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AWS alternatives

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MLOps PlatformsSeattle, Washington5,000+ employeesFounded 2021

Visibility score
35.7%
New vs last week
Weekly run · Nov 2

Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run

Alternatives · updated Nov 2, 2026

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

AlternativeBest forStarting priceVisibilityKey differentiator
DatabricksData 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
SnowflakeEnterprises that run data engineering, analytics and AI on governed enterprise data, including large and highly regulated organizationsContact sales68.6%Agents such as CoWork and CoCo work on governed enterprise data inside Snowflake's security perimeter, reusing existing access controls and catalog context
SalesforceBusinesses 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 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

DimensionDatabricksAWS
Visibility score46.2%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
Full Databricks vs AWS comparison

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

DimensionSnowflakeAWS
Visibility score68.6%35.7%
Pricing modelUsage-based—
Entry priceContact sales—
Free planNo—
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
Full Snowflake vs AWS comparison

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

DimensionSalesforceAWS
Visibility score46.2%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
Full Salesforce vs AWS comparison

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

DimensionBigQueryAWS
Visibility score63.6%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
Full BigQuery vs AWS comparison

How to choose

Match the pricing model to your cost driver: headcount, usage or features.

PlatformPricing modelStarting price
AWS——
Databricks——
SnowflakeUsage-basedContact sales
Salesforce——
BigQuery——

More alternatives

Ranked by how often AI answers name them alongside AWS in the latest weekly run.

Cite as: SlateIndex, “AWS AI visibility profile”, https://slateindex.ai/brand/aws, data of Nov 2, 2026. Licence: CC BY 4.0.