GitDealFlowsignals

Q3 2026 Rankings

Data Infrastructure Startups to Watch, Q3 2026

Data infrastructure is the most active engineering sector by raw commit volume this quarter.

ShareTwitter/XLinkedIn

Key takeaways, at a glance

In Q3 2026, 11 of 35 tracked data infrastructure startups show positive engineering acceleration. mloda-ai leads with 1 commits over 14 days (+999% change). The dominant signal pattern is "Deceleration". Average sector commit velocity is 105 commits per 14-day window. These engineering momentum signals have historically preceded fundraise announcements by three to six weeks.

Data sourced from public GitHub activity. Read our methodology

Bar chart: Data Infrastructure, Velocity Change. mloda-ai: +999%, starlake-ai: +999%, ohs-foundation: +999%, ConduitIO: +421%, datajuicer: +350%, odpi: +150%, superlinked: +67%, AbsaOSS: +33%.Data Infrastructure, Velocity Changemloda-ai+999%starlake-ai+999%ohs-foundation+999%ConduitIO+421%datajuicer+350%odpi+150%superlinked+67%AbsaOSS+33%
Data Infrastructure, Velocity Change, top 8 startups by 14-day commit velocity change. Data: VC Deal Flow Signal.
Signal distribution for Data Infrastructure: Deceleration (24), Engineering hiring burst (5), Deploy frequency spike (3), Framework migration (2), Infrastructure buildout (1). 35 startups total.35startups
Deceleration (24, 69%)
Engineering hiring burst (5, 14%)
Deploy frequency spike (3, 9%)
Framework migration (2, 6%)
Infrastructure buildout (1, 3%)
Signal type distribution across 35 data infrastructure startups. Data: VC Deal Flow Signal.
#CompanyStageCommits (14d)ChangeContributorsSignal
1mloda-ai

mloda ai is adata infrastructure pre-seed startup based in EU, shipping product updates at an accelerated pace.

View signal profile →
Pre-seed1+999%3Deploy frequency spike
2starlake-ai

starlake ai is adata infrastructure pre-seed startup based in EU, shipping product updates at an accelerated pace.

View signal profile →
Pre-seed6+999%7Deploy frequency spike
3ohs-foundation

This is the technical home for the OHS Software Foundation (a Linux Foundation project currently under formation)

View signal profile →
Series A/B2+999%28Infrastructure buildout
4ConduitIO

Real-time data integration platform connecting databases, services, and message queues through a unified streaming pipeline.

View signal profile →
Series A/B73+421%23Engineering hiring burst
5datajuicer

Data processing for and with large models.

View signal profile →
Growth9+350%51Engineering hiring burst
6odpi

LF AI & Data is an umbrella foundation,artificial intelligence, machine learning, deep learning, and data.

View signal profile →
Series A/B5+150%30Deploy frequency spike
7superlinked

Compute tooling for vector-powered apps.

View signal profile →
Pre-seed15+67%5Framework migration
8AbsaOSS

ABSA Open Source

View signal profile →
Seed8+33%9Framework migration
9bruin-data

Bruin is an end-to-end data platform with built-in data quality, observability, and governance.

View signal profile →
Seed19+19%13Engineering hiring burst
10ClickHouse

The leading database for AI

View signal profile →
Growth27+17%309Engineering hiring burst
11airbytehq

Open source data replication platform and context layer for AI agents.

View signal profile →
Growth1,031+9%378Engineering hiring burst
12Zipstack

Zipstack is adata infrastructure series a/b startup, modernizing their technology stack for scale.

View signal profile →
Series A/B13-7%30Deceleration
13scribe-org

Open-source language solutions

View signal profile →
Growth7-12%61Deceleration
14rocky-data

SQL transformation engine built in Rust

View signal profile →
Seed76-21%9Deceleration
15rudderlabs

Steer your Customer Data

View signal profile →
Growth17-23%111Deceleration
16opensearch-project

OpenSearch is a community-driven, Apache 2.0-licensed open source search and analytics suite that makes it easy to inges

View signal profile →
Growth23-30%347Deceleration
17DataSQRL

Build with Data

View signal profile →
Seed19-30%14Deceleration
18dbt-labs

dbt helps data teams work like software engineers to ship trusted data, faster.

View signal profile →
Growth99-31%379Deceleration
19langfuse

Open source AI engineering platform. Debug, analyze and iterate together.

View signal profile →
Growth78-34%194Deceleration
20estuary

estuary is adata infrastructure series a/b startup, modernizing their technology stack for scale.

