whichdb
vs

Apache Pinot vs Firebolt

Apache Pinot: Real-time OLAP store from LinkedIn for user-facing analytics at very high query rates. Firebolt: Low-latency analytical database with a Postgres-compliant dialect, as cloud service or self-hosted Core.

key differences

  • Licensing: Apache Pinot is open source (permissive) (Apache License 2.0); Firebolt is source-available (Elastic License 2.0 (Firebolt Core); open-source release in preview).
  • Apache Pinot is built for larger datasets (Multi-PB) than Firebolt (≤ 1 PB).
  • Transactions: Apache Pinot offers none ACID; Firebolt offers full.
  • Only Apache Pinot has secondary indexes, full-text search, vector search, geospatial, ttl / expiry.
  • Only Firebolt has materialized views, encryption at rest.

choose apache-pinot for

  • +User-facing analytics in products
  • +Real-time business metrics and anomaly detection
  • +Ad and marketplace analytics
  • +Operational dashboards on streaming data

best at · Real-time analytics, OLAP, Observability

choose firebolt for

  • +Customer-facing analytics in SaaS products
  • +High-concurrency dashboards
  • +Serving data to AI agents
  • +Self-hosted analytics on Kubernetes

best at · OLAP, Real-time analytics, Warehouse

Apache PinotReal-time OLAP store from LinkedIn for user-facing analytics at very high query rates.
FireboltLow-latency analytical database with a Postgres-compliant dialect, as cloud service or self-hosted Core.
overview
Primary model
Columnar / OLAP
Columnar / OLAP
Also supports
Relational, Time-Series
Relational, Document
Type
Database engine
Database engine
Status
Active
Active
Developer
Apache Software Foundation
Firebolt Analytics
First release
2015
2020
Latest version
1.5.1 (Jun 5, 2026)
–
License
Open source (permissive)Apache License 2.0
Source-availableElastic License 2.0 (Firebolt Core); open-source release in preview
Free tier
✓
✓
popularity
WhichDB Score
29.9
7.8
Rank
#88
#334
GitHub stars
6.2K
256
Stack Overflow questions
23
–
scale & guarantees
Comfortable data size
Massive (Multi-PB)
Large (≤ 1 PB)
Horizontal scaling
Native
Native
Multi-region
None
None
ACID
None
Full
Consistency
Eventual
Strong
Schema
Strict
Strict
Architecture
Distributed, Shared storage
Distributed, Shared storage, Single node
deployment
Self-hosted
✓
✓
Vendor-managed cloud
—
✓
Serverless
—
—
Embedded
—
—
Edge
—
—
Clouds
–
AWS
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
SQL (Calcite-based)
SQL (PostgreSQL-compliant dialect)
Client languages
Java, Python, Go, JavaScript, C#
Python, JavaScript, Java, Go, .NET
Best for
Real-time analytics, OLAP, Observability
OLAP, Real-time analytics, Warehouse, Lakehouse
Add more to this comparisonNot sure either fits? Try smart match

Apache Pinot vs Firebolt: FAQ

What is the difference between Apache Pinot and Firebolt?

Apache Pinot: Real-time OLAP store from LinkedIn for user-facing analytics at very high query rates. Firebolt: Low-latency analytical database with a Postgres-compliant dialect, as cloud service or self-hosted Core. Licensing: Apache Pinot is open source (permissive) (Apache License 2.0); Firebolt is source-available (Elastic License 2.0 (Firebolt Core); open-source release in preview). Apache Pinot is built for larger datasets (Multi-PB) than Firebolt (≤ 1 PB). Transactions: Apache Pinot offers none ACID; Firebolt offers full.

When should I choose Apache Pinot over Firebolt?

Choose Apache Pinot for user-facing analytics in products; real-time business metrics and anomaly detection; and ad and marketplace analytics. Choose Firebolt for customer-facing analytics in SaaS products, high-concurrency dashboards and serving data to AI agents.

Is Apache Pinot or Firebolt more popular?

Apache Pinot ranks #88 on the WhichDB Score (29.9/100) and Firebolt ranks #334 (7.8/100). Popularity is not fit: check the requirements that matter for your project.

Are Apache Pinot and Firebolt open source?

Yes. Apache Pinot is open source. License: Apache License 2.0. Not in the OSI sense. Firebolt is source-available: you can read the code, but the license restricts some uses, typically offering it as a competing managed service. License: Elastic License 2.0 (Firebolt Core); open-source release in preview.