airbytehq
Open source data replication platform and context layer for AI agents.
Direct answer
airbytehq is a startup tracked by VC Deal Flow Signal through its public GitHub activity. This profile records its commit velocity, contributors, and signal type as a benchmark for investors.
Current Signal, Q3 2026
airbytehq shows +9% commit velocity change with 378 active contributors (+66% growth). Signal type: Engineering hiring burst. Trend vs. prior quarter: decelerating (was +94% in Q2 2026).
Engineering acceleration is a sustained rise in a startup's public GitHub output - commits, contributors, new repositories, relative to its own baseline. It is a quantitative signal computed from public data, unrelated to accelerator programs.
Data sourced from public GitHub activity. Read our methodology
Engineering Metrics, Q3 2026
Commit Velocity (14d)
1031
Velocity Change
+9%
Contributors
378
+66% growth
New Repos (30d)
0
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Projected lead-time window
no active window
Projected next milestone
Team expansion / round prep
The free Sunday digest puts airbytehq and 540 other startups we track in context, 14-day acceleration deltas, contributor maps, and the top names not on Crunchbase yet. Five names every Sunday, no card, no code-reading.
Unlock with email →Projections are model estimates derived from each org's public commit signal and the SSRN-published methodology, not statements of fact. Cross-reference with primary sources before acting.
Engineering Velocity Report Card
Velocity Score
47/100
Moderate, Moderate activity above baseline
Commit Velocity Change
+9%
Contributor Growth
+66%
New Repositories
0
Signal Type
Engineering hiring burst
Signal History
| Period | Velocity (14d) | Change | Contributors | Growth | New Repos | Signal |
|---|---|---|---|---|---|---|
| Q3 2026 | 1031 | +9% | 378 | +66% | 0 | Engineering hiring burst |
| Q2 2026 | 989 | +94% | 378 | +66% | 0 | Engineering hiring burst |
| Q1 2026 | 875 | +543% | 378 | +66% | 0 | Engineering hiring burst |
| Q4 2025 | 878 | -5% | 378 | +66% | 0 | Deceleration |
| Q3 2025 | 579 | -23% | 378 | +18% | 2 | Deceleration |
What This Signal Means for Investors
airbytehq's contributor count is growing at +66%, which classifies as an engineering hiring burst. This pattern typically means the company has recently closed a funding round and is rapidly scaling its engineering team.
If you are seeing this signal, you may be too late for the current round but well-positioned for the next one. The team expansion suggests the company has capital to deploy and is building toward a product milestone.
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Frequently Asked Questions
What is airbytehq's current engineering signal?
As of Q3 2026, airbytehq shows a "Engineering hiring burst" signal with +9% commit velocity change over a 14-day window, 378 active contributors, and +66% contributor growth. This indicates rapid team expansion, often following a funding round.
Is airbytehq raising a funding round?
VC Deal Flow Signal does not predict specific funding rounds. However, airbytehq's engineering acceleration pattern (+9% commit velocity change in Q3 2026) is the type of signal that has historically preceded fundraise announcements by three to six weeks. Investors should cross-reference this signal with other sources (Crunchbase, hiring activity, community mentions) before drawing conclusions.
How does airbytehq compare to other data infrastructure startups?
airbytehq is tracked in our Data Infrastructure sector rankings for Q3 2026. View the full sector ranking at signals.gitdealflow.com/startups-to-watch/data-infrastructure-q3-2026 to see how it compares on commit velocity, contributor count, and signal type against other data infrastructure startups.
View Full Sector Rankings
Related Resources
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