Dune Analytics: the crypto stats CoinDesk and Forbes cite are often just a community member's SQL query, unaudited.
We're continuing our Crypto Data Screeners series with Dune Analytics, founded in 2018 in Oslo, Norway, by Fredrik Haga and Mats Olsen. Real, disclosed genuine strengths: a genuinely distinctive, maximally flexible SQL-query model against 1.5 million-plus structured datasets, credible institutional backing from Coatue, Union Square Ventures, and Dragonfly, and a thriving free public-dashboard community. What we don't think should be set aside: an independent source states plainly that "as queries and dashboards are user-generated, the accuracy of insights depends on the quality of the underlying queries," and DeFi, stablecoin, and gas-fee figures cited by major outlets often trace back to a community dashboard with no centralized methodology review. We weighted all of it below.
Our take, up front: Dune Analytics is a crowdsourced, SQL-native blockchain analytics platform founded in 2018 in Oslo, Norway, by Fredrik Haga and Mats Olsen. Real, disclosed genuinely credible institutional funding history: roughly $79 million raised across three rounds, including a $2 million Series Seed (2020) led by Dragonfly Capital, an $8 million Series A (2021) led by Union Square Ventures, and a $69.4 million Series B (February 2022) led by Coatue Management at a $1 billion valuation, with Multicoin also holding preferred shares; we found no exchange-investor conflict. Real, disclosed genuinely distinctive core methodology: rather than presenting fixed, company-authored metrics, Dune lets any user write SQL queries directly against 1.5 million-plus pre-indexed, structured datasets spanning 130-plus blockchains, publish the results as interactive dashboards, and share them freely; thousands of these community dashboards are viewable by anyone without an account. Real, disclosed genuine industry-wide reliance: "the DeFi volume stats, stablecoin metrics, NFT activity figures, and gas fee data that regularly appear in publications like CoinDesk, Cointelegraph, Wired, and Forbes typically trace back to community-authored Dune queries." Real, disclosed structural data-integrity risk we want to present directly: an independent review states plainly that "as queries and dashboards are user-generated, the accuracy of insights depends on the quality of the underlying queries. Users should validate assumptions and methodologies when relying on third-party dashboards for decision-making," meaning a popular but methodologically flawed community dashboard could become a widely-cited, seemingly authoritative statistic without any centralized quality review, a structurally distinctive risk relative to platforms with centrally-vetted methodologies elsewhere in this series. Real, disclosed genuinely steep accessibility barrier: one independent reviewer states directly, "without SQL knowledge Dune remains a viewing tool," with no mobile app, meaning the platform's core custom-analysis capability is closed off to non-technical users. Real, disclosed frequently-changing, inconsistently-reported pricing: one source describes plan tiers and pricing as changing "several times a year in practice," while another cites a starting price of "$75/mo," a real, disclosed pattern distinct in cause from cross-source reporting errors found elsewhere in this series. We weighted all of it below.
Real, disclosed named founders (Fredrik Haga, Mats Olsen) with a stable, multi-year operating history since 2018 and credible, disclosed institutional investors (Coatue, Union Square Ventures, Dragonfly, Multicoin), with no exchange-investor conflict found. Real, disclosed genuine industry-wide reliance: community-authored Dune queries reportedly underlie DeFi, stablecoin, NFT, and gas-fee statistics cited across major publications. What tempers this significantly: a real, disclosed structural risk specifically named by an independent source, since dashboards are user-generated without centralized methodology review, "the accuracy of insights depends on the quality of the underlying queries," and a popular but flawed community dashboard could become a widely-cited statistic without any centralized quality check, a genuinely distinctive risk relative to platforms with centrally-reviewed methodologies elsewhere in this series.
Pros
- Credible, named institutional investors (Coatue, USV, Dragonfly) reflect genuine, disclosed financial backing
- No exchange-investor conflict or native-token dependency complicates the platform's incentives
Cons
- User-generated dashboards have no centralized methodology review before becoming widely cited
- An independent source directly warns that dashboard accuracy "depends on the quality of the underlying queries"
Real, disclosed genuinely distinctive, maximally flexible screening capability: full SQL query access against 1.5 million-plus pre-indexed structured datasets, letting any question without a pre-built metric be answered directly, a qualitatively different capability from fixed-dashboard platforms elsewhere in this series.
