vs

Apache Druid vs Scuba

Apache Druid: Real-time analytics database for sub-second slice-and-dice over streaming event data. Scuba: Meta's internal in-memory store for real-time event analytics; described at VLDB 2013, rebuilt as Kraken.

key differences

  • Licensing: Apache Druid is open source (permissive) (Apache License 2.0); Scuba is proprietary (Internal (not distributed)).
  • Transactions: Apache Druid offers limited ACID; Scuba offers none.
  • Only Apache Druid has joins, secondary indexes, geospatial, json, durable persistence.
  • Only Scuba has in-memory.

choose apache-druid for

  • +User-facing analytics dashboards
  • +Clickstream and ad-tech analytics
  • +Network and application telemetry
  • +Real-time operational monitoring

best at · Real-time analytics, OLAP, Time-series

choose scuba for

  • +Design reference for real-time event analytics and observability systems
  • +Understanding sampled, in-memory log analytics at internet scale

best at · Real-time analytics, Observability, OLAP

overview
Primary model
Columnar / OLAP
Columnar / OLAP
Also supports
Time-Series, Relational
Time-Series
Type
Database engine
Research prototype
Status
Active
Active
Developer
Apache Software Foundation
Meta Platforms (Facebook)
First release
2012
2013
Latest version
38.0.0 (Oct 1, 2026)
–
License
Open source (permissive)Apache License 2.0
ProprietaryInternal (not distributed)
Free tier
✓
—
popularity
WhichDB Score
35.0
0.5
Rank
#58
#638
GitHub stars
14.1K
–
Stack Overflow questions
620
–
scale & guarantees
Comfortable data size
Massive (Multi-PB)
Massive (Multi-PB)
Horizontal scaling
Native
Native
Multi-region
None
None
ACID
Limited
None
Consistency
Eventual
Eventual
Schema
Flexible
Flexible
Architecture
Distributed, Shared storage
Distributed, In memory
deployment
Self-hosted
✓
—
Vendor-managed cloud
—
—
Serverless
—
—
Embedded
—
—
Edge
—
—
Clouds
–
–
capabilities
Transactions
—
—
Joins
✓
—
Secondary indexes
✓
—
Full-text search
—
—
Vector search
—
—
Geospatial
✓
—
JSON
✓
—
Change data capture
—
—
Triggers
—
—
Stored procedures
—
—
Materialized views
—
—
TTL / expiry
✓
✓
Pub/Sub
—
—
Columnar storage
✓
✓
In-memory
—
✓
Durable persistence
✓
—
Compression
✓
✓
Encryption at rest
—
—
Role-based access
✓
—
Time travel
—
—
Branching
—
—
Online schema changes
—
—
Streaming ingest
✓
✓
Offline sync
—
—
Runs in WebAssembly
—
—
interfaces
Query languages
Druid SQL, Druid native JSON queries
SQL (CLI), GUI query builder
Client languages
Java, Python, Go, JavaScript
PHP, C++, Java, Python, JavaScript
Best for
Real-time analytics, OLAP, Time-series, Observability
Real-time analytics, Observability, OLAP

Apache Druid vs Scuba: FAQ

What is the difference between Apache Druid and Scuba?

Apache Druid: Real-time analytics database for sub-second slice-and-dice over streaming event data. Scuba: Meta's internal in-memory store for real-time event analytics; described at VLDB 2013, rebuilt as Kraken. Licensing: Apache Druid is open source (permissive) (Apache License 2.0); Scuba is proprietary (Internal (not distributed)). Transactions: Apache Druid offers limited ACID; Scuba offers none. Only Apache Druid has joins, secondary indexes, geospatial, json, durable persistence.

When should I choose Apache Druid over Scuba?

Choose Apache Druid for user-facing analytics dashboards; clickstream and ad-tech analytics; and network and application telemetry. Choose Scuba for design reference for real-time event analytics and observability systems; and understanding sampled, in-memory log analytics at internet scale.

Is Apache Druid or Scuba more popular?

Apache Druid ranks #58 on the WhichDB Score (35.0/100) and Scuba ranks #638 (0.5/100). Popularity is not fit: check the requirements that matter for your project.

Are Apache Druid and Scuba open source?

Yes. Apache Druid is open source. License: Apache License 2.0. No. Scuba is proprietary, closed-source software. License: Internal (not distributed).