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Apache Pinot vs Couchbase

Apache Pinot logo

Apache Pinot

Software

Real-time distributed OLAP datastore for analytics

From
Free
Rated
-
Full reviewWebsite
Couchbase logo

Couchbase

Software

The modern database for enterprise applications

From
Free
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Apache Pinot self-hosted and distributed, so running it means operating a cluster rather than consuming a service; Couchbase the free tier is a single node with 8 GB of storage and forum support only
  • They diverge on capability: Apache Pinot covers Real-time Analytics, Couchbase covers JSON Document Model.

Where they differ

Only the attributes on which Apache Pinot and Couchbase actually diverge.

Attributes where Apache Pinot and Couchbase differ
AttributeApache PinotCouchbase
Pricing modelopen-sourcefreemium
PlatformsLinux, Docker, KubernetesLinux, Windows, Mac, Docker, Web
Founded19992011

Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated), category (Unknown).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in Apache Pinot

  • Real-time Analytics
  • Column-oriented
  • Distributed Processing
  • SQL Support
  • Pluggable Indexing
  • Star-tree Index
  • Upsert Support
  • Presto

Only in Couchbase

  • JSON Document Model
  • SQL++ Query
  • Full-text Search
  • Eventing
  • Analytics
  • Mobile Sync
  • Multi-dimensional Scaling
  • Kubernetes

Both cover

  • Kafka
  • Spark
  • Linux support
  • Docker support

What people use each for

The jobs each tool is most often brought in to do.

Apache Pinot

  • Sub-second analytics queries on freshly ingested datanot Couchbase
  • User-facing dashboards inside a productnot Couchbase
  • Real-time metrics at high ingest ratesnot Couchbase
  • Petabyte-scale analytics as run at LinkedIn and Ubernot Couchbase

Couchbase

  • Running a distributed NoSQL document database as a managed servicenot Apache Pinot
  • Mobile sync and offline first applications backed by a cloud databasenot Apache Pinot

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

Apache Pinot

  • Self-hosted and distributed, so running it means operating a cluster rather than consuming a service
  • Managed hosting comes from third parties such as StarTree rather than from the project
  • Built for user-facing real-time OLAP, so it is not a general purpose database

Couchbase

  • The free tier is a single node with 8 GB of storage and forum support only
  • Node rates are hourly and quoted as starting figures, from $0.15 an hour on Basic to $0.49 on Enterprise
  • The Developer Pro and Enterprise plans require 3 nodes, so the hourly rate multiplies before any usage
  • Backup storage is billed separately at $0.07 per GB a month, and analytics backups at $0.14
  • Support response time is a plan feature, at 8 hours on Developer Pro against 30 minutes on Enterprise
  • AI and analytics run as separately priced planes at up to $0.86 an hour per node

Pricing, plan by plan

Apache Pinot

Free
  • Open SourceFree
    • Real-time analytics
    • SQL queries
    • Horizontal scaling

Couchbase

Free
  • CommunityFree
    • Full features
    • Community support
    • Self-managed
  • Capella FreeFree
    • Managed service
    • Limited resources
    • Cloud hosted

Which should you pick?

Choose Apache Pinot if

  • You need real-time analytics.
  • You want to start without paying.
  • You work on Linux, Docker, Kubernetes.
  • You also want column-oriented.
Apache Pinot review

Choose Couchbase if

  • You need json document model.
  • You want to start without paying.
  • You work on Linux, Windows, Mac, Docker, Web.
  • You also want sql++ query.
Couchbase review

Questions people ask

Is Apache Pinot or Couchbase better?
Neither clearly leads. Apache Pinot starts at Free and Couchbase at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Apache Pinot or Couchbase?
Apache Pinot starts at Free and Couchbase at Free.
Does Apache Pinot or Couchbase run on more platforms?
Apache Pinot runs on Linux, Docker, Kubernetes. Couchbase runs on Linux, Windows, Mac, Docker, Web.
Can I use Apache Pinot for free?
Both have a free tier, so you can try either at no cost before committing.
What is Apache Pinot best used for?
Apache Pinot is most often used for sub-second analytics queries on freshly ingested data, user-facing dashboards inside a product, real-time metrics at high ingest rates, petabyte-scale analytics as run at linkedin and uber. Of those, sub-second analytics queries on freshly ingested data and user-facing dashboards inside a product are not what Couchbase is typically brought in for.
What can Apache Pinot do that Couchbase cannot?
Apache Pinot covers Real-time Analytics, Column-oriented, Distributed Processing, SQL Support. Couchbase covers JSON Document Model, SQL++ Query, Full-text Search, Eventing. Both handle Kafka, Spark, Linux support, Docker support.
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