View signal profile →
Series A/B38-36%37Deceleration
21dagucloud

Local-first data pipeline orchestration for scripts, SQL, containers, and private infrastructure. One binary, file-backe

View signal profile →
Growth23-36%77Deceleration
22Point72

Point72 is adata infrastructure series a/b startup based in US, rapidly expanding their engineering team.

View signal profile →
Series A/B3-40%22Deceleration
23slothflowlabs

We build high-performance technologies for analytics, AI, data engineering, and modern applications. Creator of Duckle.

View signal profile →
Seed53-41%8Deceleration
24drt-hub

drt hub is adata infrastructure series a/b startup based in APAC, modernizing their technology stack for scale.

View signal profile →
Series A/B28-42%30Deceleration
25SigNoz

Open source Observability Platform

View signal profile →
Growth33-45%207Deceleration
26PostHog

The single platform to analyze, test, observe, and deploy new features

View signal profile →
Growth1,621-45%391Deceleration
27cryostatio

JDK Flight Recorder for Kubernetes

View signal profile →
Seed7-46%10Deceleration
28open-telemetry

OpenTelemetry makes robust, portable telemetry a built-in feature of cloud-native software.

View signal profile →
Growth22-48%408Deceleration
29tuva-health

The community building the future of healthcare analytics

View signal profile →
Series A/B1-50%48Deceleration
30debezium

Distributed open source platform for change data capture

View signal profile →
Growth54-56%362Deceleration
31rocketride-org

rocketride org is adata infrastructure series a/b startup based in US, modernizing their technology stack for scale.

View signal profile →
Series A/B28-57%45Deceleration
32ZemerTeam

Zemer Team is adata infrastructure pre-seed startup based in US, rapidly expanding their engineering team.

View signal profile →
Pre-seed37-58%6Deceleration
33cilium

eBPF-based Networking, Security, and Observability

View signal profile →
Growth82-63%398Deceleration
34redpanda-data

The streaming data platform for developers

View signal profile →
Growth91-71%175Deceleration
35subsquid

Blockchain data infrastructure for Web3 developers: validated data across 225+ networks plus the Squid SDK and Pipes SDK

View signal profile →
Series A/B11-83%40Deceleration
Powered by VC Deal Flow Signal , real-time GitHub engineering data for investorsData from public GitHub API

Sorted by commit velocity change (14-day window, descending). Top 3 highlighted. Data last updated Q3 2026.

Browse the full Data Infrastructure directory: all 35 startups, paginated
Insider preview

Free with email signup

Projected lead-time window

≈21-day lead window

Projected next milestone

Public launch / release

The free Sunday digest puts mloda-ai and 34 other Data Infrastructure startups this period 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.

The full ranked Data Infrastructure list updates every week, get it free

The free Acceleration Watch: five venture-backed teams accelerating on the engineering signal, translated into plain English, 21 to 47 days before the deck circulates. No code-reading, no card.

Signed The Data Nerd · pseudonymous narrator · methodology over personality

More views of Data Infrastructure, Q3 2026

Other Quarters

Frequently Asked Questions

What engineering signals are data infrastructure startups showing in Q3 2026?

In Q3 2026, we are tracking 35 data infrastructure startups with measurable GitHub engineering signals. 11 of 35 show positive commit velocity growth. The most common signal type is "Framework migration", observed in 19 of the tracked companies. The average 14-day commit velocity across the sector is 105 commits, with mloda-ai leading at 1 commits (+999% change). These patterns have historically preceded fundraise announcements by three to six weeks.

Which data infrastructure startup has the highest engineering acceleration in Q3 2026?

mloda-ai leads the data infrastructure sector in Q3 2026 with 1 commits over a 14-day window, representing a +999% change from the prior period. With 3 active contributors, mloda-ai is showing a "Deploy frequency spike" pattern, one of the more reliable leading indicators of a significant product milestone or fundraise.

Where are the most active data infrastructure engineering teams located?

Among the 35 data infrastructure startups we track, US accounts for the highest concentration with 10 teams. Startups building pipelines, warehouses, and observability platforms. Geographic distribution matters for investors because engineering talent clusters correlate with sector-specific domain expertise and proximity to early adopter customers.

Filter by Geography

Related Sectors

🚀 Explore Our Network

21-47 days
Signal Lead Time (median 31d)
$80M+
Rounds Tracked
90 sec
Per Scan
5,000+
Founders Tracked

One missed signal is a missed round. Get the Velocity Verdict in your inbox every Sunday free.

Get Free Signals

Free weekly digest. Cancel anytime. No spam, no VC pitches just data.