Comparison

Databricks vs Delta Lake

On the evidence we track, Delta Lake leads this comparison with a composite score of 61/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Databricks full profile →Delta Lake full profile →

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Databricks53

★Delta Lake61

Attribute comparison across 2 tools
Attribute	Databricks	Delta LakeLeader
vioscaleAI score	53 / 100low · 47%	61 / 100medium · 58%
Pricing
Free tierpricing.free_tier	✓	✓
Modelpricing.model	free	open_source
Price levelpricing.price_level	free	free
Transparentpricing.transparent	✗	-
Integrations
Countintegrations.count	14	15
Security
Disclosure policysecurity.disclosure_policy	✓	-
Scorecardsecurity.scorecard	-	6.2
Trust centersecurity.trust_center	https://www.databricks.com/dataaisummit/session/genie-zeroops-data-quality-and-compliance-scale	-
Vulnerabilitiessecurity.vulnerabilities	-	Count: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=maven&package_name=io.delta%3Adelta-standalone_2.12&per_page=100 · Last 12m: 0
Reliability
Status pagereliability.status_page	✓	-
Adoption
Dependent reposadoption.dependent_repos	-	152
Github starsadoption.github_stars	-	9,042
Package downloads weeklyadoption.package_downloads_weekly	-	6,751,062
Activity
Commits last 30dactivity.commits_last_30d	-	100
Release
Cadence daysrelease.cadence_days	-	50
Historyrelease.history	-	20 items
License
Spdxlicense.spdx	-	Apache-2.0
Language
Primarylanguage.primary	-	Scala
Market
Availabilitymarket.availability	Available worldwide · Popular in US	Available worldwide
Content
Faqcontent.faq	6 items	5 items

Score

vioscaleAI score

Databricks53 / 100low · 47%

Delta Lake61 / 100medium · 58%

Pricing

Free tier

Databricks✓

Delta Lake✓

Model

Databricksfree

Delta Lakeopen_source

Price level

Databricksfree

Delta Lakefree

Transparent

Databricks✗

Delta Lake–

Integrations

Count

Databricks14

Delta Lake15

Security

Disclosure policy

Databricks✓

Delta Lake–

Scorecard

Databricks–

Delta Lake6.2

Trust center

Databrickshttps://www.databricks.com/dataaisummit/session/genie-zeroops-data-quality-and-compliance-scale

Delta Lake–

Vulnerabilities

Databricks–

Delta LakeCount: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=maven&package_name=io.delta%3Adelta-standalone_2.12&per_page=100 · Last 12m: 0

Reliability

Status page

Databricks✓

Delta Lake–

Adoption

Dependent repos

Databricks–

Delta Lake152

Github stars

Databricks–

Delta Lake9,042

Package downloads weekly

Databricks–

Delta Lake6,751,062

Activity

Commits last 30d

Databricks–

Delta Lake100

Release

Cadence days

Databricks–

Delta Lake50

History

Databricks–

Delta Lake20 items

License

Spdx

Databricks–

Delta LakeApache-2.0

Language

Primary

Databricks–

Delta LakeScala

Market

Availability

DatabricksAvailable worldwide · Popular in US

Delta LakeAvailable worldwide

Content

Faq

Databricks6 items

Delta Lake5 items

Capabilities

Feature-by-feature on the axes that matter for data warehouse software. “-” means undocumented, not absent.

Capability comparison for Data Warehouse Software
Capability	Databricks	Delta Lake
Deployment
Deployment	Managed cloud	Self-hosted
Architecture
Architecture	Separated storage/compute	Separated storage/compute
Compute model	Serverless	-
Query
SQL dialect	Vendor-specific	-
Federation / lakehouse query-in-place	-	✓
Interoperability
Table-format support	Delta, Iceberg	Delta, Iceberg, Hudi
Scale
Concurrency scaling	Automatic	-
Ingestion
Streaming ingest	✓	✓
Data model
Semi-structured (JSON/VARIANT)	First-class	First-class
Analytics
ML / in-DB functions	✓	-
Sharing
Data sharing / marketplace	✓	✓
Licensing
Licence class	Proprietary	Permissive OSS

