CAMBRIAN SIGNALcode.jafar.com

YC DATA · 6,287 COMPANIES · OCTOBER 2, 2026

FORMATION · FIRST SURFACED WINTER 2023

Data Analytics Tools

Return to Signal

ACCELERATED · WINTER 202385% confidenceObserved October 2, 2026Source: Description cluster · description-only

The count

2.18×

6/936 → 18/1288; +0.76 percentage points of formation share.

S11S14W20W22W24Sp25

About this formation

The clearest split in this group runs between tools that still ask users to write SQL, like Evidence and Scratch Data, and a newer wave, Turntable, GetDot, Brewit, and Mercator, all built since Winter 2022 that let someone simply chat with a database or an AI agent instead. That shift traces almost exactly onto the calendar, since the wave of conversational and code-generation capability that OpenAI's GPT-3.5 and GPT-4 released through 2022 and 2023 is what made a product like Brewit's role-specific BI agent or Mercator's SQL-writing assistant technically possible for a small team to build at all. Underneath that layer sits a second, quieter split: infrastructure plays like Hydra, IOMETE, and Outerbase that are rebuilding where and how data lives, versus interface plays like Whaly, Shape, and Vizzly that assume the data stack already exists and just want to make it usable by non-engineers. That the sibling formation Databases is growing more than twice as fast, 4.27× versus 2.18×, suggests the foundational layer is currently outrunning the tools meant to sit on top of it, even as this formation itself is accelerating faster than Data Engineering at 2.01× and far outpacing the broader Developer Tools category, which is actually shrinking at 0.48×. In other words, the appetite for making data usable by non-specialists is growing even as general developer tooling cools, a sign that the real demand now sits specifically at the point where technical infrastructure meets ordinary business users rather than in developer productivity broadly.

The companies behind the signal — 18

Winter 2023

Description classified into Data Analytics Tools.

Winter 2023

Description classified into Data Analytics Tools.

Winter 2023

Description classified into Data Analytics Tools.

Winter 2023

Description classified into Data Analytics Tools.

Summer 2022

Description classified into Data Analytics Tools.

Summer 2022

Description classified into Data Analytics Tools.

Summer 2022

Description classified into Data Analytics Tools.

Summer 2022

Description classified into Data Analytics Tools.

Winter 2022

Description classified into Data Analytics Tools.

Winter 2022

Description classified into Data Analytics Tools.

Inside Data Analytics Tools

Analytics

A primary internal company segment within Data Analytics Tools, derived deterministically from the shared yc tag “Analytics”. This is a classification of current window members, not a causal layer or a separate time trend.

Other / unclassified

Measured-window members of Data Analytics Tools that could not be assigned to a narrower shared YC tag or industry without forcing a classification.

Outside corroboration — does anyone else see this?

No comparable outside activity is connected yet.

Related formations

Data Analytics Platform

9 completed-batch companies belong to both Data Analytics Tools and Data Analytics Platform, versus 0.2 expected by chance (38.7× enrichment; false-discovery-adjusted q=4.8e-11). This is a statistically distinctive co-membership, not a causal or containment claim.

Data Engineering

8 completed-batch companies belong to both Data Analytics Tools and Data Engineering, versus 0.7 expected by chance (11.7× enrichment; false-discovery-adjusted q=0.000013). This is a statistically distinctive co-membership, not a causal or containment claim.

3 completed-batch companies belong to both Data Analytics Tools and Databases, versus 0.2 expected by chance (18.6× enrichment; false-discovery-adjusted q=0.016). This is a statistically distinctive co-membership, not a causal or containment claim.

Developer Tools

11 completed-batch companies belong to both Data Analytics Tools and Developer Tools, versus 3.5 expected by chance (3.1× enrichment; false-discovery-adjusted q=0.014). This is a statistically distinctive co-membership, not a causal or containment claim.

Similarly named categories — not necessarily the same thing

These share a word with “Data Analytics Tools” but are tracked as separate categories. The real overlap below is the actual share of Data Analytics Tools’s companies also found in that category — not a guess.

Data Analytics Platform

22% overlap — mostly different companies despite the similar name.

Data Engineering

11% overlap — mostly different companies despite the similar name.

Ecommerce Tools

0% overlap — despite the similar name, these 17 companies are entirely different from Data Analytics Tools's.

Security Infrastructure Tools

0% overlap — despite the similar name, these 9 companies are entirely different from Data Analytics Tools's.

AI Infrastructure Tools

0% overlap — despite the similar name, these 14 companies are entirely different from Data Analytics Tools's.

Generative AI Creative Tools

0% overlap — despite the similar name, these 20 companies are entirely different from Data Analytics Tools's.

0% overlap — despite the similar name, these 9 companies are entirely different from Data Analytics Tools's.

Web Data API

0% overlap — despite the similar name, these 9 companies are entirely different from Data Analytics Tools's.

Data Labeling

0% overlap — despite the similar name, these 6 companies are entirely different from Data Analytics Tools's.

Developer Tools

0% overlap — despite the similar name, these 50 companies are entirely different from Data Analytics Tools's.

AI Workplace Tools

0% overlap — despite the similar name, these 14 companies are entirely different from Data Analytics Tools's.

Citation

Cambrian Signal, “Data Analytics Tools,” publication yc-2026-10-02-semantic-v8, snapshot October 2, 2026.
cambrian.jafar.com/formation/data-analytics-tools