Pros
- Raw SQL access against 1.5M+ datasets lets any custom question be answered, not just pre-built metrics
- AI-assisted, natural-language query generation lowers the technical barrier somewhat for newer users
Cons
- This flexibility is only accessible to users who can actually write or verify SQL logic
Real, disclosed solid dashboard-building and visualization tools for turning SQL query results into interactive charts, though oriented toward custom on-chain analysis rather than price-technical-analysis charting.
Pros
- Any query result can be visualized and composed into a custom dashboard, genuinely flexible relative to fixed chart types
Cons
- No price-technical-analysis charting comparable to a trading-focused platform
Real, disclosed genuinely broad, specific coverage: normalized on-chain data across 130-plus blockchains and 1.5 million-plus structured datasets spanning tokens, wallets, DeFi, NFTs, RWAs, and stablecoins.
Pros
- Coverage across 130+ blockchains with 1.5M+ structured datasets is genuinely extensive and specific
Cons
- Depth of coverage for any given asset still depends on whether a community query already exists for it
Real, disclosed genuinely valuable free access to thousands of public community dashboards viewable without an account or any technical skill. What tempers this severely: a real, disclosed, genuinely steep SQL-knowledge requirement to unlock the platform's actual core custom-querying capability, with no mobile app.
Pros
- Thousands of public dashboards are freely viewable without an account, useful even for non-technical readers
Cons
- Without SQL knowledge, the platform's core custom-analysis capability is effectively inaccessible
- No mobile app exists for any use case
Real, disclosed frequently-changing pricing, explicitly acknowledged by an independent reviewer as changing "several times a year in practice," with limited query credits on the free tier and paid tiers required for API access and higher allowances.
Pros
- A genuine free tier exists for dashboard viewing and limited query credits
Cons
- Pricing reportedly changes multiple times per year, making current costs hard to pin down from public sources
Real, disclosed genuinely distinctive community ecosystem: thousands of public, freely-viewable dashboards built by other users, plus AI-assisted natural-language query generation.
Pros
- A thriving public-dashboard community is a genuinely distinctive, valuable extra found nowhere else in this series
Cons
- The same community-contribution model is the direct source of the disclosed quality-control concern
Browse public dashboards freely; verify the underlying query logic before citing any specific number as authoritative.
Given the real, disclosed lack of centralized methodology review we found, we'd treat any specific statistic pulled from a Dune dashboard the way we'd treat a citation from an individual analyst, genuinely useful, but worth checking the underlying query logic yourself before repeating a number as an authoritative, verified fact.
The most powerful tool in this series, and the one whose authority rests most directly on the reader's own judgment.
We want to end this series on a genuinely interesting structural point, because Dune is different in kind from almost everything else we've reviewed. Every other platform in this series makes a choice, however imperfectly, about what counts as a verified metric before showing it to you. Dune mostly doesn't; it hands you the raw material and the tools, and lets anyone build the metric themselves. That's a genuinely powerful, distinctive model, and it's exactly why so many of the DeFi and gas-fee statistics you read in mainstream coverage trace back to a Dune dashboard somewhere. But it also means the platform's own credibility is only as good as whichever specific query produced whichever specific number you're looking at, and there is no centralized team checking that logic before it gets cited as fact. We don't think that makes Dune untrustworthy; we think it makes Dune a tool whose output quality depends more on the reader's own diligence than on the platform's institutional guarantees, and that's a genuinely different kind of trust than most of what we've evaluated in this series.
The scorecard above is deliberately general. Whether Dune Analytics is right for you depends heavily on which of these you already are.
The SQL-literate analyst or researcher who wants to build or verify custom on-chain queries directly
This is exactly where Dune's real, disclosed maximally flexible query model delivers genuine, distinctive value.
