Databases · head to head
Apache Pinot vs Cloudinary
Apache Pinot
Databases
Real-time distributed OLAP datastore for analytics
- From
- Free
- Rated
- -
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; Cloudinary free plan includes only 25 monthly credits and is limited to 3 users and 1 account
- Prices and features above were last checked on 30 August 2026.
Where they differ
Only the attributes on which Apache Pinot and Cloudinary actually diverge.
| Attribute | Apache Pinot | Cloudinary |
|---|---|---|
| Pricing model | open-source | freemium |
| Platforms | Linux, Docker, Kubernetes | Web |
| Founded | 1999 | Unknown |
Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated), category (Databases).
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
- Kafka
Only in Cloudinary
Nothing recorded that Apache Pinot does not also cover.
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 Cloudinary
- User-facing dashboards inside a productnot Cloudinary
- Real-time metrics at high ingest ratesnot Cloudinary
- Petabyte-scale analytics as run at LinkedIn and Ubernot Cloudinary
Cloudinary
- Automating image transformations and delivery across multiple devicesnot Apache Pinot
- Generating AI-powered image captions and alternative text at scalenot Apache Pinot
- Transcoding and optimizing video with automatic subtitle generationnot Apache Pinot
- Building workflow automation for content teams without codingnot 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
Cloudinary
- Free plan includes only 25 monthly credits and is limited to 3 users and 1 account
- Enterprise plan pricing is custom; rates not published
- Monthly billing is more expensive than annual; yearly plan is $89/month for Plus ($224/month for Advanced)
Pricing, plan by plan
Apache Pinot
Free- Open SourceFree
- Real-time analytics
- SQL queries
- Horizontal scaling
Cloudinary
Free- FreeFree
- Upload widget
- API
- Search
- Plus$99/month
- All Free features
- S3 bucket backup
- Auto-tagging search
- Advanced$249/month
- All Plus features
- Custom domain (CNAME)
- Optional HTTPS SSL
- Enterprise$null/custom
- Multi-CDN infrastructure
- Enterprise SLAs
- Designated success manager
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.
Questions people ask
- Is Apache Pinot or Cloudinary better?
- Neither clearly leads. Apache Pinot starts at Free and Cloudinary at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Apache Pinot or Cloudinary?
- Apache Pinot starts at Free and Cloudinary at Free.
- Does Apache Pinot or Cloudinary run on more platforms?
- Apache Pinot runs on Linux, Docker, Kubernetes. Cloudinary runs on 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 Cloudinary is typically brought in for.
- What can Apache Pinot do that Cloudinary cannot?
- Apache Pinot covers Real-time Analytics, Column-oriented, Distributed Processing, SQL Support.
Answered from the vendors’ own pages
Apache Pinot: How much does Apache Pinot cost?
Apache Pinot is free and open-source. It is provided under the Apache License, which allows free use, modification, and distribution.
SourceCloudinary: What are included in Cloudinary's free plan?
Cloudinary's free plan includes upload widget, API access, search, remote fetch, auto-backup, revision tracking, image and video transformations, video transcoding, and CDN delivery. The free plan includes 25 monthly credits, 3 users, and 1 account with community support.
SourceApache Pinot: Is Apache Pinot free for commercial use?
Yes. Apache Pinot is licensed under the Apache License, which explicitly permits commercial use at no cost.
SourceCloudinary: How does Cloudinary's credit system work?
Cloudinary credits measure usage: one credit equals 1,000 transformations, or 1 GB managed storage, or 1 GB image bandwidth, or 2 GB video bandwidth. The free plan grants 25 credits per month, Plus plan 225 monthly credits, and Advanced plan 600 monthly credits.
SourceApache Pinot: Can I run Apache Pinot locally or with Docker?
Yes. Apache Pinot offers a Docker quickstart and free downloads of the latest version (1.5.1 at the time of the page). You are responsible for hosting and infrastructure.
SourceCloudinary: What is the difference between Cloudinary Plus and Advanced plans?
Plus plan costs $99/month (or $89/month annually) and includes S3 backup, auto-tagging, and expedited support for up to 3 users across 2 accounts with 225 credits. Advanced is $249/month ($224/month annually), adds custom domain (CNAME) and SSL options for 5 users across 3 accounts with 600 credits.
SourceApache Pinot: Are there restrictions on how I can use Apache Pinot?
The Apache License permits unrestricted use, but requires retention of license notices and statements. No usage limits or feature restrictions are enforced.
SourceCloudinary: Does Cloudinary offer annual billing discounts?
Yes. Cloudinary's annual billing provides discounts: Plus plan is $89/month when billed yearly (versus $99/month monthly), and Advanced plan is $224/month when billed yearly (versus $249/month monthly).
SourceRelated pages
More on Apache Pinot
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