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Databases · head to head

Apache Pinot vs Equals

Apache Pinot logo

Apache Pinot

Databases

Real-time distributed OLAP datastore for analytics

From
Free
Rated
-
Full reviewWebsite
Equals logo

Equals

Spreadsheets

A real spreadsheet with SQL result sets landing in its cells, now sold only on annual contracts starting at 24,000 USD

From
$24000/year
Rated
-
Full reviewWebsite

The short version

  • Only Apache Pinot has a free tier, so it costs nothing to try first.
  • Each has a real cost: Apache Pinot self-hosted and distributed, so running it means operating a cluster rather than consuming a service; Equals the price list now starts at 24,000 USD a year with no monthly billing and no self-serve signup, having offered a free plan in 2023 and 39 USD per seat in 2024, so any team that evaluated it previously is looking at a different product commercially.
  • They diverge on capability: Apache Pinot covers Real-time Analytics, Equals covers Connected sheets.
  • Prices and features above were last checked on 31 August 2026.

Where they differ

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

Attributes where Apache Pinot and Equals differ
AttributeApache PinotEquals
Starting priceFree$24000/year
Pricing modelopen-sourcePer year by connector count and refresh frequency
Free tierYesNo
PlatformsLinux, Docker, KubernetesWeb, API
CategoryDatabasesSpreadsheets
Founded1999Unknown

Identical on both: user rating (Not yet rated).

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 Equals

  • Connected sheets
  • Real spreadsheet mechanics
  • Cell references into SQL
  • Equals Warehouse
  • Views
  • Writeback

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

Equals

  • A revenue operations team that wants software metrics computed in a spreadsheet rather than defined in a BI semantic layernot Apache Pinot
  • Analysts who need a SQL result and manual assumptions in the same file, with the assumptions visible as cellsnot Apache Pinot
  • Joining Stripe, Salesforce and a production database without building a warehouse and pipeline firstnot Apache Pinot
  • Distributing a recurring numbers pack to Slack, email or a wall display without rebuilding it as a dashboardnot 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

Equals

  • The price list now starts at 24,000 USD a year with no monthly billing and no self-serve signup, having offered a free plan in 2023 and 39 USD per seat in 2024, so any team that evaluated it previously is looking at a different product commercially.
  • Your data is copied out of your infrastructure by design, into a Snowflake warehouse that Equals operates, with Fivetran holding non-SQL source data in transit, and no self-hosted or bring-your-own-warehouse option is documented.
  • The financial function category contains only IRR, NPV and PMT, with no XIRR, XNPV, FV, PV, RATE or NPER, and there is no LAMBDA, LET, OFFSET or INDIRECT, so a substantial class of existing spreadsheet models cannot be ported without rework.
  • No documentation of importing or exporting Excel files exists anywhere in the docs index; the supported file sources are CSV and Google Sheets and the only documented export is dashboards as PDF, which is a notable gap for a product positioning itself as a successor to Excel.
  • Data freshness is a pricing lever rather than a setting, at six hours on Essential, one hour on Business and fifteen minutes on Enterprise, and the feature that removes row limits is itself gated above the entry tier, so the Essential row ceiling is neither published nor unlimited.

Pricing, plan by plan

Apache Pinot

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

Equals

$24000/year
  • Essential$24000/year
    • Unlimited viewers and unlimited editors
    • 3 connectors
    • Data sync every 6 hours
  • Business$36000/year
    • Unlimited viewers and unlimited editors
    • 5 connectors or a warehouse connection
    • Data sync every hour
  • Enterprise$60000/year
    • Unlimited viewers and unlimited editors
    • Unlimited connectors or a warehouse connection
    • Data sync every 15 minutes
  • Connector add-ons$199/month
    • 199 USD per month for each additional database or import script connector
    • 699 USD per month for each additional connector of any other type
    • Available on Business and Enterprise

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 Equals if

  • You need connected sheets.
  • You work on Web, API.
  • You also want real spreadsheet mechanics.
Equals review

Questions people ask

Is Apache Pinot or Equals better?
Neither clearly leads. Apache Pinot starts at Free and Equals at $24000/year, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Apache Pinot or Equals?
Apache Pinot has a free tier; the other does not. Paid plans start at Free for Apache Pinot and $24000/year for Equals.
Does Apache Pinot or Equals run on more platforms?
Apache Pinot runs on Linux, Docker, Kubernetes. Equals runs on Web, API.
Can I use Apache Pinot for free?
Yes. Apache Pinot has a free tier, so you can try it without paying. Equals starts at $24000/year.
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 Equals is typically brought in for.
What can Apache Pinot do that Equals cannot?
Apache Pinot covers Real-time Analytics, Column-oriented, Distributed Processing, SQL Support. Equals covers Connected sheets, Real spreadsheet mechanics, Cell references into SQL, Equals Warehouse.

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
Equals: Is it a real spreadsheet or a modelling tool with a grid?

A real spreadsheet. A1 references, absolute reference locking, pivot tables and spilling array formulas all work, and SQL results land in ranges that ordinary cells reference.

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
Equals: What does it actually cost?

24,000 USD a year for Essential, 36,000 for Business and 60,000 for Enterprise, billed annually. There is no monthly option and no self-serve signup; the trial is negotiated per customer.

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
Equals: Are seats charged?

No. Viewers and editors are unlimited on every plan. The meters are connector count, refresh frequency and AI spend, with additional connectors at 199 or 699 USD a month.

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
Equals: Does my data stay in my own warehouse?

No. Connecting more than one source syncs data into a Snowflake warehouse that Equals runs, and non-SQL sources pass through Fivetran. There is no documented self-hosted option.

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