Rooms for Publishers, with the criteria behind each number
Every category, independently scored
Related comparisons
Other head-to-heads publishers look at in Best Data Clean Rooms for Publishers.