Airbyte vs Databricks

Which one do AI engines recommend, and how do they differ on price, fit and features?

The short answer

Databricks is the stronger AI pick in Data Warehouse: it has a visibility score of 37.9 versus 5.9 for Airbyte, and ranks ahead in 80% of the answers that name both.

Choose Airbyte if…

You need a self-hosted or on-premises option
You need GDPR or HIPAA Conduit coverage
Smooth connectivity with modern data stacks
Shortens infrastructure setup as a modern ELT tool

Choose Databricks if…

You want the brand AI engines rank higher (37.9 vs 5.9)
You need ISO 27001 or ISO 27017 or ISO 27018 or ISO 27701 or SOC 1 or SOC 3 coverage
You prefer a larger, established vendor (5,000+ employees)
Lakehouse architecture combining data warehousing with data lake flexibility

AI visibility side by side

Latest weekly run · Nov 3

Metric	Airbyte	Databricks
Visibility score	5.9%	37.9%
Change vs last week	New	New
Rank in Data Warehouse	#15	#4
Share of voice	2.2%	9.3%
Mentions this run	12	52
Positive in AI answers	—	35%

The stronger value in each row is marked with a ✓.

Visibility score trend

Weekly runs over the last 60 days

Airbyte 0pp · Databricks 0pp over 0 weekly runs.

Engine by engine

Databricks leads on 3 of 3 engines

ChatGPT

2.8%

46.1%

AI Mode

6.8%

35.4%

Perplexity

8.2%

32.2%

AirbyteDatabricks

Head to head in AI answers

10 engine answers name both brands

2Airbyte ranked higher

8Databricks ranked higher

Prompt	Engine	Airbyte	Databricks
How do I choose a data warehouse for a mid-market team?	AI Mode	#7	#5
What features matter most in a data warehouse?	AI Mode	#2	#7
How long does it take to roll out a data warehouse?	AI Mode	#5	#3
Top data warehouse options for B2B SaaS companies	ChatGPT	#8	#4
Best data warehouse for startups	ChatGPT	#11	#3
Compare the leading data warehouse platforms	Perplexity	#13	#4
Alternatives to the most popular data warehouse	Perplexity	#15	#4
Most affordable data warehouse that is still reliable	Perplexity	#8	#7
Is dbt a good data warehouse?	ChatGPT	#7	#4
Is dbt a good data warehouse?	Perplexity	#3	#7

Features, pricing & fit

Dimension	Airbyte	Databricks
Pricing model	Usage-based	—
Entry price	$20 / mo	—
Free plan	No · 14-day trial	—
Deployment	Airbyte Cloud, inside your own VPC or on-premises, or hybrid with an Airbyte-managed control plane	Available across all major cloud providers
Integrations	700+	—
Compliance	SOC 2 Type II, GDPR, HIPAA Conduit	ISO 27001, ISO 27017, ISO 27018, ISO 27701, SOC 1, SOC 2 Type II, SOC 3
Support	Community support via Slack and GitHub, Portal support, Standard support on Standard plan, Premium support with 12-hour critical response on Pro and Enterprise Flex	Technical support on request, Technical documentation
Founded	2020	2013
Headquarters	San Francisco, CA, United States	San Francisco, CA
Employees	51–200	5,000+
Funding	Series B · $181M raised	Round at $60B valuation, including secondary sale
Best for	Data teams that need to move data from many sources, including regulated companies that must keep data inside their own boundary.	Data engineering, data science, analytics and AI teams at startups and global enterprises