The reader who checks a dashboard's underlying query logic before citing a specific number as authoritative fact
Given the real, disclosed lack of centralized methodology review we found, this specific habit genuinely matters here.
The non-technical reader who browses existing public dashboards without needing to write any queries themselves
This is a real, disclosed, genuinely accessible way to use the platform's free community content.
Anyone citing a specific Dune-sourced statistic as fact without checking the underlying query's methodology themselves
A real, disclosed absence of centralized quality review makes this a poor fit for that specific reliance.
The scorecard covers the headline judgment calls. These four tables cover the specifics we didn't want to bury in prose; the crowdsourced-vs-vetted model compared directly against DeFiLlama, the funding history examined, the accessibility barrier documented, and the full picture of all twenty-three platforms across this entire series.
The crowdsourced-vs-vetted model, compared directly
| Dune Analytics | DeFiLlama | |
|---|---|---|
| Who writes the query logic | Any user, via open SQL access | Approved adapters, reviewed by maintainers before merging |
| Before publication, is it checked? | No centralized methodology review before a dashboard goes public | Yes, adapters are reviewed and merged by maintainers via GitHub |
| Resulting tradeoff | Maximum flexibility to answer any question; no guarantee any given dashboard is methodologically sound | Narrower to TVL-style metrics; higher baseline confidence in what's published |
We're comparing these two directly because they represent genuinely different philosophies for handling the same underlying problem, open data access, and we think the tradeoff is worth seeing side by side rather than evaluated in isolation.
Dune's funding history, examined
| Round | Details |
|---|---|
| Series Seed (2020) | $2 million, led by Dragonfly Capital |
| Series A (2021) | $8 million, led by Union Square Ventures |
| Series B (Feb 2022) | $69.4 million, led by Coatue Management, at a $1 billion valuation |
We're listing the specific rounds because the investor names, Coatue, Union Square Ventures, Dragonfly, are credible, checkable, and we found no exchange-investor conflict comparable to several other platforms in this series.
The accessibility barrier, documented
| What was found | |
|---|---|
| Without SQL knowledge | "Dune remains a viewing tool," per an independent review |
| Mobile access | No mobile app exists |
| Free-tier limitation | Query credits for running custom queries are limited on the free tier |
We're documenting this because it's a real, disclosed structural limitation distinct from pricing; even a reader willing to pay still needs the underlying technical skill to unlock the platform's core value.
All twenty-three platforms, across this entire series
| CoinGecko | Kaiko | DeFiLlama | Dune | TradingView | RootData | Token Terminal | Glassnode | Messari | CryptoQuant | Birdeye | CryptoRank | Santiment | LunarCrush | Arkham | Bubblemaps | Nansen | altFINS | DexTools | BullX | Photon | Padre | CoinMarketCap | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Core disclosed issue | Active exploration of a ~$500M sale; unresolved wash-trading user complaint | Coinbase Ventures is a disclosed investor in a company that also ranks Coinbase; unresolved naming ambiguity with AI-agent content | Live, unresolved co-founder dispute over a proposed token launch, with competing accusations of a domain takeover | User-generated dashboards have no centralized methodology review before becoming widely cited by major media | Default crypto volume reflects one exchange, not an aggregated figure | A third-party marketplace offers paid "listing assistance"; unresolved token-status ambiguity | None confirmed; small team relative to protocol coverage is a modest limitation, not a conflict | Inconsistent third-party pricing; disclosed billing and history-limit complaints | 2024 leadership crisis; current ownership by Blockworks, an outlet with its own disclosed conflicts | CEO's personal, publicized market calls blend with the platform's neutral-data brand | Unofficial "Birdeye"-named tokens and an unrelated blacklisted entity share its name | Disclosed investor (MEXC Pioneer) is the venture arm of an exchange with a substantial complaint record | Disclosed "very low transparency" on financials; token-gated pricing tied to a volatile, low-priced token | Self-disclosed 5M+ fake accounts gaming its own token-reward system; token-gated access; high advertised staking yield | Core business model monetizes deanonymizing individuals via bounty marketplace | 76.3% of its own token concentrated in top wallets, unexplained | New trading-execution fees on signal-driven trades; severe pricing-report inconsistency | Self-published "best of" rankings naming itself the winner; inconsistent self-reported pricing | Own venture arm, dual executive roles, and a competing trading venue cluster together | No named operator found; mandatory referral-gated access with recruitment-style promotion | Ecosystem-adjacent deceptive-marketing content; confirmed scam-token risk; fee-structure disagreement across sources | Confirmed token value-destruction event post-acquisition; unpublished fee schedule | Ranking methodology changed to favor owner Binance shortly after acquisition |
