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Comparison · Analytics
Apache Iceberg vs Pinpoint
A side-by-side editorial comparison of Apache Iceberg and Pinpoint — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Iceberg vs Pinpoint: at a glance
What is Apache Iceberg?
Iceberg 1.12 drops Spark 3.4 and starts laying groundwork for the v4 table spec.
Apache Iceberg maintains several minor lines at once, and most visible work is backports and dependency updates. 1.12.0 on September 30 is broader: it removes Spark 3.4 support, adds V4 groundwork such as relative paths in the spec and Parquet or Avro manifests, adds a REST unregister-table endpoint and content stats in the spec, and writes shredded Variant from Flink. Kafka Connect now reports commit failures instead of swallowing them.
What is Pinpoint?
Pinpoint 4.0 takes OpenTelemetry traces without its agent; 3.1.1 tames reactive overhead.
Pinpoint, the open-source APM, opened its 4.0 line on 29 October: services on by default, OpenTelemetry traces ingested without the Pinpoint agent, and service-based alarms. A month earlier, 3.1.1 cut agent overhead on Reactor, WebFlux and Kotlin coroutine workloads, added Spring Framework 7 compatibility and hardened the Web and Batch modules, with no schema changes.
Apache Iceberg vs Pinpoint: editorial side-by-side
Apache Iceberg
0.0ANALYTICS
Iceberg 1.12 drops Spark 3.4 and starts laying groundwork for the v4 table spec.
◆ Current state
Apache Iceberg maintains several minor lines at once, and most visible work is backports and dependency updates. 1.12.0 on September 30 is broader: it removes Spark 3.4 support, adds V4 groundwork such as relative paths in the spec and Parquet or Avro manifests, adds a REST unregister-table endpoint and content stats in the spec, and writes shredded Variant from Flink. Kafka Connect now reports commit failures instead of swallowing them.
◆ Where it's heading
The project is moving from maintenance-only releases back to spec work, with V4 pieces landing in stages. Older engine versions are being dropped as that happens.
◆ Prediction
Expect more V4 spec and core pieces in 1.13 and patch releases on 1.11 and 1.12; a V4 release date is not visible in the entries.
Pinpoint
3.8ANALYTICS
Pinpoint 4.0 takes OpenTelemetry traces without its agent; 3.1.1 tames reactive overhead.
◆ Current state
Pinpoint, the open-source APM, opened its 4.0 line on 29 October: services on by default, OpenTelemetry traces ingested without the Pinpoint agent, and service-based alarms. A month earlier, 3.1.1 cut agent overhead on Reactor, WebFlux and Kotlin coroutine workloads, added Spring Framework 7 compatibility and hardened the Web and Batch modules, with no schema changes.
◆ Where it's heading
Pinpoint is loosening the tie between its backend and its own Java agent, which widens who can send it data. The 3.x line keeps the agent fast on modern reactive stacks while 4.0 takes the platform changes, the same split between rare structural jumps and steady patch work seen across 3.0 and 3.1.
◆ Prediction
Expect 4.0.x patches settling OpenTelemetry ingest and the services model, with 3.1.x receiving backports in parallel as 3.0.x did after 3.1.0.
Alternatives to Apache Iceberg and Pinpoint
Other Analytics 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 Iceberg or Pinpoint.
ManageEngine Log360
Log360's September build fixes the migration to the unified console.
Deepnote
Deepnote's agent now runs from first prompt to finished notebook without handoffs.
Apache Storm
Storm 3.1 adds an Iceberg sink and closes a long list of security gaps in Nimbus and the UI.
Apache HertzBeat
HertzBeat's 1.9.0 is on its second release candidate, and the feed still skips 1.8.0.
OpenPanel
OpenPanel moves from 3.18 to 3.20 in two days, still without a word of release notes.
See all Apache Iceberg alternatives → · See all Pinpoint alternatives →
Recent activity from Apache Iceberg and Pinpoint
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 4d agoPinpoint4.0.0 release ⚡
- 1mo agoPinpointPinpoint 3.1.1 cuts agent overhead on reactive Java apps
- 1mo agoApache IcebergIceberg 1.12.0: Spark 3.4 dropped, first V4 spec pieces
- 5mo agoPinpoint3.1.0 rebuilds ServerMap and lifts application names to 254 characters ⚡
- 5mo agoApache Iceberg1.11.0 opens a new line on Spark 4.0.1
- 5mo agoApache IcebergBackport release fixes delete ordering and a compression CVE
- 7mo agoPinpoint3.0.5: backports and a move to Central Portal publishing
- 10mo agoApache IcebergNullability and REST catalog validation fixes
- 11mo agoPinpoint3.0.4 adds Java 26, Kafka Streams and nested Spring Boot JAR support
- 1y agoApache IcebergFlink 2.0 support and Variant type reaches Parquet
- 1y agoApache IcebergStop retrying object-store 502 and 504 responses
- 1y agoPinpoint3.0.3 adds an S3 client plugin and Kafka 4.x compatibility
Frequently asked questions
What is the difference between Apache Iceberg and Pinpoint?
They serve adjacent needs but don't currently overlap on shipped themes. Pinpoint is currently shipping more aggressively (velocity 3.8 vs 0.0), 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 Iceberg better than Pinpoint?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Pinpoint is currently shipping more aggressively (velocity 3.8 vs 0.0), with 1 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to Apache Iceberg?
Top Apache Iceberg alternatives in Analytics are ranked by recent ship velocity. Browse the "Apache Iceberg alternatives" section above for the current picks, or visit /alternatives/apache-iceberg for the full list with editorial commentary on each.
What are the best alternatives to Pinpoint?
Top Pinpoint alternatives in Analytics are ranked by recent ship velocity. Browse the "Pinpoint alternatives" section above for the current picks, or visit /alternatives/pinpoint for the full list with editorial commentary on each.