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Comparison · Infra & APIs

Apache Pinot vs Lima

A side-by-side editorial comparison of Apache Pinot and Lima — release velocity, themes, recent moves, and the top alternatives to consider.

Apache Pinot vs Lima: at a glance

FeatureApache PinotLima
SectorInfra & APIs, AnalyticsInfra & APIs
Velocity score6.35.0
Sparks · 30d10
Top themesreal-time-olap, sql-ddl, vector-search, materialized-viewsvirtual-machines, containers, windows-support, cross-platform
Last editorial update1h ago55m ago
WebsiteVisit →Visit →

What is Apache Pinot?

Pinot 1.6 adds SQL DDL and vector backends, and now needs Java 25 to run its services.

1.6.0 on 29 October lets operators manage tables through CREATE, DROP and SHOW statements, gives materialized views DDL and single-stage query rewrite, and adds GROUPING SETS, ROLLUP and CUBE to both query engines. Vector search gains IVF_FLAT, IVF_PQ and IVF_ON_DISK backends alongside HNSW. The release also removes legacy pieces: native text and FST indexes, Spark 2 and Presto integrations, and APIs deprecated through 1.3.0.

Read the full Apache Pinot trajectory →

What is Lima?

Lima 2.3 nears release, with a Windows path that drops QEMU and a new TUI

Lima v2.3.0-rc.0 is out with an experimental HCS driver that removes the QEMU dependency on Windows hosts, block device attachment for VZ guests on macOS, and experimental shared, host and bridged networks on Linux hosts. limactl menu adds a menu-based interface, which now opens when limactl runs on a terminal without arguments. The default Ubuntu template moves to 26.10.

Read the full Lima trajectory →

Apache Pinot vs Lima: editorial side-by-side

Apache Pinot logo
Apache Pinot
INFRA · APISANALYTICS
6.3

Pinot 1.6 adds SQL DDL and vector backends, and now needs Java 25 to run its services.

◆ Current state

1.6.0 on 29 October lets operators manage tables through CREATE, DROP and SHOW statements, gives materialized views DDL and single-stage query rewrite, and adds GROUPING SETS, ROLLUP and CUBE to both query engines. Vector search gains IVF_FLAT, IVF_PQ and IVF_ON_DISK backends alongside HNSW. The release also removes legacy pieces: native text and FST indexes, Spark 2 and Presto integrations, and APIs deprecated through 1.3.0.

◆ Where it's heading

Pinot is moving toward being operated like a SQL database. The multi-stage engine's SQL coverage has grown release by release, and table lifecycle now joins it, while vector backends pull retrieval workloads into the same store. The upgrade cost is real: Java 25 for services, Scala 2.13 for Spark artifacts, and mixed-version limits around SMART aggregation. Federation, the headline of 1.5, doesn't feature in the 1.6 highlights.

◆ Prediction

Expect materialized-view rewrite to reach the multi-stage engine, since it is single-stage only today. A security patch on 1.6 would match what followed 1.5.0.

L
Lima
INFRA · APIS
5.0

Lima 2.3 nears release, with a Windows path that drops QEMU and a new TUI

◆ Current state

Lima v2.3.0-rc.0 is out with an experimental HCS driver that removes the QEMU dependency on Windows hosts, block device attachment for VZ guests on macOS, and experimental shared, host and bridged networks on Linux hosts. limactl menu adds a menu-based interface, which now opens when limactl runs on a terminal without arguments. The default Ubuntu template moves to 26.10.

◆ Where it's heading

The any-guest, any-host direction now reaches all three desktop platforms in one release, and each host gets a feature suited to its own virtualization stack. The menu interface is a different kind of addition: it aims at people who do not want to memorize the CLI. LFX mentees and outside contributors continue to carry much of this work, and the project's experimental-first labeling still applies to the biggest items.

◆ Prediction

A 2.3.0 final is the next step after rc.0. The HCS driver and Linux network modes should stay experimental there, following the pattern earlier platform additions took.

Alternatives to Apache Pinot and Lima

Other Infra & APIs products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Apache Pinot or Lima.

See all Apache Pinot alternatives → · See all Lima alternatives →

Recent activity from Apache Pinot and Lima

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 2d agoLima2.3.0-rc.0: HCS on Windows, VZ block devices, limactl menu
  2. 4d agoApache PinotPinot 1.6.0: SQL DDL, IVF vector search, Java 25 requirement ⚡
  3. 10d agoApache PinotPinot 1.6.0 rc1 tag, no release notes
  4. 16d agoApache PinotPinot 1.6.0 RC0: first candidate with the 1.6 highlights
  5. 29d agoLima2.3.0-beta.1: VZ block devices and native Windows OpenSSH
  6. 2mo agoLima2.3.0-beta.0: an experimental HCS driver for Windows hosts
  7. 3mo agoLima2.2.0-rc.0: Windows 11 guests and a sudo opt-out
  8. 4mo agoLima2.2.0-beta.0: Windows Server 2025 guests and TPM emulation
  9. 4mo agoApache PinotApache Pinot 1.5.1
  10. 6mo agoApache PinotApache Pinot Release 1.5.0 ⚡
  11. 6mo agoLima2.1.2-beta.0: CLI mount and rsync path fixes
  12. 1y agoApache PinotApache Pinot Release 1.4.0

Frequently asked questions

What is the difference between Apache Pinot and Lima?

They serve adjacent needs but don't currently overlap on shipped themes. Apache Pinot is currently shipping more aggressively (velocity 6.3 vs 5.0), with 1 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is Apache Pinot better than Lima?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Apache Pinot is currently shipping more aggressively (velocity 6.3 vs 5.0), with 1 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.

What are the best alternatives to Apache Pinot?

Top Apache Pinot alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Apache Pinot alternatives" section above for the current picks, or visit /alternatives/apache-pinot for the full list with editorial commentary on each.

What are the best alternatives to Lima?

Top Lima alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Lima alternatives" section above for the current picks, or visit /alternatives/lima for the full list with editorial commentary on each.