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PHI
Startup Intelligence
Markets
  • Signal Feed
  • Startups
  • Categories
  • Founders
  • Revenue
  • Beyond the launch
Intelligence
  • Content Desk
  • Editorial QA
  • Ask Market
  • Signature Index
  • Trends
Lab
  • Metric Bench
  • Tagline Lab
  • Smart Search
Yours
  • Watchlist
  • Alerts
  • Search
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17,080 products · 83,012 snapshots
Shuffleet

Shuffleet

Quiet signal

The gym for data engineers: train on real SQL & Spark

Launched 25d ago
Signal
20
Velocity
0

What this means

50%Vote pace is below typical for Education.
Running at 50% of comparable launches.
10Founder Conviction Index: 10 — low signal.
Few of the conviction sub-signals (reputation, velocity, buyer-intent, tagline clarity) are firing yet.

Prediction

Top-5 finish probability
3%
today
Projected end-of-day votes
3range 2–4
Trajectory
stable
Vote pace holding steady.
Speed vs peers
0.5×
72 Education launches

About

Practice the data engineering interview questions SQL puzzles don't cover: deduplication, incremental loads, MERGE, SCD2, late data. SQL & PySpark in your browser, graded automatically. Free.

AI Summary

Shuffleet is an online platform that allows data engineers to practice real-world SQL and PySpark scenarios, focusing on advanced topics like deduplication and incremental loads. The tool offers automatic grading and is available for free.

Attention & discussion velocity

Performance

Velocity0
Vote pace vs average
Momentum0
Sustained over 6h
Virality0
Spread × engagement
Engagement—
not measured

Signal sources

2 of 6 active
  • Launch tracking8 readings since we picked it up
  • AI analysisEducation
  • Comment intelligencethread not yet analysed
  • Outside discussionnot checked — domain is a storefront or shared
  • Revenue signalsno match on this domain
  • Editorial scoringbelow the signal threshold for this pass

A source that found nothing is a measurement. A source that has not run is a gap. Neither means the launch lacks the thing.

Founders

Cedric Koffeto
@cedric_koffeto1
rep 14
Cedric Koffeto
@cedric_koffeto1 · hunter

Topics

EducationDeveloper ToolsData & Analytics