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Omni adds embed MCP tokens and webhook delivery for AI routines.
Comparison · Analytics
Apache Iceberg vs GoAccess
A side-by-side editorial comparison of Apache Iceberg and GoAccess — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Iceberg vs GoAccess: 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 GoAccess?
GoAccess 1.12 splits AI crawlers from search bots in web log reports.
GoAccess is a mature open-source web log analyzer with a terminal UI and self-contained HTML reports. After 1.11's parsing and memory gains in July, 1.12 on September 16 adds a dedicated AI Crawlers category separating AI assistants and training bots from search crawlers, a Fediverse category, a live requests-per-second rate and an option to exclude traffic by ASN. It also refuses database restores whose grouping settings no longer match.
Apache Iceberg vs GoAccess: 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.
GoAccess
0.0ANALYTICS
GoAccess 1.12 splits AI crawlers from search bots in web log reports.
◆ Current state
GoAccess is a mature open-source web log analyzer with a terminal UI and self-contained HTML reports. After 1.11's parsing and memory gains in July, 1.12 on September 16 adds a dedicated AI Crawlers category separating AI assistants and training bots from search crawlers, a Fediverse category, a live requests-per-second rate and an option to exclude traffic by ASN. It also refuses database restores whose grouping settings no longer match.
◆ Where it's heading
GoAccess is adapting its traffic classification to how sites are now crawled, with AI bots and Fediverse servers as distinct sources. Releases continue on a roughly two-to-five-month cycle.
◆ Prediction
Expect more bot classification and filtering options in the next release; timing is unclear.
Alternatives to Apache Iceberg and GoAccess
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 GoAccess.
OpenSearch Dashboards
This feed samples OpenSearch Dashboards; its latest entry is a 2.19.7 notes commit.
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.
See all Apache Iceberg alternatives → · See all GoAccess alternatives →
Recent activity from Apache Iceberg and GoAccess
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agoApache IcebergIceberg 1.12.0: Spark 3.4 dropped, first V4 spec pieces
- 1mo agoGoAccessGoAccess 1.12 adds AI Crawlers category and ASN exclusion
- 3mo agoGoAccessGoAccess 1.11: faster parsing, less memory, crash-safe DB migration
- 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 agoGoAccessGoAccess 1.10.2
- 8mo agoGoAccessGoAccess 1.10.1
- 8mo agoGoAccessGoAccess 1.10: city geolocation, bar charts, compressed logs
- 10mo agoApache IcebergNullability and REST catalog validation fixes
- 1y agoApache IcebergFlink 2.0 support and Variant type reaches Parquet
- 1y agoApache IcebergStop retrying object-store 502 and 504 responses
- 1y agoGoAccess# Release 1.9.4 Monday, March 31, 2025
Frequently asked questions
What is the difference between Apache Iceberg and GoAccess?
They serve adjacent needs but don't currently overlap on shipped themes. Apache Iceberg and GoAccess are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). 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 GoAccess?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Apache Iceberg and GoAccess are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). 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 GoAccess?
Top GoAccess alternatives in Analytics are ranked by recent ship velocity. Browse the "GoAccess alternatives" section above for the current picks, or visit /alternatives/goaccess for the full list with editorial commentary on each.