AWS alternatives: top competitors compared
AWS has a visibility score of 35.7 in MLOps Platforms, #4 of 61. AI answers that name AWS most often also name these 4.
What AI answers fault AWS for
Requires strong AWS engineering or technical expertise
Raised in 4 collected answers.
Quick reference
| Alternative | Best for | Starting price | Visibility | Key differentiator |
|---|---|---|---|---|
| Databricks | Data engineering, data science, analytics and AI teams at startups and global enterprises | — | 46.2% | One open lakehouse architecture that unifies data, analytics and AI on Delta Lake and Apache Spark |
| Snowflake | Enterprises that run data engineering, analytics and AI on governed enterprise data, including large and highly regulated organizations | Contact sales | 68.6% | Agents such as CoWork and CoCo work on governed enterprise data inside Snowflake's security perimeter, reusing existing access controls and catalog context |
| Salesforce | Businesses from small companies to large enterprises wanting sales, service, marketing and commerce on one CRM platform | — | 46.2% | One unified platform combining CRM apps, data, and AI agents |
| BigQuery | — | — | 63.6% | Serverless architecture with nothing to size, and storage and compute separated, which reviewers cite as a cost and scale advantage. |
Databricks
Databricks suits data engineering, data science, analytics and AI teams at startups and global enterprises.
Quick facts
- Pricing not available
- 46.2% visibility score · #2 in MLOps Platforms
Key features
- Lakebase — Serverless Postgres database integrated with the lakehouse for transactional applications.
- Genie — Conversational analytics interface for natural-language questions and insights.
- Unity Gateway — Governance, cost control, observability and guardrails for enterprise AI access.
- Lakehouse — Serverless data warehousing on open lake data, with governance and AI built in.
Databricks vs AWS
| Dimension | Databricks | AWS |
|---|---|---|
| Visibility score | 46.2% | 35.7% |
| Pricing model | — | — |
| Entry price | — | — |
| Free plan | — | — |
| Trial | — | — |
Pros
- 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
Cons
- Complex consumption-based pricing with no single fixed price
- Best only when ML, Spark, or Python skills are central to the team
Snowflake
Snowflake suits enterprises that run data engineering, analytics and AI on governed enterprise data, including large and highly regulated organizations.
Quick facts
- Contact sales · usage-based
- 68.6% visibility score · #1 in Data Warehouse
Key features
- Snowflake CoWork — Enterprise agent for knowledge workers, formerly Snowflake Intelligence, for analysis, automation and action on governed data.
- Snowflake CoCo — Governed AI coding agent for building data pipelines, analytics, ML models, apps and agents.
- Cortex AI — Services for securely creating and deploying LLMs and ML models customized with your data.
- Openflow — Managed data integration service built on Apache NiFi.
Snowflake vs AWS
| Dimension | Snowflake | AWS |
|---|---|---|
| Visibility score | 68.6% | 35.7% |
| Pricing model | Usage-based | — |
| Entry price | Contact sales | — |
| Free plan | No | — |
| Trial | — | — |
Pros
- Multi-cloud deployment and secure, governed data sharing
- Decoupled storage and compute architecture
- Free trial with usage credits for easy getting started
- Widely adopted, most popular cloud data warehouse
- Strong for enterprise governance, high concurrency and workload isolation
Cons
- Unoptimized queries can rack up a surprisingly high bill
- Consumption pricing and credit usage are hard to predict
Salesforce
Salesforce suits businesses from small companies to large enterprises wanting sales, service, marketing and commerce on one CRM platform.
Quick facts
- Pricing not available
- 46.2% visibility score · #1 in Field Service Management
Key features
- Agentforce — Platform for building, deploying and running AI agents for customers and employees.
- Sales Cloud — Sales pipeline, forecasting and sales process management.
- Service Cloud — Customer support case management across channels.
- Marketing Cloud — Building and personalizing campaigns and customer journeys.
Salesforce vs AWS
| Dimension | Salesforce | AWS |
|---|---|---|
| Visibility score | 46.2% | 35.7% |
| Pricing model | — | — |
| Entry price | — | — |
| Free plan | — | — |
| Trial | — | — |
Pros
- Powerful reporting, automation and customisation
- Market leader and gold standard CRM
- Deep ecosystem and strong CRM integrations
- Built for large enterprises and scaling
- Free trial to test its features
Cons
- Requires a dedicated administrator to manage
- High enterprise pricing
- Heavy, slow implementation that suits large budgets
BigQuery
BigQuery is ranked #2 in Data Warehouse.
Quick facts
- Pricing not available
- 63.6% visibility score · #2 in Data Warehouse
Key features
- BigQuery AI — Lets users train, evaluate and deploy predictive models with SQL.
- BigQuery Graph — Graph-style relationship analysis.
- BigQuery Migration Service — Moves workloads from legacy warehouses to BigQuery.
- BigQuery DataFrames — A Python API for BigQuery.
BigQuery vs AWS
| Dimension | BigQuery | AWS |
|---|---|---|
| Visibility score | 63.6% | 35.7% |
| Pricing model | — | — |
| Entry price | — | — |
| Free plan | — | — |
| Trial | — | — |
Pros
- Serverless, highly scalable data warehouse
- Free tier suited to small teams and light workloads
- Easy to start with low operational overhead
- Built-in ML and AI capabilities
- Strong fit for Google Cloud-centric teams
Cons
- Bills are hard to predict
How to choose
Match the pricing model to your cost driver: headcount, usage or features.
| Platform | Pricing model | Starting price |
|---|---|---|
| AWS | — | — |
| Databricks | — | — |
| Snowflake | Usage-based | Contact sales |
| Salesforce | — | — |
| BigQuery | — | — |
More alternatives
Ranked by how often AI answers name them alongside AWS in the latest weekly run.