Deployment

DatabricksManaged cloud

Delta LakeSelf-hosted

Architecture

DatabricksSeparated storage/compute

Delta LakeSeparated storage/compute

Compute model

DatabricksServerless

Delta Lake-

Query

SQL dialect

DatabricksVendor-specific

Delta Lake-

Federation / lakehouse query-in-place

Databricks-

Delta Lake✓

Interoperability

Table-format support

DatabricksDelta, Iceberg

Delta LakeDelta, Iceberg, Hudi

Scale

Concurrency scaling

DatabricksAutomatic

Delta Lake-

Ingestion

Streaming ingest

Databricks✓

Delta Lake✓

Data model

Semi-structured (JSON/VARIANT)

DatabricksFirst-class

Delta LakeFirst-class

Analytics

ML / in-DB functions

Databricks✓

Delta Lake-

Sharing

Data sharing / marketplace

Databricks✓

Delta Lake✓

Licensing

Licence class

DatabricksProprietary

Delta LakePermissive OSS

What each one is

The product in its own terms, so the numbers below have context.

Databricks

An integrated data and AI platform built on open formats that merges transactional reliability with analytics and machine learning capabilities, enabling organizations to manage data, models, and AI applications together without vendor lock-in.

Independently observed

Delta Lake

Leader

A storage framework enabling lakehouse architectures—unified platforms combining data warehouse and data lake capabilities—that works with multiple query engines and can be deployed on any cloud, on-premises, or locally.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Databricks

from $0.07/moUsage-basedFree tier

Pay-as-you-go usage-based pricing from $0.069 / DBU or CU per second. Committed Use Contracts available for volume discounts. Free tier available.

Data EngineeringFrom $0.15 / DBU per second
- Orchestrate data processing
- Build streaming and batch pipelines
- Ingest data from multiple sources
Data WarehousingFrom $0.22 / DBU per second
- SQL analytics
- BI reporting
- Available in Classic and Serverless compute
Interactive WorkloadsFrom $0.40 / DBU per second
- Data science workloads
- Build custom applications
- Security and governance
Operational DatabaseFrom $0.069 / CU per second
- Postgres database
- Data and feature serving
Artificial IntelligenceFrom $0.07 / DBU per second
- GenAI applications
- Model Serving
- AI Functions
- Model Training
GenieFree
- Natural language Q&A
- AI Coding Assistant
- Enterprise Knowledge access

as of 2026-08-03verify ↗

Delta Lake

Leader

Open sourceFree tier

as of 2026-09-10verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platform and deployment support comparison
Supports	Databricks	Delta Lake
WebPlatforms	✓	-
AndroidPlatforms	✓	-
Cloud / SaaSDeployment	✓	✗
Self-hostedDeployment	✗	✓

Platforms

Web

Databricks✓

Delta Lake–

Android

Databricks✓

Delta Lake–

Deployment

Cloud / SaaS

Databricks✓

Delta Lake✗

Self-hosted

Databricks✗

Delta Lake✓

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

In common (4)

Apache Spark
MLflow
Apache Iceberg
Trino

Databricks

22 total - 18 not shared

Teams
Slack
Confluence
Power Platform
Copilot Studio
Zerobus
Microsoft Power Platform
Microsoft Teams
Delta Lake
Unity Catalog
Lakeflow
Databricks SQL
Databricks Genie
Lakebase
dbt
LangChain
PyTorch
DSPy

Independently observed

Delta Lake

Leader

35 total - 31 not shared

Apache Flink
Apache Hive
Apache Pulsar
Apache Druid
ClickHouse
PrestoDB
StarRocks
RisingWave
Dagster
Hopsworks
Kafka
AWS Athena
AWS EMR
AWS Glue
Azure Stream Analytics
Google BigQuery
Snowflake
Databricks
AWS Redshift
Microsoft Fabric
Power BI
Starburst
Oracle
Excel
+7 more

Independently observed

Still deciding?

Databricks or Delta Lake: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.