Amazon RedshiftFully managed, petabyte-scale cloud data warehouse on AWS
vs
DatabricksUnified data, analytics and AI platform on an open lakehouse
Comparison · Data Warehouse · weekly run Nov 3
Amazon Redshift vs Databricks
Which one do AI engines recommend, and how do they differ on price, fit and features?
The short answer
Amazon Redshift is the stronger AI pick in Data Warehouse: it has a visibility score of 40.5 versus 37.9 for Databricks, and ranks ahead in 56% of the answers that name both.
Choose Amazon Redshift if…
- You want the brand AI engines rank higher (40.5 vs 37.9)
- You need ISO 9001 or C5 or PCI DSS or SOC 2 coverage
- Petabyte-scale, fully managed data warehouse service
- Deep integration with AWS services like S3, IAM, and existing AWS operations
Choose Databricks if…
- AI answers describe it more positively (35% vs 19% positive)
- You need ISO 27701 or SOC 2 Type II or SOC 3 coverage
- Lakehouse architecture combining data warehousing with data lake flexibility
- Strong for machine learning, AI, and data engineering workloads
AI visibility side by side
Latest weekly run · Nov 3
| Metric | Amazon Redshift | Databricks |
|---|---|---|
| Visibility score | 40.5% | 37.9% |
| Change vs last week | New | New |
| Rank in Data Warehouse | #3 | #4 |
| Share of voice | 9.8% | 9.3% |
| Mentions this run | 55 | 52 |
| Positive in AI answers | 19% | 35% |
The stronger value in each row is marked with a ✓.
Visibility score trend
Weekly runs over the last 60 days
Amazon Redshift 0pp · Databricks 0pp over 0 weekly runs.
Engine by engine
Amazon Redshift leads on 2 of 3 engines
ChatGPT
AI Mode
Perplexity
Amazon RedshiftDatabricks
Head to head in AI answers
45 engine answers name both brands
25Amazon Redshift ranked higher
20Databricks ranked higher
| Prompt | Engine | Amazon Redshift | Databricks |
|---|---|---|---|
| How do I choose a data warehouse for a mid-market team? | ChatGPT | #6 | #3 |
| How do I choose a data warehouse for a mid-market team? | Perplexity | #3 | #5 |
| What features matter most in a data warehouse? | ChatGPT | #5 | #7 |
| What are common mistakes when buying a data warehouse? | ChatGPT | #3 | #4 |
| What are the best data warehouse tools in 2026? | ChatGPT | #4 | #2 |
| What are the best data warehouse tools in 2026? | AI Mode | #6 | #5 |
| What are the best data warehouse tools in 2026? | Perplexity | #4 | #2 |
| Top data warehouse options for B2B SaaS companies | ChatGPT | #3 | #4 |
| Top data warehouse options for B2B SaaS companies | AI Mode | #6 | #3 |
| Top data warehouse options for B2B SaaS companies | Perplexity | #3 | #4 |
| Best data warehouse for startups | ChatGPT | #5 | #3 |
| Best data warehouse for startups | Perplexity | #6 | #7 |
Features, pricing & fit
| Dimension | Amazon Redshift | Databricks |
|---|---|---|
| Deployment | Cloud, fully managed on AWS, as Provisioned clusters or Serverless | Available across all major cloud providers |
| Compliance | ISO 27001, ISO 27017, ISO 27018, ISO 9001, C5, PCI DSS, SOC 1, SOC 2 | ISO 27001, ISO 27017, ISO 27018, ISO 27701, SOC 1, SOC 2 Type II, SOC 3 |
| Support | — | Technical support on request, Technical documentation |
| Founded | 2013 | 2013 |
| Headquarters | — | San Francisco, CA |
| Employees | — | 5,000+ |
| Funding | — | Round at $60B valuation, including secondary sale |
| Best for | — | Data engineering, data science, analytics and AI teams at startups and global enterprises |
Pros and cons
Themes from the AI answers that mention each brand
Amazon Redshift
- Petabyte-scale, fully managed data warehouse service
- Deep integration with AWS services like S3, IAM, and existing AWS operations
- Reserved pricing can cut compute costs substantially for committed use
- Free trial with Redshift Serverless or node-hour allowance
- Widely shortlisted as a leading cloud data warehouse
- Requires capacity and cost management, and bills can be hard to predict
Databricks
- Lakehouse architecture combining data warehousing with data lake flexibility
- Strong for machine learning, AI, and data engineering workloads
- Top customer satisfaction ratings alongside Snowflake
- Free trial and free Edition for learning
- Discounts for annual prepaid commitments
- Complex consumption-based pricing with no single fixed price
- Best only when ML, Spark, or Python skills are central to the team
Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run
Cite as: SlateIndex, “Amazon Redshift vs Databricks”, https://slateindex.ai/compare/amazon-redshift-vs-databricks, data of Nov 3, 2026. Licence: CC BY 4.0.