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Comparison · Analytics
Apache TsFile vs Fulcrum
A side-by-side editorial comparison of Apache TsFile and Fulcrum — release velocity, themes, recent moves, and the top alternatives to consider.
Apache TsFile vs Fulcrum: at a glance
| Feature | Apache TsFile | Fulcrum |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 2.5 | 6.3 |
| Sparks · 30d | 0 | 1 |
| Top themes | time-series, columnar-format, apache-arrow, python-bindings | field data collection, ai assistant, mobile, gis |
| Last editorial update | 2mo ago | 1d ago |
| Website | Visit → | — |
What is Apache TsFile?
TsFile is quietly rebuilding itself as an Arrow-speaking interchange format
Apache TsFile is the columnar time-series file format underlying IoTDB, maintained as three parallel implementations in Java, C++ and Python. Recent releases have concentrated on the C++ and Python ends: SIMD paths and parallel reads in 2.4.0, an Arrow-compatible result path from C++ through to Python DataFrames in 2.3.0, and conversion scripts from CSV, Parquet and Arrow into TsFile in 2.3.1. The Java side gets steadier, smaller work — serialized-size calculation, schema modification during writes, encryption configuration.
What is Fulcrum?
Fulcrum turns on Insights, its AI assistant for field data, for every customer.
Fulcrum, a field data collection platform, opened Insights to all customers on all plans as a public beta, on by default. Users ask questions in plain language across up to five apps and get charts, maps and tables, with an org-level off switch. Around it, web, iOS and Android releases fixed map, GPS and photo markup issues and tuned Photo FastFill and Insights styling.
Apache TsFile vs Fulcrum: editorial side-by-side
Apache TsFile
2.5ANALYTICS
TsFile is quietly rebuilding itself as an Arrow-speaking interchange format
◆ Current state
Apache TsFile is the columnar time-series file format underlying IoTDB, maintained as three parallel implementations in Java, C++ and Python. Recent releases have concentrated on the C++ and Python ends: SIMD paths and parallel reads in 2.4.0, an Arrow-compatible result path from C++ through to Python DataFrames in 2.3.0, and conversion scripts from CSV, Parquet and Arrow into TsFile in 2.3.1. The Java side gets steadier, smaller work — serialized-size calculation, schema modification during writes, encryption configuration.
◆ Where it's heading
The centre of gravity has moved from format features to ecosystem reach. Arrow-backed DataFrames and format converters are not about storing time series better; they are about making TsFile readable by the Python analytics stack without a translation layer, which is the gap that keeps a specialized format confined to its own database. The C++ performance work in 2.4.0 serves the same end, since the Python bindings sit on top of it. Version numbering runs on two lines at once, with 1.1.x backports still shipping alongside the 2.x series.
◆ Prediction
Given the direction of the Arrow work, the Python interface is the most likely target for further capability rather than the Java one. The notes do not indicate when the 1.1 maintenance line ends.
Fulcrum
6.3ANALYTICS
Fulcrum turns on Insights, its AI assistant for field data, for every customer.
◆ Current state
Fulcrum, a field data collection platform, opened Insights to all customers on all plans as a public beta, on by default. Users ask questions in plain language across up to five apps and get charts, maps and tables, with an org-level off switch. Around it, web, iOS and Android releases fixed map, GPS and photo markup issues and tuned Photo FastFill and Insights styling.
◆ Where it's heading
Fulcrum is adding AI at both ends of its workflow: FastFill extracts data from photos and audio at capture, and Insights answers questions about the data afterwards. Mobile releases stay focused on reliability for GPS and map features still in beta.
◆ Prediction
Expect Insights to move toward general availability or paid packaging once the beta collects usage, and GPS Integration to leave beta after the current fix cycle.
Alternatives to Apache TsFile and Fulcrum
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 Fulcrum.
OpenReplay
OpenReplay moves its Go backend to pgx v5 and patches vulnerable deps across 1.25–1.27.
Basedash
Basedash automations can now attach scheduled CSV exports to Slack and email.
OpenPanel
OpenPanel tags three more note-free builds in one evening, reaching 3.16.4.
Holistics
Holistics lets admins put a key dashboard on everyone's Home page.
OpenHouse
OpenHouse locks down its column-defaults capability flag as default values near completion.
See all Apache TsFile alternatives → · See all Fulcrum alternatives →
Recent activity from Apache TsFile and Fulcrum
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoFulcrumiOS 2610.2.0: GPS map-mode, report timeout and sync fixes
- 1d agoFulcrumAndroid 2610.2.0: location dot, permissions and GPS data fixes
- 6d agoFulcrumWeb: map and filter fixes, Google Maps link on records
- 7d agoFulcrumiOS 2610.1.0: ArcGIS tracking and GPS metadata fixes
- 8d agoFulcrumInsights AI assistant opens to all customers in public beta ⚡
- 8d agoFulcrumAndroid 2610.1.0: Photo FastFill styling, faster annotation
- 3mo agoApache TsFileSIMD and parallel read paths in Apache TsFile 2.4.0
- 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
- 10mo agoApache TsFilePython text types and C++ tag filtering in TsFile 2.2.0
- 10mo agoApache TsFileBackport maintenance on the TsFile 1.1 line
Frequently asked questions
What is the difference between Apache TsFile and Fulcrum?
They serve adjacent needs but don't currently overlap on shipped themes. Fulcrum is currently shipping more aggressively (velocity 6.3 vs 2.5), 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 TsFile better than Fulcrum?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Fulcrum is currently shipping more aggressively (velocity 6.3 vs 2.5), 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 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 Fulcrum?
Top Fulcrum alternatives in Analytics are ranked by recent ship velocity. Browse the "Fulcrum alternatives" section above for the current picks, or visit /alternatives/fulcrum for the full list with editorial commentary on each.