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Databases · head to head

Apache Pinot vs OpsLevel

Apache Pinot logo

Apache Pinot

Databases

Real-time distributed OLAP datastore for analytics

From
Free
Free plan
Yes
Visit Apache PinotFull review
OpsLevel logo

OpsLevel

Developer Tools

Internal developer portal that scores service ownership and production readiness

From
On request
Free plan
No
Visit OpsLevelFull review

The short version

  • Apache Pinot is a real-time distributed OLAP datastore.
  • Apache Pinot is free; OpsLevel prices on request.
  • Only Apache Pinot lists real-time Analytics; only OpsLevel lists service catalogue.
  • Where Apache Pinot falls short: self-hosted and distributed, so running it means operating a cluster rather than consuming a service.
  • Prices and features on this page were last checked on 13 November 2026.

Where they differ

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

Attributes where Apache Pinot and OpsLevel differ
AttributeApache PinotOpsLevel
Starting priceFreeOn request
Pricing modelOpen-sourceQuote
Free tierYesNo
PlatformsLinux, Self-hostedWeb
CategoryDatabasesDeveloper Tools

Not yet recorded: founded for OpsLevel.

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 OpsLevel

  • Service catalogue
  • Scorecards and rubric
  • Checks
  • Campaigns
  • Self-service actions
  • Slack and Teams integration
  • Catalogue auto-enrichment
  • Deployment on request

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 OpsLevel
  • User-facing dashboards inside a productnot OpsLevel
  • Real-time metrics at high ingest ratesnot OpsLevel
  • Petabyte-scale analytics as run at LinkedIn and Ubernot OpsLevel

OpsLevel

  • A platform team that needs to prove every production service has a named owner and an on-call rota before an auditnot Apache Pinot
  • Driving a fleet-wide migration such as a runtime upgrade across 400 services with a deadline and visible progressnot Apache Pinot
  • Giving developers a paved road to create a new service from a template without waiting on the platform teamnot Apache Pinot
  • An organisation where an incident took an hour to route because nobody could identify the owning teamnot 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

OpsLevel

  • OpsLevel does not publish prices at all, not even a starting figure, so you cannot size a budget or compare against Backstage's zero licence cost without entering a sales cycle
  • The Standard plan caps at 50 users, which is below the size at which service ownership becomes a real problem, so most genuine buyers land on Enterprise and its unpublished pricing
  • Scores are only as honest as the metadata teams maintain; where ownership records go stale the rubric produces confident numbers about a catalogue that no longer reflects reality, and leadership acts on them
  • It reports on quality rather than producing it, so it can generate friction between platform teams who set the rubric and product teams who see it as a scoreboard imposed on them without extra headcount to fix the findings
  • As a hosted product it needs read access to source control, cloud accounts and observability tooling, which is a meaningful vendor review in regulated environments; on-premises exists but only on the Enterprise tier

Pricing, plan by plan

Apache Pinot

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

OpsLevel

On request
  • StandardOn request
    • Up to 50 users
    • Unlimited catalogued components
    • Scorecards, campaigns and the global rubric
  • EnterpriseOn request
    • Unlimited users
    • Custom integrations
    • Customisable dashboards

Which should you pick?

Choose Apache Pinot if

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

Choose OpsLevel if

  • You need service catalogue.
  • You also want scorecards and rubric.
OpsLevel review

Questions people ask

Is Apache Pinot or OpsLevel better?
Neither clearly leads. Apache Pinot starts at Free and OpsLevel at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Apache Pinot or OpsLevel?
Apache Pinot has a free tier; the other does not. Paid plans start at Free for Apache Pinot and On request for OpsLevel.
Does Apache Pinot or OpsLevel run on more platforms?
Apache Pinot runs on Linux, Self-hosted. OpsLevel runs on Web.
Can I use Apache Pinot for free?
Yes. Apache Pinot has a free tier, so you can try it without paying. OpsLevel starts at On request.
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 OpsLevel is typically brought in for.
What can Apache Pinot do that OpsLevel cannot?
Apache Pinot covers Real-time Analytics, Column-oriented, Distributed Processing, SQL Support. OpsLevel covers Service catalogue, Scorecards and rubric, Checks, Campaigns.

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.

Source
OpsLevel: How much does OpsLevel cost?

It does not publish pricing. Billing is per developer using the portal, with volume discounts, and a quote requires a sales conversation.

Apache 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.

Source
OpsLevel: How does it compare with Backstage?

Backstage has no licence fee but you staff a team to build and run it. OpsLevel is hosted with checks, campaigns and scorecards out of the box, and you pay per developer instead.

Apache 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.

Source
OpsLevel: Does it require writing catalogue YAML by hand?

No. It auto-discovers and enriches entries from connected systems, though teams still curate ownership and metadata.

Apache 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.

Source
OpsLevel: Can it run on premises?

Yes, but only on the Enterprise plan.

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