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Omni adds embed MCP tokens and webhook delivery for AI routines.
Comparison · Analytics
Apache TsFile vs GoAccess
A side-by-side editorial comparison of Apache TsFile and GoAccess — release velocity, themes, recent moves, and the top alternatives to consider.
Apache TsFile vs GoAccess: at a glance
What is Apache TsFile?
TsFile 2.5 adds Go to its Java, C++ and Python implementations.
Apache TsFile is the columnar time-series file format underneath IoTDB. The 2.x line has concentrated on the native and Python ends: Arrow-compatible results into Python DataFrames in 2.3.0, CSV, Parquet and Arrow conversion scripts in 2.3.1, SIMD and parallel reads in 2.4.0, and in October 2.5.0 with table-model read and write APIs for Go plus persistent dataset indexes. The old 1.1 line still gets occasional backport releases, most recently 1.1.4 in September.
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 TsFile vs GoAccess: editorial side-by-side
Apache TsFile
2.5ANALYTICS
TsFile 2.5 adds Go to its Java, C++ and Python implementations.
◆ Current state
Apache TsFile is the columnar time-series file format underneath IoTDB. The 2.x line has concentrated on the native and Python ends: Arrow-compatible results into Python DataFrames in 2.3.0, CSV, Parquet and Arrow conversion scripts in 2.3.1, SIMD and parallel reads in 2.4.0, and in October 2.5.0 with table-model read and write APIs for Go plus persistent dataset indexes. The old 1.1 line still gets occasional backport releases, most recently 1.1.4 in September.
◆ Where it's heading
TsFile is being shaped into an interchange format that non-JVM tools can read and write directly, with each release widening language coverage or speeding up the native path. The 1.1 backports show IoTDB users on older versions are still being supported.
◆ Prediction
Expect a 2.5.x patch release fixing the new Go and index features, following the pattern of 2.3.1 after 2.3.0.
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 TsFile 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 TsFile or GoAccess.
OpenSearch Dashboards
This feed samples OpenSearch Dashboards; its latest entry is a 2.19.7 notes commit.
Apache Iceberg
Iceberg 1.12 drops Spark 3.4 and starts laying groundwork for the v4 table spec.
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.
See all Apache TsFile alternatives → · See all GoAccess alternatives →
Recent activity from Apache TsFile and GoAccess
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 19d agoApache TsFileApache TsFile 2.5.0
- 1mo agoApache TsFileTsFile 1.1.4 backports metadata and filter fixes
- 1mo agoGoAccessGoAccess 1.12 adds AI Crawlers category and ASN exclusion
- 3mo agoApache TsFileSIMD and parallel read paths in Apache TsFile 2.4.0
- 3mo agoGoAccessGoAccess 1.11: faster parsing, less memory, crash-safe DB migration
- 5mo agoApache TsFileCSV, Parquet and Arrow conversion scripts for TsFile 2.3.1
- 6mo agoApache TsFileArrow-backed DataFrames and paginated reads in TsFile 2.3.0
- 6mo agoApache TsFileWrite-time schema changes and read/write encryption in TsFile 2.2.1
- 7mo agoGoAccessGoAccess 1.10.2
- 8mo agoGoAccessGoAccess 1.10.1
- 8mo agoGoAccessGoAccess 1.10: city geolocation, bar charts, compressed logs
- 1y agoGoAccess# Release 1.9.4 Monday, March 31, 2025
Frequently asked questions
What is the difference between Apache TsFile and GoAccess?
They serve adjacent needs but don't currently overlap on shipped themes. Apache TsFile is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 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 TsFile better than GoAccess?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Apache TsFile is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 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 TsFile?
Top Apache TsFile alternatives in Analytics are ranked by recent ship velocity. Browse the "Apache TsFile alternatives" section above for the current picks, or visit /alternatives/apache-tsfile 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.