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SlateIndex
DatabricksUnified data, analytics and AI platform on an open lakehouse
vs
PrefectWorkflow orchestration for data, ML, and agents
Comparison · MLOps Platforms · weekly run Nov 2

Databricks vs Prefect

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 MLOps Platforms: it has a visibility score of 46.2 versus 0.7 for Prefect.

Choose Databricks if…

  • You want the brand AI engines rank higher (46.2 vs 0.7)
  • AI answers describe it more positively (35% vs 0% positive)
  • 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)

Choose Prefect if…

  • You need GDPR compliant coverage

AI visibility side by side

Latest weekly run · Nov 2

Metric Databricks Prefect
Visibility score46.2%0.7%
Change vs last weekNewNew
Rank in MLOps Platforms#2#42
Share of voice7.6%0.3%
Mentions this run512
Positive in AI answers35%0%

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

Visibility score trend

Weekly runs over the last 60 days

0%25%50%75%100%Nov 2Databricks 46%

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

Engine by engine

Databricks leads on 3 of 3 engines

ChatGPT
43.3%
0.9%
AI Mode
51.1%
1.1%
Perplexity
44.1%
0%
DatabricksPrefect

Head to head in AI answers

0 engine answers name both brands

0Databricks ranked higher
0Prefect ranked higher

Features, pricing & fit

DimensionDatabricksPrefect
Pricing model—Per seat
Entry price—Free; paid from $100 per seat / mo
Free plan—Yes
DeploymentAvailable across all major cloud providersPrefect Cloud fully managed with Prefect Serverless compute, or hybrid with lightweight workers inside the customer's own VPC
ComplianceISO 27001, ISO 27017, ISO 27018, ISO 27701, SOC 1, SOC 2 Type II, SOC 3SOC 2 Type II, GDPR compliant
SupportTechnical support on request, Technical documentationCommunity forum, Email, Priority support with 30-minute response SLA on enterprise plans
Founded20132018
HeadquartersSan Francisco, CAWashington, DC
Employees5,000+51–200
FundingRound at $60B valuation, including secondary saleSeries B · $47M raised
Best forData engineering, data science, analytics and AI teams at startups and global enterprisesPython data, ML, and agent teams that want durable production workflows without hosting their own scheduler

Plans side by side

Databricks

Pricing not available.

Prefect

Hobby$0month
Starter$100month
Team$100user/month
EnterpriseCustomcustom
Prefect pricing

Pros and cons

Themes from the AI answers that mention each brand

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

Prefect

Profile in progress.

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

Cite as: SlateIndex, “Databricks vs Prefect”, https://slateindex.ai/compare/databricks-vs-prefect, data of Nov 2, 2026. Licence: CC BY 4.0.