| Ownership | Founder-owned since 2014; sale process ongoing as of Jan 2026 | Founded 2014 (Pascal Gauthier); CEO Ambre Soubiran became controlling owner in 2016; $110M Series B led by S&P Global | Founded 2021 (Charlie Watkins, Ben Hauser); no VC funding taken; live internal governance dispute as of May 2026 | Founder-led since 2018 (Fredrik Haga, Mats Olsen); ~$79M raised from Coatue, USV, Dragonfly; no exchange investor found | Privately held, venture-backed, no exchange ownership found | Founder-led since 2022 (QuanYu, Pan); $1.25M Seed led by NLVC, no exchange investor found | Founder-led since 2020 (Aleksis Tapper, Robert Valta); small Series A, no major conflict found | Founder-led since 2018; no acquisition or ownership controversy found | Founded 2018; acquired by Blockworks following 2024 CEO resignation | Founder-led since 2018; no exchange or major conflict found | Led by CEO Kha Nguyen; no exchange ownership or major conflict found | Founder-led since 2017 (Fedor Matviiv); $40M raised, including MEXC Pioneer as an investor | Founder-led since 2016 (Maksim Balashevich); ~$12M raised via 2017 ICO | Founder-led since 2018 (Joe Vezzani, Jon Farjo); $5-7M raised, no exchange investor found | Founder-led since 2020; backed by Sam Altman, Tim Draper, Joe Lonsdale, Binance Labs | Founder-led since 2022; $3M equity raised 2023, plus ConsenSys and Polygon backing | Founder-led; ownership split between founders and institutional/angel investors | Founder-led since 2018; small, disclosed VC and grant funding, no major conflict found | Founder-led since 2020; self-funded, now with a venture arm and its own trading product | No named operator identified in our research | Operated by Tiny Astro Inc. since Jan 2024; no official token issued | Acquired by Pump (Pump.fun), Oct 2025; original PADRE-token investors sidelined | Owned by Binance since April 2020 |
| Core strength | Most transparent, actively-improved data-integrity methodology in this series | Exceptional institutional credibility: S&P Global-led round, SOC-2 certification, 95%+ global volume coverage | Fully open-source, publicly auditable TVL calculation code; industry-standard data most other platforms cite underneath | Maximally flexible SQL access to 1.5M+ datasets; a thriving free public-dashboard community | Best-in-class charting depth and custom scripting (Pine Script) | Genuinely proactive fraud-disclosure and transparency-scoring practices, massive verified scale | Distinctive equity-style framing with specific, published metric definitions | Institutional-grade on-chain metric depth and named institutional clients | Most distinctive fundraising, investor, and governance dataset in this series | Professional-grade on-chain metrics cited across thousands of major-media articles | Proactive honeypot-scam detection, genuine scale, no native token dependency | Genuinely deep fundraising database with a disclosed analyst-review process | Genuinely distinctive social-sentiment specialization with a ten-year operating history | Genuinely distinctive Galaxy Score and AltRank metrics; broad expansion into stocks and NFTs | Largest scale in this series: 800M+ labeled addresses, real legal-case track record | Distinctive, credible concentration-visualization methodology with a verified high-profile catch | Disclosed, behavior-based wallet labeling across 300M+ addresses | Deep, crypto-native screening with distinctive AI pattern detection | Deep, free, multi-chain DEX screening across 150+ blockchains | Polished, highly-rated hybrid interface with broad multi-chain support | Genuinely fast execution and sub-second charting, verified by DefiLlama's own fee data | Genuinely broad four-chain, non-custodial trading with credible security architecture | Unmatched scale: 50M+ tokens, 940+ exchanges tracked |
| Our score | 68.25/100 | 70.5/100 | 68.75/100 | 64.75/100 | 67.5/100 | 67.75/100 | 67.25/100 | 65.25/100 | 66.5/100 | 63.0/100 | 66.0/100 | 59.25/100 | 52.75/100 | 50.75/100 | 58.25/100 | 57.75/100 | 57.0/100 | 58.75/100 | 53.5/100 | 50.75/100 | 48.25/100 | 47.25/100 | 51.75/100 |
Dune's score reflects genuine credit for a maximally flexible, distinctive query model and credible institutional backing, tempered by a real, disclosed lack of centralized quality control over the user-generated dashboards that increasingly underlie widely-cited industry statistics. With Dune, this concludes the current batch of the Crypto Data Screeners series.
