Skip to main content

BigQuery vs Databricks

Side-by-side comparison of BigQuery and Databricks. Data-driven analysis for CTOs and engineering leaders.

Technical Profile

BigQuery

Scalability
very high
Performance
very high
Learning Curve
easy
Maturity
mature
Languages: SQL

Databricks

Scalability
very high
Performance
very high
Learning Curve
moderate
Maturity
mature
Languages: SQL, Python, Scala, R

When to Use

BigQuery

  • +GCP environment
  • +Large-scale analytics
  • +ML workloads

Avoid BigQuery when

  • -Multi-cloud strategy
  • -Predictable costs needed
  • -Self-hosting required

Databricks

  • +ML + analytics combined
  • +Large data volumes
  • +Data science teams

Avoid Databricks when

  • -Simple analytics
  • -Small data volumes
  • -Budget constraints

Compliance & Security

BigQuery

SOC 2GDPRHIPAAPCI-DSS

Security Features

EncryptionAudit LogsRBACMFA

Databricks

SOC 2GDPRHIPAAPCI-DSS

Security Features

EncryptionAudit LogsRBACMFA

Operations

BigQuery

Maintenance
low
Monitoring
low
Backup/Recovery
simple
Hosting: cloud

Databricks

Maintenance
low
Monitoring
medium
Backup/Recovery
simple
Hosting: cloud, managed

Frequently Asked Questions

How does scalability compare between BigQuery and Databricks?

BigQuery offers very-high scalability, while Databricks offers very-high scalability. Consider your expected traffic and data volume when choosing.

Which has the easier learning curve: BigQuery or Databricks?

BigQuery has a easy learning curve, while Databricks has a moderate learning curve. Factor in your team's existing skills and onboarding timeline.

What are the pricing differences between BigQuery and Databricks?

BigQuery uses a usage-based pricing model starting at $5/TB queried + storage with a free tier. Databricks uses a usage-based pricing model starting at DBU-based pricing with a free tier. Evaluate total cost of ownership including operational overhead.

Which option is better for compliance: BigQuery or Databricks?

BigQuery supports SOC 2, GDPR, HIPAA, PCI-DSS. Databricks supports SOC 2, GDPR, HIPAA, PCI-DSS. Always verify current certifications directly with the vendor.

Related comparisons

Still weighing BigQuery vs Databricks?

Accounts are opening soon. Save this comparison, keep your tool results, and get your invite before the public launch. One email, nothing else.

No spam. We only email you about your invite.

Need help deciding between BigQuery vs Databricks?

Use our interactive decision tool for a personalized recommendation.