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Apache Iceberg vs Apache Pinot: Which Should You Choose in 2026?

Choosing between Apache Iceberg and Apache Pinot comes down to understanding what each tool does best. This comparison breaks down the key differences so you can make an informed decision based on your specific needs, not marketing claims.

By Toolradar Team · Last updated February 28, 2026 · Methodology

Short on time? Here's the quick answer

We've tested both tools. Here's who should pick what:

Apache Iceberg

An open table format for huge analytic datasets.

Best for you if:

  • • You need managed databases features specifically
  • Open table format for large analytical datasets.
  • Provides ACID transactions and schema evolution.

Apache Pinot

Unlock real-time insights from petabyte-scale data with ultra low-latency analytics.

Best for you if:

  • • You need web analytics features specifically
  • Real-time OLAP datastore for ultra low-latency analytics.
  • Scalable and fault-tolerant, handling petabyte data and high concurrency.
At a Glance
Apache IcebergApache Iceberg
Apache PinotApache Pinot
Price
FreeFree
Best For
Managed DatabasesWeb Analytics
Rating
/100/100
FeatureApache IcebergApache Pinot
Pricing ModelFreeFree
Editorial Score
Community RatingNo ratings yetNo ratings yet
Total Reviews00
Community Upvotes
0
0
Categories
Managed DatabasesETL & Data Pipelines
Web AnalyticsProduct Analytics

How Apache Iceberg and Apache Pinot Compare

Apache Iceberg

An open table format for huge analytic datasets.

Free

Apache Pinot

Unlock real-time insights from petabyte-scale data with ultra low-latency analytics.

Free

Apache Iceberg is a managed databases tool. Apache Pinot is in web analytics.

Who Should Use What?

On a budget?

Both are free. Compare plans on their websites.

Go with: Apache Iceberg

Want the highest-rated option?

Neither has been rated yet.

Go with: Apache Iceberg

Value user reviews?

Neither has user reviews yet.

Go with: Apache Iceberg

3 Questions to Help You Decide

1

What's your budget?

Both are free. Pricing won't help you decide here.

2

What's your use case?

Apache Iceberg is a managed databases tool. Apache Pinot is in web analytics. Pick the category that matches your needs.

3

How important are ratings?

Not all tools have been rated yet.

Key Takeaways

Apache Iceberg

  • Completely free
  • Our pick for this comparison

Apache Pinot

  • Better fit for web analytics

The Bottom Line

Apache Iceberg is our pick.

Frequently Asked Questions

Is Apache Iceberg or Apache Pinot better?

Apache Iceberg scores high/100 in our evaluation. Both are free.

What are Apache Iceberg and Apache Pinot used for?

Apache Iceberg: An open table format for huge analytic datasets.. Apache Pinot: Unlock real-time insights from petabyte-scale data with ultra low-latency analytics..

What does Apache Iceberg cost vs Apache Pinot?

Apache Iceberg is completely free. Apache Pinot is completely free. Visit their websites for detailed pricing.

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