We don't just want to hand you our number; we want to show you how it sits next to what other sources have published. We're flagging directly that analyst and developer sentiment tends to credit Dune's SQL flexibility and community dashboards very highly, while commentary focused specifically on unaudited dashboard reliability is considerably more skeptical.
Our score lands modestly below the aggregated industry average; analyst and developer sentiment credits Dune's genuine flexibility and community strength heavily, while giving considerably less direct weight to the disclosed lack of centralized methodology review we found central to this review.
| Source | Score | Type |
|---|
Scores compiled by our editorial team from publicly available reviews as of August 2026. "Editorial estimate" means the outlet didn't publish a single numeric score, so we converted their published verdict and sentiment into a comparable 100-point figure. Verify current figures directly with each source before citing them elsewhere.
Fredrik Haga and Mats Olsen founded Dune in 2018 in Oslo, Norway. The company has raised roughly $79 million from investors including Coatue Management, Union Square Ventures, and Dragonfly Capital. We found no exchange-investor conflict.
To build your own custom queries, yes. Without SQL knowledge, an independent review states directly, "Dune remains a viewing tool," meaning you can still browse thousands of existing public dashboards for free.
Not centrally. Dashboards are user-generated, and an independent source states directly that "the accuracy of insights depends on the quality of the underlying queries." There's no team reviewing methodology before a dashboard goes public.
Dashboard viewing is free. Running custom queries uses limited free-tier credits, with paid tiers for higher allowances and API access. Pricing reportedly changes several times a year, so check Dune's own pricing page for current figures.
Over 130 blockchains and 1.5 million-plus pre-indexed structured datasets covering tokens, wallets, DeFi, NFTs, RWAs, and stablecoins.
DeFi volume, stablecoin, NFT, and gas-fee statistics commonly cited by outlets like CoinDesk and Forbes typically trace back to community-authored Dune queries, since Dune is often the only place that specific data has been assembled.
No. Dune is accessible only via desktop web browser.
We reviewed DeFiLlama earlier in this series (68.75/100). DeFiLlama's adapters are centrally reviewed before publication; Dune's dashboards are not, trading a higher baseline of vetted confidence for Dune's much broader, more flexible query capability.
More Reviews
Token Terminal – Crypto Data Screener Review
Score: 67.25/100. Distinctive equity-style DeFi framing with published metric definitions; a genuinely clean profile.
Read More
TradingView – Crypto Data Screener Review
Score: 67.5/100. Best-in-class charting and Pine Script, but default crypto volume reflects one exchange, not an aggregate.
Read More
CryptoRank – Crypto Data Screener Review
Score: 59.25/100. Deep fundraising database; disclosed investor MEXC Pioneer is the venture arm of a complaint-heavy exchange.
Read More
CoinMarketCap – Crypto Data Screener Review
Score: 51.75/100. Unmatched scale, but ranking methodology changed to favor owner Binance shortly after acquisition.
Read More