329 graded SQL lessons. 14 signal detectors. 8 portfolio capstones. Every query proven on live blockchain data — not plausible, not hand-waved. Go from zero to a hireable crypto data analyst, quant, or on-chain investigator.
Launching soon // $99 founding price for the waitlist // $199 at launch // one-time, lifetime
Anyone with a Dune seat could write these queries. Almost nobody knows the details that make them correct.
Every lesson cites a real table + a number we actually ran. An LLM swears Uniswap fees are 0.3%; the real pool was 0.05% — 6× wrong. We ran it.
Symbol collisions, avg-vs-median, evt_index ordering, uint256 overflow, RAY units, BTC-not-sats — the silent-wrong-answer bugs.
Where data is sparse or off-chain — perps funding, OFAC labels, NAV — we say so. No faked numbers. The honesty is the edge.
Reconstruct MEV from balance deltas, measure toxic flow, build a searcher leaderboard.
Track concentration, position health, depeg exposure and cascades across lending + stables.
Trace funds cross-chain, detect laundering + Tornado exposure, attribute exits, score confidence.
Real (wash-filtered) volume, retention cohorts, accumulation, protocol health across chains.
Each capstone is a full, live-validated monitor with a scoring layer and a real finding — the pieces you actually show an employer.
Rank searchers by NET profit — front + back legs minus gas minus builder tip. Teaches that extraction ≠ profit.
Markout, VPIN, LVR and a per-venue quote-width recommendation — the systematic market-making stack.
Concentration (HHI + top-1), depeg $-at-risk, and days-to-exit for a treasury's positions.
Peg deviation, mint/burn flow and sender concentration — with a cross-signal for distress.
Borrow concentration, seized collateral, net-debt reconstruction and liquidation-MEV bonus.
DAU, retention cohorts and wash-filtered real volume — with a volume-inflation flag.
Tokenized-treasury issuance/redemption, holder HHI and authorized-participant concentration.
Cross-chain attribution, peel-chain laundering, Tornado/OFAC exposure and attribution-confidence scoring.
Every lesson is an executable case with the wrong query, the right query, the live proof, the interview angle, and the Python companion.
A sandwich only nets positive if the bot sat on both sides of you. But gross recovered value isn't profit — subtract gas on both legs and the coinbase tip to the builder. Anchor: the Flashbots / searcher MEV market.
-- net = gross − gas − builder tip SELECT attacker, gross_weth - gas - builder_pay AS net FROM legs GROUP BY attacker
gross recovered WETH = "profit"
net = gross − gas − builder tip
-- real query on live tables SELECT bot, gross, gas, tip, net FROM dex.trades ⋈ ethereum.transactions ⋈ ethereum.traces
"How would you detect a sandwich?" → MEV, atomic front/back-run, priority-gas auction. Senior tell: compare direction on addresses not symbols, and net ≠ gross.
import polars as pl rows = DuneClient.from_env().run_sql(q).result.rows df = pl.DataFrame(rows) df = df.with_columns((pl.col("gross")-pl.col("gas")-pl.col("tip")).alias("net"))
Every module goes from the foundations to expert depth — each lesson graded, proven on live Dune, with a Python companion and an interview angle.
EIP-1559 burn decomposition · priority-fee percentiles · base-fee elasticity · gas-guzzler contracts · bot-vs-human detection
transfer volume · holder concentration (HHI) · supply velocity · unlimited-approval risk · Sybil fan-out · whale accumulation
wash-filtered real volume · floor sweeps & bundles · royalty realized-vs-nominal · holder concentration · mint→first-flip economics
impermanent loss / LVR · Uniswap-v3 tick depth · health-factor reconstruction · liquidation cascades · CEX–DEX dislocation
flash-loan shape · reentrancy vs batch · proxy/delegatecall maps · internal ETH reconstruction · gas attribution
sandwich NET profit · atomic arbitrage · backrun capture · builder / PGA economics · searcher net-profit leaderboard
two-leg matching · settlement-latency percentiles · capital migration · whale bridging · unfilled-past-deadline deposits
L1-data vs L2-execution fee split · blob economics (EIP-4844) · sequencer margin · cross-L2 comparison · DAU growth
issuance vs redemption · holder HHI · authorized-participant concentration · transfer velocity · NAV-off-chain honesty
Chainlink heartbeat compliance · staleness detection · oracle-vs-DEX divergence · deviation-vs-heartbeat triggers · RAY/decimals
peg deviation (bps) · mint/burn flow · supply velocity · CEX net-flow · sender concentration · depeg contagion
v3/v4 volume · swap sizing by chain · daily swap counts · pool-level analytics
supply/borrow flows · net position · utilization · outstanding-debt & bad-debt reconstruction
launch-block snipers · honeypot buy/sell asymmetry · wash-volume share · serial cross-token snipers · smart-money PnL
volume by market · funding · OI skew · liquidations · mark/index basis — with honest on-chain data limits stated
Jito bundle-tip MEV · pump.fun graduation funnel · Jupiter vs direct routing · wash-by-balance · SPL analytics
coin-days-destroyed · common-input clustering · dormant-coin awakening · OP_RETURN carriers · SegWit/Taproot adoption
Polymarket implied probability · book depth & liquidity · calibration & Brier · resolution & settlement-timing risk · trade-journal edge-vs-variance · cross-venue law-of-one-price arbitrage
cross-chain attribution · peel-chain laundering · Tornado/OFAC exposure · behavioural fingerprinting · attribution-confidence scoring
14 live detectors — depeg, sandwich, toxicity, exit-liquidity, forensics trace, oracle — each with worked example, diagram & interview angle
the silent-wrong-answer bugs: symbol collision · avg-vs-median · evt_index · uint256 overflow · decimals · reserved keywords
xStocks canonical-mint (beat the fakes) · cross-venue VWAP dispersion · implied price vs NAV gap · 24/7 microstructure · trader HHI · cross-chain footprint
LRT peg/discount stress · EigenLayer restaker HHI · operator-delegation concentration · LRT supply flows · leverage-loop detection · DeFi footprint
common-funder sybil rings · Disperse-farm funding · claim-and-dump · behavioral-clone fingerprints · sybil-adjusted real users · funder fan-in/out graph
Runestone blockspace share · inscription-reveal detection · witness-discount fee economics · data-carrier fee-market · mint-congestion · commit→reveal lifecycle
aggregator market HHI · routed-vs-direct · CoW solver competition · batch internalization · surplus / execution quality · route complexity
voting-power HHI · whale-swing decisiveness · delegate concentration · turnout decay · vote timing · acquire-then-vote attack
UserOp adoption curve · bundler market HHI · paymaster sponsorship · gasless-vs-self-paid · revert gas economics · EntryPoint-version fragmentation
One payment, forever — vs $150/yr subs with none of the verified depth.
Founding-price link emailed at launch.
Straight talk: an education product, not a signal service. It teaches you to do the analysis — verified on real data, honest where on-chain data runs out. The moat is the knowledge.